feat(browseragent): post screenshot on slack

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>

.dockerignore

@@ -1,2 +1,3 @@
 models/
-db/
+data/
+volumes/

.env

@@ -1,26 +0,0 @@
-# Enable debug mode in the LocalAI API
-DEBUG=true
-
-# Where models are stored
-MODELS_PATH=/models
-
-# Galleries to use
-GALLERIES=[{"name":"model-gallery", "url":"github:go-skynet/model-gallery/index.yaml"}, {"url": "github:go-skynet/model-gallery/huggingface.yaml","name":"huggingface"}]
-
-# Select model configuration in the config directory
-#PRELOAD_MODELS_CONFIG=/config/wizardlm-13b.yaml
-PRELOAD_MODELS_CONFIG=/config/wizardlm-13b.yaml
-#PRELOAD_MODELS_CONFIG=/config/wizardlm-13b-superhot.yaml
-
-# You don't need to put a valid OpenAI key, however, the python libraries expect
-# the string to be set or panics
-OPENAI_API_KEY=sk---
-
-# Set the OpenAI API base URL to point to LocalAI
-DEFAULT_API_BASE=http://api:8080
-
-# Set an image path
-IMAGE_PATH=/tmp
-
-# Set number of default threads
-THREADS=14

.github/dependabot.yml

@@ -0,0 +1,19 @@
+# https://docs.github.com/en/code-security/dependabot/working-with-dependabot/dependabot-options-reference#package-ecosystem-
+version: 2
+updates:
+  - package-ecosystem: "github-actions"
+    directory: "/"
+    schedule:
+      interval: "monthly"
+  - package-ecosystem: "docker"
+    directory: "/"
+    schedule:
+      interval: "monthly"
+  - package-ecosystem: "gomod"
+    directory: "/"
+    schedule:
+      interval: "weekly"
+  - package-ecosystem: "bun"
+    directory: "/webui/react-ui"
+    schedule:
+      interval: "weekly"

.github/workflows/goreleaser.yml

@@ -0,0 +1,32 @@
+name: goreleaser
+
+on:
+  push:
+    tags:
+      - 'v*' # Add this line to trigger the workflow on tag pushes that match 'v*'
+
+permissions:
+  id-token: write
+  contents: read
+
+jobs:  
+  goreleaser:
+    permissions:
+      contents: write
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+      - name: Set up Go
+        uses: actions/setup-go@v5
+        with:
+          go-version: 1.24
+      - name: Run GoReleaser
+        uses: goreleaser/goreleaser-action@v6
+        with:
+          version: '~> v2'
+          args: release --clean
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

.github/workflows/image.yml

@@ -0,0 +1,160 @@
+---
+name: 'build container images'
+on:
+  push:
+    branches:
+      - main
+    tags:
+      - '*'
+concurrency:
+  group: ci-image-${{ github.head_ref || github.ref }}-${{ github.repository }}
+  cancel-in-progress: true
+jobs:
+  containerImages:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Prepare
+        id: prep
+        run: |
+          DOCKER_IMAGE=quay.io/mudler/localagi
+          # Use branch name as default
+          VERSION=${GITHUB_REF#refs/heads/}
+          BINARY_VERSION=$(git describe --always --tags --dirty)
+          SHORTREF=${GITHUB_SHA::8}
+          # If this is git tag, use the tag name as a docker tag
+          if [[ $GITHUB_REF == refs/tags/* ]]; then
+            VERSION=${GITHUB_REF#refs/tags/}
+          fi
+          TAGS="${DOCKER_IMAGE}:${VERSION},${DOCKER_IMAGE}:${SHORTREF}"
+          # If the VERSION looks like a version number, assume that
+          # this is the most recent version of the image and also
+          # tag it 'latest'.
+          if [[ $VERSION =~ ^[0-9]{1,3}\.[0-9]{1,3}\.[0-9]{1,3}$ ]]; then
+            TAGS="$TAGS,${DOCKER_IMAGE}:latest"
+          fi
+          # Set output parameters.
+          echo ::set-output name=binary_version::${BINARY_VERSION}
+          echo ::set-output name=tags::${TAGS}
+          echo ::set-output name=docker_image::${DOCKER_IMAGE}
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@master
+        with:
+          platforms: all
+
+      - name: Set up Docker Buildx
+        id: buildx
+        uses: docker/setup-buildx-action@master
+
+      - name: Login to DockerHub
+        if: github.event_name != 'pull_request'
+        uses: docker/login-action@v3
+        with:
+          registry: quay.io
+          username: ${{ secrets.DOCKER_USERNAME }}
+          password: ${{ secrets.DOCKER_PASSWORD }}
+      - name: Extract metadata (tags, labels) for Docker
+        id: meta
+        uses: docker/metadata-action@902fa8ec7d6ecbf8d84d538b9b233a880e428804
+        with:
+          images: quay.io/mudler/localagi
+          tags: |
+            type=ref,event=branch,suffix=-{{date 'YYYYMMDDHHmmss'}}
+            type=semver,pattern={{raw}}
+            type=sha,suffix=-{{date 'YYYYMMDDHHmmss'}}
+            type=ref,event=branch
+          flavor: |
+            latest=auto
+            prefix=
+            suffix=
+
+      - name: Build
+        uses: docker/build-push-action@v6
+        with:
+          builder: ${{ steps.buildx.outputs.name }}
+          build-args: |
+            VERSION=${{ steps.prep.outputs.binary_version }}
+          context: ./
+          file: ./Dockerfile.webui
+          #platforms: linux/amd64,linux/arm64
+          platforms: linux/amd64
+          push: true
+          #tags: ${{ steps.prep.outputs.tags }}
+          tags: ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}
+  mcpbox-build:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+        
+      - name: Prepare
+        id: prep
+        run: |
+          DOCKER_IMAGE=quay.io/mudler/localagi-mcpbox
+          # Use branch name as default
+          VERSION=${GITHUB_REF#refs/heads/}
+          BINARY_VERSION=$(git describe --always --tags --dirty)
+          SHORTREF=${GITHUB_SHA::8}
+          # If this is git tag, use the tag name as a docker tag
+          if [[ $GITHUB_REF == refs/tags/* ]]; then
+            VERSION=${GITHUB_REF#refs/tags/}
+          fi
+          TAGS="${DOCKER_IMAGE}:${VERSION},${DOCKER_IMAGE}:${SHORTREF}"
+          # If the VERSION looks like a version number, assume that
+          # this is the most recent version of the image and also
+          # tag it 'latest'.
+          if [[ $VERSION =~ ^[0-9]{1,3}\.[0-9]{1,3}\.[0-9]{1,3}$ ]]; then
+            TAGS="$TAGS,${DOCKER_IMAGE}:latest"
+          fi
+          # Set output parameters.
+          echo ::set-output name=binary_version::${BINARY_VERSION}
+          echo ::set-output name=tags::${TAGS}
+          echo ::set-output name=docker_image::${DOCKER_IMAGE}
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@master
+        with:
+          platforms: all
+
+      - name: Set up Docker Buildx
+        id: buildx
+        uses: docker/setup-buildx-action@master
+
+      - name: Login to DockerHub
+        if: github.event_name != 'pull_request'
+        uses: docker/login-action@v3
+        with:
+          registry: quay.io
+          username: ${{ secrets.DOCKER_USERNAME }}
+          password: ${{ secrets.DOCKER_PASSWORD }}
+      - name: Extract metadata (tags, labels) for Docker
+        id: meta
+        uses: docker/metadata-action@902fa8ec7d6ecbf8d84d538b9b233a880e428804
+        with:
+          images: quay.io/mudler/localagi-mcpbox
+          tags: |
+            type=ref,event=branch,suffix=-{{date 'YYYYMMDDHHmmss'}}
+            type=semver,pattern={{raw}}
+            type=sha,suffix=-{{date 'YYYYMMDDHHmmss'}}
+            type=ref,event=branch
+          flavor: |
+            latest=auto
+            prefix=
+            suffix=
+
+      - name: Build
+        uses: docker/build-push-action@v6
+        with:
+          builder: ${{ steps.buildx.outputs.name }}
+          build-args: |
+            VERSION=${{ steps.prep.outputs.binary_version }}
+          context: ./
+          file: ./Dockerfile.mcpbox
+          #platforms: linux/amd64,linux/arm64
+          platforms: linux/amd64
+          push: true
+          #tags: ${{ steps.prep.outputs.tags }}
+          tags: ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}

.github/workflows/tests.yml

@@ -0,0 +1,50 @@
+name: Run Go Tests
+
+on:
+  push:
+    branches:
+      - 'main'
+  pull_request:
+    branches:
+      - '**'
+concurrency:
+  group: ci-tests-${{ github.head_ref || github.ref }}-${{ github.repository }}
+  cancel-in-progress: true
+jobs:
+  test:
+    runs-on: ubuntu-latest
+    steps:
+    - name: Checkout code
+      uses: actions/checkout@v2
+    - run: |
+        # Add Docker's official GPG key:
+        sudo apt-get update
+        sudo apt-get install ca-certificates curl
+        sudo install -m 0755 -d /etc/apt/keyrings
+        sudo curl -fsSL https://download.docker.com/linux/ubuntu/gpg -o /etc/apt/keyrings/docker.asc
+        sudo chmod a+r /etc/apt/keyrings/docker.asc
+
+        # Add the repository to Apt sources:
+        echo \
+          "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.asc] https://download.docker.com/linux/ubuntu \
+          $(. /etc/os-release && echo "${UBUNTU_CODENAME:-$VERSION_CODENAME}") stable" | \
+          sudo tee /etc/apt/sources.list.d/docker.list > /dev/null
+        sudo apt-get update
+        sudo apt-get install -y docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin
+        docker version
+
+        docker run --rm hello-world
+    - uses: actions/setup-go@v5
+      with:
+        go-version: '>=1.17.0'
+    - name: Run tests
+      run: |
+        sudo apt-get update && sudo apt-get install -y make
+        make tests
+    #sudo mv coverage/coverage.txt coverage.txt
+    #sudo chmod 777 coverage.txt
+
+    # - name: Upload coverage to Codecov
+    #   uses: codecov/codecov-action@v4
+    #   with:
+    #     token: ${{ secrets.CODECOV_TOKEN }}

.gitignore

@@ -1,2 +1,10 @@
-db/
-models/
+models/
+data/
+pool
+uploads/
+local-agent-framework
+localagi
+LocalAGI
+**/.env
+.vscode
+volumes/

.goreleaser.yml

@@ -0,0 +1,40 @@
+# Make sure to check the documentation at http://goreleaser.com
+version: 2
+builds:
+  - main: ./
+    id: "localagi"
+    binary: localagi
+    ldflags:
+      - -w -s
+      # - -X github.com/internal.Version={{.Tag}}
+      # - -X github.com/internal.Commit={{.Commit}}
+    env:
+      - CGO_ENABLED=0
+    goos:
+      - linux
+      - windows
+      - darwin
+      - freebsd
+    goarch:
+      - amd64
+      - arm
+      - arm64
+source:
+  enabled: true
+  name_template: '{{ .ProjectName }}-{{ .Tag }}-source'
+archives:
+  # Default template uses underscores instead of -
+  - name_template: >-
+      {{ .ProjectName }}-{{ .Tag }}-
+      {{- if eq .Os "freebsd" }}FreeBSD
+      {{- else }}{{- title .Os }}{{end}}-
+      {{- if eq .Arch "amd64" }}x86_64
+      {{- else if eq .Arch "386" }}i386
+      {{- else }}{{ .Arch }}{{end}}
+      {{- if .Arm }}v{{ .Arm }}{{ end }}
+checksum:
+  name_template: '{{ .ProjectName }}-{{ .Tag }}-checksums.txt'
+snapshot:
+  name_template: "{{ .Tag }}-next"
+changelog:
+  use: github-native

Dockerfile

@@ -1,18 +0,0 @@
-FROM python:3.10-bullseye
-WORKDIR /app
-COPY ./requirements.txt /app/requirements.txt
-RUN pip install --no-cache-dir -r requirements.txt
-
-
-ENV DEBIAN_FRONTEND noninteractive
-
-# Install package dependencies
-RUN apt-get update -y && \
-    apt-get install -y --no-install-recommends \
-        alsa-utils \
-        libsndfile1-dev && \
-    apt-get clean
-
-COPY . /app
-RUN pip install .
-ENTRYPOINT [ "python", "./main.py" ];

Dockerfile.mcpbox

@@ -0,0 +1,47 @@
+# Build stage
+FROM golang:1.24-alpine AS builder
+
+# Install build dependencies
+RUN apk add --no-cache git
+
+# Set working directory
+WORKDIR /app
+
+# Copy go mod files
+COPY go.mod go.sum ./
+
+# Download dependencies
+RUN go mod download
+
+# Copy source code
+COPY . .
+
+# Build the application
+RUN CGO_ENABLED=0 GOOS=linux go build -o mcpbox ./cmd/mcpbox
+
+# Final stage
+FROM alpine:3.19
+
+# Install runtime dependencies
+RUN apk add --no-cache ca-certificates tzdata docker
+
+# Create non-root user
+#RUN adduser -D -g '' appuser
+
+# Set working directory
+WORKDIR /app
+
+# Copy binary from builder
+COPY --from=builder /app/mcpbox .
+
+# Use non-root user
+#USER appuser
+
+# Expose port
+EXPOSE 8080
+
+# Set entrypoint
+ENTRYPOINT ["/app/mcpbox"]
+
+# Default command
+CMD ["-addr", ":8080"]

Dockerfile.realtimesst

@@ -0,0 +1,12 @@
+# python 
+FROM python:3.13-slim
+
+ENV DEBIAN_FRONTEND=noninteractive
+RUN apt-get update && apt-get install -y python3-dev portaudio19-dev ffmpeg build-essential
+
+RUN pip install RealtimeSTT
+
+#COPY ./example/realtimesst /app
+# https://github.com/KoljaB/RealtimeSTT/blob/master/RealtimeSTT_server/README.md#server-usage
+ENTRYPOINT ["stt-server"]
+#ENTRYPOINT [ "/app/main.py" ]

Dockerfile.webui

@@ -0,0 +1,55 @@
+# Use Bun container for building the React UI
+FROM oven/bun:1 AS ui-builder
+
+# Set the working directory for the React UI
+WORKDIR /app
+
+# Copy package.json and bun.lockb (if exists)
+COPY webui/react-ui/package.json webui/react-ui/bun.lockb* ./
+
+# Install dependencies
+RUN bun install --frozen-lockfile
+
+# Copy the rest of the React UI source code
+COPY webui/react-ui/ ./
+
+# Build the React UI
+RUN bun run build
+
+# Use a temporary build image based on Golang 1.24-alpine
+FROM golang:1.24-alpine AS builder
+
+# Define argument for linker flags
+ARG LDFLAGS="-s -w"
+
+# Install git
+RUN apk add --no-cache git
+RUN rm -rf /tmp/* /var/cache/apk/*
+
+# Set the working directory
+WORKDIR /work
+
+# Copy go.mod and go.sum files first to leverage Docker cache
+COPY go.mod go.sum ./
+
+# Download dependencies - this layer will be cached as long as go.mod and go.sum don't change
+RUN go mod download
+
+# Now copy the rest of the source code
+COPY . .
+
+# Copy the built React UI from the ui-builder stage
+COPY --from=ui-builder /app/dist /work/webui/react-ui/dist
+
+# Build the application
+RUN CGO_ENABLED=0 go build -ldflags="$LDFLAGS" -o localagi ./
+
+FROM scratch
+
+# Copy the webui binary from the builder stage to the final image
+COPY --from=builder /work/localagi /localagi
+COPY --from=builder /etc/ssl/ /etc/ssl/
+COPY --from=builder /tmp /tmp
+
+# Define the command that will be run when the container is started
+ENTRYPOINT ["/localagi"]

LICENSE

@@ -1,6 +1,6 @@
 MIT License
 
-Copyright (c) 2023 Ettore Di Giacinto
+Copyright (c) 2023-2025 Ettore Di Giacinto (mudler@localai.io)
 
 Permission is hereby granted, free of charge, to any person obtaining a copy
 of this software and associated documentation files (the "Software"), to deal
@@ -18,4 +18,4 @@ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
-SOFTWARE.
+SOFTWARE.

Makefile

@@ -0,0 +1,40 @@
+GOCMD?=go
+IMAGE_NAME?=webui
+MCPBOX_IMAGE_NAME?=mcpbox
+ROOT_DIR:=$(shell dirname $(realpath $(lastword $(MAKEFILE_LIST))))
+
+prepare-tests: build-mcpbox
+	docker compose up -d --build
+	docker run -d -v /var/run/docker.sock:/var/run/docker.sock --privileged -p 9090:8080 --rm -ti $(MCPBOX_IMAGE_NAME)
+
+cleanup-tests:
+	docker compose down
+
+tests: prepare-tests
+	LOCALAGI_MCPBOX_URL="http://localhost:9090" LOCALAGI_MODEL="gemma-3-12b-it-qat" LOCALAI_API_URL="http://localhost:8081" LOCALAGI_API_URL="http://localhost:8080" $(GOCMD) run github.com/onsi/ginkgo/v2/ginkgo --fail-fast -v -r ./...
+
+run-nokb:
+	$(MAKE) run KBDISABLEINDEX=true
+
+webui/react-ui/dist:
+	docker run --entrypoint /bin/bash -v $(ROOT_DIR):/app oven/bun:1 -c "cd /app/webui/react-ui && bun install && bun run build"
+
+.PHONY: build
+build: webui/react-ui/dist
+	$(GOCMD) build -o localagi ./
+
+.PHONY: run
+run: webui/react-ui/dist
+	LOCALAGI_MCPBOX_URL="http://localhost:9090" $(GOCMD) run ./
+
+build-image:
+	docker build -t $(IMAGE_NAME) -f Dockerfile.webui .
+
+image-push:
+	docker push $(IMAGE_NAME)
+
+build-mcpbox:
+	docker build -t $(MCPBOX_IMAGE_NAME) -f Dockerfile.mcpbox .
+
+run-mcpbox:
+	docker run -v /var/run/docker.sock:/var/run/docker.sock --privileged -p 9090:8080 -ti mcpbox

README.md

@@ -1,181 +1,520 @@
+<p align="center">
+  <img src="./webui/react-ui/public/logo_1.png" alt="LocalAGI Logo" width="220"/>
+</p>
 
-<h1 align="center">
-  <br>
-  <img height="300" src="https://github.com/mudler/LocalAGI/assets/2420543/b69817ce-2361-4234-a575-8f578e159f33"> <br>
-    LocalAGI
-<br>
-</h1>
+<h3 align="center"><em>Your AI. Your Hardware. Your Rules</em></h3>
 
-[AutoGPT](https://github.com/Significant-Gravitas/Auto-GPT), [babyAGI](https://github.com/yoheinakajima/babyagi), ... and now LocalAGI!
+<div align="center">
+  
+[![Go Report Card](https://goreportcard.com/badge/github.com/mudler/LocalAGI)](https://goreportcard.com/report/github.com/mudler/LocalAGI)
+[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
+[![GitHub stars](https://img.shields.io/github/stars/mudler/LocalAGI)](https://github.com/mudler/LocalAGI/stargazers)
+[![GitHub issues](https://img.shields.io/github/issues/mudler/LocalAGI)](https://github.com/mudler/LocalAGI/issues)
 
-LocalAGI is a small 🤖 virtual assistant that you can run locally, made by the [LocalAI](https://github.com/go-skynet/LocalAI) author and powered by it.
+</div>
 
-The goal is:
-- Keep it simple, hackable and easy to understand
-- No API keys needed, No cloud services needed, 100% Local. Tailored for Local use, however still compatible with OpenAI.
-- Smart-agent/virtual assistant that can do tasks
-- Small set of dependencies
-- Run with Docker/Podman/Containers
-- Rather than trying to do everything, provide a good starting point for other projects
+Create customizable AI assistants, automations, chat bots and agents that run 100% locally. No need for agentic Python libraries or cloud service keys, just bring your GPU (or even just CPU) and a web browser.
 
-Note: Be warned! It was hacked in a weekend, and it's just an experiment to see what can be done with local LLMs. 
+**LocalAGI** is a powerful, self-hostable AI Agent platform that allows you to design AI automations without writing code. A complete drop-in replacement for OpenAI's Responses APIs with advanced agentic capabilities. No clouds. No data leaks. Just pure local AI that works on consumer-grade hardware (CPU and GPU).
 
-![Screenshot from 2023-08-05 22-40-40](https://github.com/mudler/LocalAGI/assets/2420543/144da83d-3879-44f2-985c-efd690e2b136)
+## 🛡️ Take Back Your Privacy
 
-## 🚀 Features
+Are you tired of AI wrappers calling out to cloud APIs, risking your privacy? So were we.
 
-- 🧠 LLM for intent detection
-- 🧠 Uses functions for actions
-    - 📝 Write to long-term memory
-    - 📖 Read from long-term memory 
-    - 🌐 Internet access for search
-    - :card_file_box: Write files
-    - 🔌 Plan steps to achieve a goal
-- 🤖 Avatar creation with Stable Diffusion
-- 🗨️ Conversational
-- 🗣️ Voice synthesis with TTS
+LocalAGI ensures your data stays exactly where you want it—on your hardware. No API keys, no cloud subscriptions, no compromise.
 
-## Demo
+## 🌟 Key Features
 
-Search on internet (interactive mode)
+- 🎛 **No-Code Agents**: Easy-to-configure multiple agents via Web UI.
+- 🖥 **Web-Based Interface**: Simple and intuitive agent management.
+- 🤖 **Advanced Agent Teaming**: Instantly create cooperative agent teams from a single prompt.
+- 📡 **Connectors Galore**: Built-in integrations with Discord, Slack, Telegram, GitHub Issues, and IRC.
+- 🛠 **Comprehensive REST API**: Seamless integration into your workflows. Every agent created will support OpenAI Responses API out of the box.
+- 📚 **Short & Long-Term Memory**: Powered by [LocalRecall](https://github.com/mudler/LocalRecall).
+- 🧠 **Planning & Reasoning**: Agents intelligently plan, reason, and adapt.
+- 🔄 **Periodic Tasks**: Schedule tasks with cron-like syntax.
+- 💾 **Memory Management**: Control memory usage with options for long-term and summary memory.
+- 🖼 **Multimodal Support**: Ready for vision, text, and more.
+- 🔧 **Extensible Custom Actions**: Easily script dynamic agent behaviors in Go (interpreted, no compilation!).
+- 🛠 **Fully Customizable Models**: Use your own models or integrate seamlessly with [LocalAI](https://github.com/mudler/LocalAI).
+- 📊 **Observability**: Monitor agent status and view detailed observable updates in real-time.
 
-https://github.com/mudler/LocalAGI/assets/2420543/23199ca3-7380-4efc-9fac-a6bc2b52bdb3
-
-Plan a road trip (batch mode)
-
-https://github.com/mudler/LocalAGI/assets/2420543/9ba43b82-dec5-432a-bdb9-8318e7db59a4
-
-> Note: The demo is with a GPU and `30b` models size
-
-## :book: Quick start
-
-No frills, just run docker-compose and start chatting with your virtual assistant:
+## 🛠️ Quickstart
 
 ```bash
-# Modify the configuration
-# vim .env
-docker-compose run -i --rm localagi
+# Clone the repository
+git clone https://github.com/mudler/LocalAGI
+cd LocalAGI
+
+# CPU setup (default)
+docker compose up
+
+# NVIDIA GPU setup
+docker compose -f docker-compose.nvidia.yaml up
+
+# Intel GPU setup (for Intel Arc and integrated GPUs)
+docker compose -f docker-compose.intel.yaml up
+
+# Start with a specific model (see available models in models.localai.io, or localai.io to use any model in huggingface)
+MODEL_NAME=gemma-3-12b-it docker compose up
+
+# NVIDIA GPU setup with custom multimodal and image models
+MODEL_NAME=gemma-3-12b-it \
+MULTIMODAL_MODEL=minicpm-v-2_6 \
+IMAGE_MODEL=flux.1-dev-ggml \
+docker compose -f docker-compose.nvidia.yaml up
 ```
 
-## How to use it
+Now you can access and manage your agents at [http://localhost:8080](http://localhost:8080)
 
-By default localagi starts in interactive mode
+Still having issues? see this Youtube video: https://youtu.be/HtVwIxW3ePg
 
-### Examples
+## 📚🆕 Local Stack Family
 
-Road trip planner by limiting searching to internet to 3 results only:
+🆕 LocalAI is now part of a comprehensive suite of AI tools designed to work together:
+
+<table>
+  <tr>
+    <td width="50%" valign="top">
+      <a href="https://github.com/mudler/LocalAI">
+        <img src="https://raw.githubusercontent.com/mudler/LocalAI/refs/heads/master/core/http/static/logo_horizontal.png" width="300" alt="LocalAI Logo">
+      </a>
+    </td>
+    <td width="50%" valign="top">
+      <h3><a href="https://github.com/mudler/LocalAI">LocalAI</a></h3>
+      <p>LocalAI is the free, Open Source OpenAI alternative. LocalAI act as a drop-in replacement REST API that's compatible with OpenAI API specifications for local AI inferencing. Does not require GPU.</p>
+    </td>
+  </tr>
+  <tr>
+    <td width="50%" valign="top">
+      <a href="https://github.com/mudler/LocalRecall">
+        <img src="https://raw.githubusercontent.com/mudler/LocalRecall/refs/heads/main/static/localrecall_horizontal.png" width="300" alt="LocalRecall Logo">
+      </a>
+    </td>
+    <td width="50%" valign="top">
+      <h3><a href="https://github.com/mudler/LocalRecall">LocalRecall</a></h3>
+      <p>A REST-ful API and knowledge base management system that provides persistent memory and storage capabilities for AI agents.</p>
+    </td>
+  </tr>
+</table>
+
+## 🖥️ Hardware Configurations
+
+LocalAGI supports multiple hardware configurations through Docker Compose profiles:
+
+### CPU (Default)
+- No special configuration needed
+- Runs on any system with Docker
+- Best for testing and development
+- Supports text models only
+
+### NVIDIA GPU
+- Requires NVIDIA GPU and drivers
+- Uses CUDA for acceleration
+- Best for high-performance inference
+- Supports text, multimodal, and image generation models
+- Run with: `docker compose -f docker-compose.nvidia.yaml up`
+- Default models:
+  - Text: `gemma-3-12b-it-qat`
+  - Multimodal: `minicpm-v-2_6`
+  - Image: `sd-1.5-ggml`
+- Environment variables:
+  - `MODEL_NAME`: Text model to use
+  - `MULTIMODAL_MODEL`: Multimodal model to use
+  - `IMAGE_MODEL`: Image generation model to use
+  - `LOCALAI_SINGLE_ACTIVE_BACKEND`: Set to `true` to enable single active backend mode
+
+### Intel GPU
+- Supports Intel Arc and integrated GPUs
+- Uses SYCL for acceleration
+- Best for Intel-based systems
+- Supports text, multimodal, and image generation models
+- Run with: `docker compose -f docker-compose.intel.yaml up`
+- Default models:
+  - Text: `gemma-3-12b-it-qat`
+  - Multimodal: `minicpm-v-2_6`
+  - Image: `sd-1.5-ggml`
+- Environment variables:
+  - `MODEL_NAME`: Text model to use
+  - `MULTIMODAL_MODEL`: Multimodal model to use
+  - `IMAGE_MODEL`: Image generation model to use
+  - `LOCALAI_SINGLE_ACTIVE_BACKEND`: Set to `true` to enable single active backend mode
+
+## Customize models
+
+You can customize the models used by LocalAGI by setting environment variables when running docker-compose. For example:
 
 ```bash
-docker-compose run -i --rm localagi \
-  --skip-avatar \
-  --subtask-context \
-  --postprocess \
-  --search-results 3 \
-  --prompt "prepare a plan for my roadtrip to san francisco"
+# CPU with custom model
+MODEL_NAME=gemma-3-12b-it docker compose up
+
+# NVIDIA GPU with custom models
+MODEL_NAME=gemma-3-12b-it \
+MULTIMODAL_MODEL=minicpm-v-2_6 \
+IMAGE_MODEL=flux.1-dev-ggml \
+docker compose -f docker-compose.nvidia.yaml up
+
+# Intel GPU with custom models
+MODEL_NAME=gemma-3-12b-it \
+MULTIMODAL_MODEL=minicpm-v-2_6 \
+IMAGE_MODEL=sd-1.5-ggml \
+docker compose -f docker-compose.intel.yaml up
 ```
 
-Limit results of planning to 3 steps:
+If no models are specified, it will use the defaults:
+- Text model: `gemma-3-12b-it-qat`
+- Multimodal model: `minicpm-v-2_6`
+- Image model: `sd-1.5-ggml`
+
+Good (relatively small) models that have been tested are:
+
+- `qwen_qwq-32b` (best in co-ordinating agents)
+- `gemma-3-12b-it`
+- `gemma-3-27b-it`
+
+## 🏆 Why Choose LocalAGI?
+
+- **✓ Ultimate Privacy**: No data ever leaves your hardware.
+- **✓ Flexible Model Integration**: Supports GGUF, GGML, and more thanks to [LocalAI](https://github.com/mudler/LocalAI).
+- **✓ Developer-Friendly**: Rich APIs and intuitive interfaces.
+- **✓ Effortless Setup**: Simple Docker compose setups and pre-built binaries.
+- **✓ Feature-Rich**: From planning to multimodal capabilities, connectors for Slack, MCP support, LocalAGI has it all.
+
+## 🌐 The Local Ecosystem
+
+LocalAGI is part of the powerful Local family of privacy-focused AI tools:
+
+- [**LocalAI**](https://github.com/mudler/LocalAI): Run Large Language Models locally.
+- [**LocalRecall**](https://github.com/mudler/LocalRecall): Retrieval-Augmented Generation with local storage.
+- [**LocalAGI**](https://github.com/mudler/LocalAGI): Deploy intelligent AI agents securely and privately.
+
+## 🌟 Screenshots
+
+### Powerful Web UI
+
+![Web UI Dashboard](https://github.com/user-attachments/assets/a40194f9-af3a-461f-8b39-5f4612fbf221)
+![Web UI Agent Settings](https://github.com/user-attachments/assets/fb3c3e2a-cd53-4ca8-97aa-c5da51ff1f83)
+![Web UI Create Group](https://github.com/user-attachments/assets/102189a2-0fba-4a1e-b0cb-f99268ef8062)
+![Web UI Agent Observability](https://github.com/user-attachments/assets/f7359048-9d28-4cf1-9151-1f5556ce9235)
+
+
+### Connectors Ready-to-Go
+
+<p align="center">
+  <img src="https://github.com/user-attachments/assets/4171072f-e4bf-4485-982b-55d55086f8fc" alt="Telegram" width="60"/>
+  <img src="https://github.com/user-attachments/assets/9235da84-0187-4f26-8482-32dcc55702ef" alt="Discord" width="220"/>
+  <img src="https://github.com/user-attachments/assets/a88c3d88-a387-4fb5-b513-22bdd5da7413" alt="Slack" width="220"/>
+  <img src="https://github.com/user-attachments/assets/d249cdf5-ab34-4ab1-afdf-b99e2db182d2" alt="IRC" width="220"/>
+  <img src="https://github.com/user-attachments/assets/52c852b0-4b50-4926-9fa0-aa50613ac622" alt="GitHub" width="220"/>
+</p>
+
+## 📖 Full Documentation
+
+Explore detailed documentation including:
+- [Installation Options](#installation-options)
+- [REST API Documentation](#rest-api)
+- [Connector Configuration](#connectors)
+- [Agent Configuration](#agent-configuration-reference)
+
+### Environment Configuration
+
+LocalAGI supports environment configurations. Note that these environment variables needs to be specified in the localagi container in the docker-compose file to have effect.
+
+| Variable | What It Does |
+|----------|--------------|
+| `LOCALAGI_MODEL` | Your go-to model |
+| `LOCALAGI_MULTIMODAL_MODEL` | Optional model for multimodal capabilities |
+| `LOCALAGI_LLM_API_URL` | OpenAI-compatible API server URL |
+| `LOCALAGI_LLM_API_KEY` | API authentication |
+| `LOCALAGI_TIMEOUT` | Request timeout settings |
+| `LOCALAGI_STATE_DIR` | Where state gets stored |
+| `LOCALAGI_LOCALRAG_URL` | LocalRecall connection |
+| `LOCALAGI_ENABLE_CONVERSATIONS_LOGGING` | Toggle conversation logs |
+| `LOCALAGI_API_KEYS` | A comma separated list of api keys used for authentication |
+
+## Installation Options
+
+### Pre-Built Binaries
+
+Download ready-to-run binaries from the [Releases](https://github.com/mudler/LocalAGI/releases) page.
+
+### Source Build
+
+Requirements:
+- Go 1.20+
+- Git
+- Bun 1.2+
 
 ```bash
-docker-compose run -i --rm localagi \
-  --skip-avatar \
-  --subtask-context \
-  --postprocess \
-  --search-results 1 \
-  --prompt "do a plan for my roadtrip to san francisco" \
-  --plan-message "The assistant replies with a plan of 3 steps to answer the request with a list of subtasks with logical steps. The reasoning includes a self-contained, detailed and descriptive instruction to fullfill the task."
+# Clone repo
+git clone https://github.com/mudler/LocalAGI.git
+cd LocalAGI
+
+# Build it
+cd webui/react-ui && bun i && bun run build
+cd ../..
+go build -o localagi
+
+# Run it
+./localagi
 ```
 
-### Advanced
+### Development
 
-localagi has several options in the CLI to tweak the experience:
-
-- `--system-prompt` is the system prompt to use. If not specified, it will use none.
-- `--prompt` is the prompt to use for batch mode. If not specified, it will default to interactive mode.
-- `--interactive` is the interactive mode. When used with `--prompt` will drop you in an interactive session after the first prompt is evaluated.
-- `--skip-avatar` will skip avatar creation. Useful if you want to run it in a headless environment.
-- `--re-evaluate` will re-evaluate if another action is needed or we have completed the user request.
-- `--postprocess` will postprocess the reasoning for analysis.
-- `--subtask-context` will include context in subtasks.
-- `--search-results` is the number of search results to use.
-- `--plan-message` is the message to use during planning. You can override the message for example to force a plan to have a different message.
-- `--tts-api-base` is the TTS API base. Defaults to `http://api:8080`.
-- `--localai-api-base` is the LocalAI API base. Defaults to `http://api:8080`.
-- `--images-api-base` is the Images API base. Defaults to `http://api:8080`.
-- `--embeddings-api-base` is the Embeddings API base. Defaults to `http://api:8080`.
-- `--functions-model` is the functions model to use. Defaults to `functions`.
-- `--embeddings-model` is the embeddings model to use. Defaults to `all-MiniLM-L6-v2`.
-- `--llm-model` is the LLM model to use. Defaults to `gpt-4`.
-- `--tts-model` is the TTS model to use. Defaults to `en-us-kathleen-low.onnx`.
-- `--stablediffusion-model` is the Stable Diffusion model to use. Defaults to `stablediffusion`.
-- `--stablediffusion-prompt` is the Stable Diffusion prompt to use. Defaults to `DEFAULT_PROMPT`.
-- `--force-action` will force a specific action.
-- `--debug` will enable debug mode.
-
-### Customize
-
-To use a different model, you can see the examples in the `config` folder.
-To select a model, modify the `.env` file and change the `PRELOAD_MODELS_CONFIG` variable to use a different configuration file.
-
-### Caveats
-
-The "goodness" of a model has a big impact on how LocalAGI works. Currently `13b` models are powerful enough to actually able to perform multi-step tasks or do more actions. However, it is quite slow when running on CPU (no big surprise here).
-
-The context size is a limitation - you can find in the `config` examples to run with superhot 8k context size, but the quality is not good enough to perform complex tasks.
-
-## What is LocalAGI?
-
-It is a dead simple experiment to show how to tie the various LocalAI functionalities to create a virtual assistant that can do tasks. It is simple on purpose, trying to be minimalistic and easy to understand and customize for everyone.
-
-It is different from babyAGI or AutoGPT as it uses [LocalAI functions](https://localai.io/features/openai-functions/) - it is a from scratch attempt built on purpose to run locally with [LocalAI](https://localai.io) (no API keys needed!) instead of expensive, cloud services. It sets apart from other projects as it strives to be small, and easy to fork on.
-
-### How it works?
-
-`LocalAGI` just does the minimal around LocalAI functions to create a virtual assistant that can do generic tasks. It works by an endless loop of `intent detection`, `function invocation`, `self-evaluation` and `reply generation` (if it decides to reply! :)). The agent is capable of planning complex tasks by invoking multiple functions, and remember things from the conversation.
-
-In a nutshell, it goes like this:
-
-- Decide based on the conversation history if it needs to take an action by using functions. It uses the LLM to detect the intent from the conversation.
-- if it need to take an action (e.g. "remember something from the conversation" ) or generate complex tasks ( executing a chain of functions to achieve a goal ) it invokes the functions
-- it re-evaluates if it needs to do any other action
-- return the result back to the LLM to generate a reply for the user
-
-Under the hood LocalAI converts functions to llama.cpp BNF grammars. While OpenAI fine-tuned a model to reply to functions, LocalAI constrains the LLM to follow grammars. This is a much more efficient way to do it, and it is also more flexible as you can define your own functions and grammars. For learning more about this, check out the [LocalAI documentation](https://localai.io/docs/llm) and my tweet that explains how it works under the hoods: https://twitter.com/mudler_it/status/1675524071457533953.
-
-### Agent functions
-
-The intention of this project is to keep the agent minimal, so can be built on top of it or forked. The agent is capable of doing the following functions:
-- remember something from the conversation
-- recall something from the conversation
-- search something from the internet
-- plan a complex task by invoking multiple functions
-- write files to disk
-
-## Roadmap
-
-- [x] 100% Local, with Local AI. NO API KEYS NEEDED!
-- [x] Create a simple virtual assistant
-- [x] Make the virtual assistant do functions like store long-term memory and autonomously search between them when needed
-- [x] Create the assistant avatar with Stable Diffusion
-- [x] Give it a voice 
-- [ ] Use weaviate instead of Chroma
-- [ ] Get voice input (push to talk or wakeword)
-- [ ] Make a REST API (OpenAI compliant?) so can be plugged by e.g. a third party service
-- [x] Take a system prompt so can act with a "character" (e.g. "answer in rick and morty style")
-
-## Development
-
-Run docker-compose with main.py checked-out:
+The development workflow is similar to the source build, but with additional steps for hot reloading of the frontend:
 
 ```bash
-docker-compose run -v main.py:/app/main.py -i --rm localagi
+# Clone repo
+git clone https://github.com/mudler/LocalAGI.git
+cd LocalAGI
+
+# Install dependencies and start frontend development server
+cd webui/react-ui && bun i && bun run dev
 ```
 
-## Notes
+Then in separate terminal:
 
-- a 13b model is enough for doing contextualized research and search/retrieve memory
-- a 30b model is enough to generate a roadmap trip plan ( so cool! )
-- With superhot models looses its magic, but maybe suitable for search
-- Context size is your enemy. `--postprocess` some times helps, but not always
-- It can be silly!
-- It is slow on CPU, don't expect `7b` models to perform good, and `13b` models perform better but on CPU are quite slow.
+```bash
+# Start development server
+cd ../.. && go run main.go
+```
+
+> Note: see webui/react-ui/.vite.config.js for env vars that can be used to configure the backend URL
+
+## CONNECTORS
+
+Link your agents to the services you already use. Configuration examples below.
+
+### GitHub Issues
+
+```json
+{
+  "token": "YOUR_PAT_TOKEN",
+  "repository": "repo-to-monitor",
+  "owner": "repo-owner",
+  "botUserName": "bot-username"
+}
+```
+
+### Discord
+
+After [creating your Discord bot](https://discordpy.readthedocs.io/en/stable/discord.html):
+
+```json
+{
+  "token": "Bot YOUR_DISCORD_TOKEN",
+  "defaultChannel": "OPTIONAL_CHANNEL_ID"
+}
+```
+> Don't forget to enable "Message Content Intent" in Bot(tab) settings!
+> Enable " Message Content Intent " in the Bot tab!
+
+### Slack
+
+Use the included `slack.yaml` manifest to create your app, then configure:
+
+```json
+{
+  "botToken": "xoxb-your-bot-token",
+  "appToken": "xapp-your-app-token"
+}
+```
+
+- Create Oauth token bot token from "OAuth & Permissions" -> "OAuth Tokens for Your Workspace"
+- Create App level token (from "Basic Information" -> "App-Level Tokens" ( scope connections:writeRoute authorizations:read ))
+
+
+### Telegram
+
+Get a token from @botfather, then:
+
+```json
+{ 
+  "token": "your-bot-father-token" 
+}
+```
+
+### IRC
+
+Connect to IRC networks:
+
+```json
+{
+  "server": "irc.example.com",
+  "port": "6667",
+  "nickname": "LocalAGIBot",
+  "channel": "#yourchannel",
+  "alwaysReply": "false"
+}
+```
+
+## REST API
+
+### Agent Management
+
+| Endpoint | Method | Description | Example |
+|----------|--------|-------------|---------|
+| `/api/agents` | GET | List all available agents | [Example](#get-all-agents) |
+| `/api/agent/:name/status` | GET | View agent status history | [Example](#get-agent-status) |
+| `/api/agent/create` | POST | Create a new agent | [Example](#create-agent) |
+| `/api/agent/:name` | DELETE | Remove an agent | [Example](#delete-agent) |
+| `/api/agent/:name/pause` | PUT | Pause agent activities | [Example](#pause-agent) |
+| `/api/agent/:name/start` | PUT | Resume a paused agent | [Example](#start-agent) |
+| `/api/agent/:name/config` | GET | Get agent configuration | |
+| `/api/agent/:name/config` | PUT | Update agent configuration | |
+| `/api/meta/agent/config` | GET | Get agent configuration metadata | |
+| `/settings/export/:name` | GET | Export agent config | [Example](#export-agent) |
+| `/settings/import` | POST | Import agent config | [Example](#import-agent) |
+
+### Actions and Groups
+
+| Endpoint | Method | Description | Example |
+|----------|--------|-------------|---------|
+| `/api/actions` | GET | List available actions | |
+| `/api/action/:name/run` | POST | Execute an action | |
+| `/api/agent/group/generateProfiles` | POST | Generate group profiles | |
+| `/api/agent/group/create` | POST | Create a new agent group | |
+
+### Chat Interactions
+
+| Endpoint | Method | Description | Example |
+|----------|--------|-------------|---------|
+| `/api/chat/:name` | POST | Send message & get response | [Example](#send-message) |
+| `/api/notify/:name` | POST | Send notification to agent | [Example](#notify-agent) |
+| `/api/sse/:name` | GET | Real-time agent event stream | [Example](#agent-sse-stream) |
+| `/v1/responses` | POST | Send message & get response | [OpenAI's Responses](https://platform.openai.com/docs/api-reference/responses/create) |
+
+<details>
+<summary><strong>Curl Examples</strong></summary>
+
+#### Get All Agents
+```bash
+curl -X GET "http://localhost:3000/api/agents"
+```
+
+#### Get Agent Status
+```bash
+curl -X GET "http://localhost:3000/api/agent/my-agent/status"
+```
+
+#### Create Agent
+```bash
+curl -X POST "http://localhost:3000/api/agent/create" \
+  -H "Content-Type: application/json" \
+  -d '{
+    "name": "my-agent",
+    "model": "gpt-4",
+    "system_prompt": "You are an AI assistant.",
+    "enable_kb": true,
+    "enable_reasoning": true
+  }'
+```
+
+#### Delete Agent
+```bash
+curl -X DELETE "http://localhost:3000/api/agent/my-agent"
+```
+
+#### Pause Agent
+```bash
+curl -X PUT "http://localhost:3000/api/agent/my-agent/pause"
+```
+
+#### Start Agent
+```bash
+curl -X PUT "http://localhost:3000/api/agent/my-agent/start"
+```
+
+#### Get Agent Configuration
+```bash
+curl -X GET "http://localhost:3000/api/agent/my-agent/config"
+```
+
+#### Update Agent Configuration
+```bash
+curl -X PUT "http://localhost:3000/api/agent/my-agent/config" \
+  -H "Content-Type: application/json" \
+  -d '{
+    "model": "gpt-4",
+    "system_prompt": "You are an AI assistant."
+  }'
+```
+
+#### Export Agent
+```bash
+curl -X GET "http://localhost:3000/settings/export/my-agent" --output my-agent.json
+```
+
+#### Import Agent
+```bash
+curl -X POST "http://localhost:3000/settings/import" \
+  -F "file=@/path/to/my-agent.json"
+```
+
+#### Send Message
+```bash
+curl -X POST "http://localhost:3000/api/chat/my-agent" \
+  -H "Content-Type: application/json" \
+  -d '{"message": "Hello, how are you today?"}'
+```
+
+#### Notify Agent
+```bash
+curl -X POST "http://localhost:3000/api/notify/my-agent" \
+  -H "Content-Type: application/json" \
+  -d '{"message": "Important notification"}'
+```
+
+#### Agent SSE Stream
+```bash
+curl -N -X GET "http://localhost:3000/api/sse/my-agent"
+```
+Note: For proper SSE handling, you should use a client that supports SSE natively.
+
+</details>
+
+### Agent Configuration Reference
+
+The agent configuration defines how an agent behaves and what capabilities it has. You can view the available configuration options and their descriptions by using the metadata endpoint:
+
+```bash
+curl -X GET "http://localhost:3000/api/meta/agent/config"
+```
+
+This will return a JSON object containing all available configuration fields, their types, and descriptions.
+
+Here's an example of the agent configuration structure:
+
+```json
+{
+  "name": "my-agent",
+  "model": "gpt-4",
+  "multimodal_model": "gpt-4-vision",
+  "hud": true,
+  "standalone_job": false,
+  "random_identity": false,
+  "initiate_conversations": true,
+  "enable_planning": true,
+  "identity_guidance": "You are a helpful assistant.",
+  "periodic_runs": "0 * * * *",
+  "permanent_goal": "Help users with their questions.",
+  "enable_kb": true,
+  "enable_reasoning": true,
+  "kb_results": 5,
+  "can_stop_itself": false,
+  "system_prompt": "You are an AI assistant.",
+  "long_term_memory": true,
+  "summary_long_term_memory": false
+}
+```
+
+## LICENSE
+
+MIT License — See the [LICENSE](LICENSE) file for details.
+
+---
+
+<p align="center">
+  <strong>LOCAL PROCESSING. GLOBAL THINKING.</strong><br>
+  Made with ❤️ by <a href="https://github.com/mudler">mudler</a>
+</p>

cmd/mcpbox/main.go

@@ -0,0 +1,38 @@
+package main
+
+import (
+	"flag"
+	"log"
+	"os"
+	"os/signal"
+	"syscall"
+
+	"github.com/mudler/LocalAGI/pkg/stdio"
+)
+
+func main() {
+	// Parse command line flags
+	addr := flag.String("addr", ":8080", "HTTP server address")
+	flag.Parse()
+
+	// Create and start the server
+	server := stdio.NewServer()
+
+	// Handle graceful shutdown
+	sigChan := make(chan os.Signal, 1)
+	signal.Notify(sigChan, syscall.SIGINT, syscall.SIGTERM)
+
+	go func() {
+		log.Printf("Starting server on %s", *addr)
+		if err := server.Start(*addr); err != nil {
+			log.Fatalf("Failed to start server: %v", err)
+		}
+	}()
+
+	// Wait for shutdown signal
+	<-sigChan
+	log.Println("Shutting down server...")
+
+	// TODO: Implement graceful shutdown if needed
+	os.Exit(0)
+}

config/wizardlm-13b-1.1.yaml

@@ -1,45 +0,0 @@
-- id: huggingface@TheBloke/WizardLM-13B-V1.1-GGML/wizardlm-13b-v1.1.ggmlv3.q5_K_M.bin
-  name: "gpt-4"
-  overrides: 
-    context_size: 2048
-    mmap: true
-    f16: true
-    mirostat: 2
-    mirostat_tau: 5.0
-    mirostat_eta: 0.1
-    parameters: 
-      temperature: 0.1
-      top_k: 40
-      top_p: 0.95
-- id: model-gallery@stablediffusion
-- id: model-gallery@voice-en-us-kathleen-low
-- url: github:go-skynet/model-gallery/base.yaml
-  name: all-MiniLM-L6-v2
-  overrides:
-    embeddings: true
-    backend: huggingface-embeddings
-    parameters:
-      model: all-MiniLM-L6-v2
-- id: huggingface@TheBloke/WizardLM-13B-V1.1-GGML/wizardlm-13b-v1.1.ggmlv3.q5_K_M.bin
-  name: functions
-  overrides:
-    context_size: 2048
-    mirostat: 2
-    mirostat_tau: 5.0
-    mirostat_eta: 0.1
-    template:
-      chat: ""
-      completion: ""
-    roles:
-      assistant: "ASSISTANT:"
-      system: "SYSTEM:"
-      assistant_function_call: "FUNCTION_CALL:"
-      function: "FUNCTION CALL RESULT:"
-    parameters:
-      temperature: 0.1
-      top_k: 40
-      top_p: 0.95
-    function:
-      disable_no_action: true
-    mmap: true
-    f16: true

config/wizardlm-13b-superhot.yaml

@@ -1,47 +0,0 @@
-- id: huggingface@TheBloke/WizardLM-13B-V1-0-Uncensored-SuperHOT-8K-GGML/wizardlm-13b-v1.0-superhot-8k.ggmlv3.q4_K_M.bin
-  name: "gpt-4"
-  overrides: 
-    context_size: 8192
-    mmap: true
-    f16: true
-    mirostat: 2
-    mirostat_tau: 5.0
-    mirostat_eta: 0.1
-    parameters: 
-      temperature: 0.1
-      top_k: 40
-      top_p: 0.95
-      rope_freq_scale: 0.25
-- id: model-gallery@stablediffusion
-- id: model-gallery@voice-en-us-kathleen-low
-- url: github:go-skynet/model-gallery/base.yaml
-  name: all-MiniLM-L6-v2
-  overrides:
-    embeddings: true
-    backend: huggingface-embeddings
-    parameters:
-      model: all-MiniLM-L6-v2
-- id: huggingface@TheBloke/WizardLM-13B-V1-0-Uncensored-SuperHOT-8K-GGML/wizardlm-13b-v1.0-superhot-8k.ggmlv3.q4_K_M.bin
-  name: functions
-  overrides:
-    context_size: 8192
-    mirostat: 2
-    mirostat_tau: 5.0
-    mirostat_eta: 0.1
-    template:
-      chat: ""
-      completion: ""
-    roles:
-      assistant: "ASSISTANT:"
-      system: "SYSTEM:"
-      assistant_function_call: "FUNCTION_CALL:"
-      function: "FUNCTION CALL RESULT:"
-    parameters:
-      temperature: 0.1
-      top_k: 40
-      top_p: 0.95
-      rope_freq_scale: 0.25
-    function:
-      disable_no_action: true
-    mmap: true
-    f16: true

config/wizardlm-13b.yaml

@@ -1,45 +0,0 @@
-- id: huggingface@thebloke/wizardlm-13b-v1.0-uncensored-ggml/wizardlm-13b-v1.0-uncensored.ggmlv3.q4_k_m.bin
-  name: "gpt-4"
-  overrides: 
-    context_size: 2048
-    mmap: true
-    f16: true
-    mirostat: 2
-    mirostat_tau: 5.0
-    mirostat_eta: 0.1
-    parameters: 
-      temperature: 0.1
-      top_k: 40
-      top_p: 0.95
-- id: model-gallery@stablediffusion
-- id: model-gallery@voice-en-us-kathleen-low
-- url: github:go-skynet/model-gallery/base.yaml
-  name: all-MiniLM-L6-v2
-  overrides:
-    embeddings: true
-    backend: huggingface-embeddings
-    parameters:
-      model: all-MiniLM-L6-v2
-- id: huggingface@thebloke/wizardlm-13b-v1.0-uncensored-ggml/wizardlm-13b-v1.0-uncensored.ggmlv3.q4_0.bin
-  name: functions
-  overrides:
-    context_size: 2048
-    mirostat: 2
-    mirostat_tau: 5.0
-    mirostat_eta: 0.1
-    template:
-      chat: ""
-      completion: ""
-    roles:
-      assistant: "ASSISTANT:"
-      system: "SYSTEM:"
-      assistant_function_call: "FUNCTION_CALL:"
-      function: "FUNCTION CALL RESULT:"
-    parameters:
-      temperature: 0.1
-      top_k: 40
-      top_p: 0.95
-    function:
-      disable_no_action: true
-    mmap: true
-    f16: true

config/wizardlm-30b-superhot-supercot.yaml

@@ -1,47 +0,0 @@
-- id: huggingface@TheBloke/WizardLM-Uncensored-SuperCOT-StoryTelling-30B-SuperHOT-8K-GGML/WizardLM-Uncensored-SuperCOT-StoryTelling-30b-superhot-8k.ggmlv3.q4_0.bin
-  name: "gpt-4"
-  overrides: 
-    context_size: 8192
-    mmap: true
-    f16: true
-    mirostat: 2
-    mirostat_tau: 5.0
-    mirostat_eta: 0.1
-    parameters: 
-      temperature: 0.1
-      top_k: 40
-      top_p: 0.95
-      rope_freq_scale: 0.25
-- id: model-gallery@stablediffusion
-- id: model-gallery@voice-en-us-kathleen-low
-- url: github:go-skynet/model-gallery/base.yaml
-  name: all-MiniLM-L6-v2
-  overrides:
-    embeddings: true
-    backend: huggingface-embeddings
-    parameters:
-      model: all-MiniLM-L6-v2
-- id: huggingface@TheBloke/WizardLM-Uncensored-SuperCOT-StoryTelling-30B-SuperHOT-8K-GGML/WizardLM-Uncensored-SuperCOT-StoryTelling-30b-superhot-8k.ggmlv3.q4_0.bin
-  name: functions
-  overrides:
-    context_size: 8192
-    mirostat: 2
-    mirostat_tau: 5.0
-    mirostat_eta: 0.1
-    template:
-      chat: ""
-      completion: ""
-    roles:
-      assistant: "ASSISTANT:"
-      system: "SYSTEM:"
-      assistant_function_call: "FUNCTION_CALL:"
-      function: "FUNCTION CALL RESULT:"
-    parameters:
-      temperature: 0.1
-      top_k: 40
-      top_p: 0.95
-      rope_freq_scale: 0.25
-    function:
-      disable_no_action: true
-    mmap: true
-    f16: true

config/wizardlm-30b.yaml

@@ -1,46 +0,0 @@
-- id: huggingface@thebloke/wizardlm-30b-uncensored-ggml/wizardlm-30b-uncensored.ggmlv3.q2_k.bin
-  galleryModel:
-    name: "gpt-4"
-  overrides: 
-    context_size: 4096
-    mmap: true
-    f16: true
-    mirostat: 2
-    mirostat_tau: 5.0
-    mirostat_eta: 0.1
-    parameters: 
-      temperature: 0.1
-      top_k: 40
-      top_p: 0.95
-- id: model-gallery@stablediffusion
-- id: model-gallery@voice-en-us-kathleen-low
-- url: github:go-skynet/model-gallery/base.yaml
-  name: all-MiniLM-L6-v2
-  overrides:
-    embeddings: true
-    backend: huggingface-embeddings
-    parameters:
-      model: all-MiniLM-L6-v2
-- id: huggingface@thebloke/wizardlm-30b-uncensored-ggml/wizardlm-30b-uncensored.ggmlv3.q2_k.bin
-  name: functions
-  overrides:
-    context_size: 4096
-    mirostat: 2
-    mirostat_tau: 5.0
-    mirostat_eta: 0.1
-    template:
-      chat: ""
-      completion: ""
-    roles:
-      assistant: "ASSISTANT:"
-      system: "SYSTEM:"
-      assistant_function_call: "FUNCTION_CALL:"
-      function: "FUNCTION CALL RESULT:"
-    parameters:
-      temperature: 0.1
-      top_k: 40
-      top_p: 0.95
-    function:
-      disable_no_action: true
-    mmap: true
-    f16: true

config/wizardlm-7b.yaml

@@ -1,45 +0,0 @@
-- id: huggingface@thebloke/wizardlm-7b-v1.0-uncensored-ggml/wizardlm-7b-v1.0-uncensored.ggmlv3.q4_k_m.bin
-  name: "gpt-4"
-  overrides: 
-    context_size: 2048
-    mmap: true
-    f16: true
-    mirostat: 2
-    mirostat_tau: 5.0
-    mirostat_eta: 0.1
-    parameters: 
-      temperature: 0.1
-      top_k: 40
-      top_p: 0.95
-- id: model-gallery@stablediffusion
-- id: model-gallery@voice-en-us-kathleen-low
-- url: github:go-skynet/model-gallery/base.yaml
-  name: all-MiniLM-L6-v2
-  overrides:
-    embeddings: true
-    backend: huggingface-embeddings
-    parameters:
-      model: all-MiniLM-L6-v2
-- id: huggingface@thebloke/wizardlm-7b-v1.0-uncensored-ggml/wizardlm-7b-v1.0-uncensored.ggmlv3.q4_0.bin
-  name: functions
-  overrides:
-    context_size: 2048
-    mirostat: 2
-    mirostat_tau: 5.0
-    mirostat_eta: 0.1
-    template:
-      chat: ""
-      completion: ""
-    roles:
-      assistant: "ASSISTANT:"
-      system: "SYSTEM:"
-      assistant_function_call: "FUNCTION_CALL:"
-      function: "FUNCTION CALL RESULT:"
-    parameters:
-      temperature: 0.1
-      top_k: 40
-      top_p: 0.95
-    function:
-      disable_no_action: true
-    mmap: true
-    f16: true

core/action/action_suite_test.go

@@ -0,0 +1,13 @@
+package action_test
+
+import (
+	"testing"
+
+	. "github.com/onsi/ginkgo/v2"
+	. "github.com/onsi/gomega"
+)
+
+func TestAction(t *testing.T) {
+	RegisterFailHandler(Fail)
+	RunSpecs(t, "Agent Action test suite")
+}

core/action/custom.go

@@ -0,0 +1,163 @@
+package action
+
+import (
+	"context"
+	"fmt"
+	"strings"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/config"
+	"github.com/mudler/LocalAGI/pkg/xlog"
+	"github.com/sashabaranov/go-openai/jsonschema"
+	"github.com/traefik/yaegi/interp"
+	"github.com/traefik/yaegi/stdlib"
+)
+
+func NewCustom(config map[string]string, goPkgPath string) (*CustomAction, error) {
+	a := &CustomAction{
+		config:    config,
+		goPkgPath: goPkgPath,
+	}
+
+	if err := a.initializeInterpreter(); err != nil {
+		return nil, err
+	}
+
+	if err := a.callInit(); err != nil {
+		xlog.Error("Error calling custom action init", "error", err)
+	}
+
+	return a, nil
+}
+
+type CustomAction struct {
+	config    map[string]string
+	goPkgPath string
+	i         *interp.Interpreter
+}
+
+func (a *CustomAction) callInit() error {
+	if a.i == nil {
+		return nil
+	}
+
+	v, err := a.i.Eval(fmt.Sprintf("%s.Init", a.config["name"]))
+	if err != nil {
+		return err
+	}
+
+	run := v.Interface().(func() error)
+
+	return run()
+}
+
+func (a *CustomAction) initializeInterpreter() error {
+	if _, exists := a.config["code"]; exists && a.i == nil {
+		unsafe := strings.ToLower(a.config["unsafe"]) == "true"
+		i := interp.New(interp.Options{
+			GoPath:       a.goPkgPath,
+			Unrestricted: unsafe,
+		})
+		if err := i.Use(stdlib.Symbols); err != nil {
+			return err
+		}
+
+		if _, exists := a.config["name"]; !exists {
+			a.config["name"] = "custom"
+		}
+
+		_, err := i.Eval(fmt.Sprintf("package %s\n%s", a.config["name"], a.config["code"]))
+		if err != nil {
+			return err
+		}
+
+		a.i = i
+	}
+
+	return nil
+}
+
+func (a *CustomAction) Plannable() bool {
+	return true
+}
+
+func (a *CustomAction) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+	v, err := a.i.Eval(fmt.Sprintf("%s.Run", a.config["name"]))
+	if err != nil {
+		return types.ActionResult{}, err
+	}
+
+	run := v.Interface().(func(map[string]interface{}) (string, map[string]interface{}, error))
+
+	res, meta, err := run(params)
+	return types.ActionResult{Result: res, Metadata: meta}, err
+}
+
+func (a *CustomAction) Definition() types.ActionDefinition {
+
+	v, err := a.i.Eval(fmt.Sprintf("%s.Definition", a.config["name"]))
+	if err != nil {
+		xlog.Error("Error getting custom action definition", "error", err)
+		return types.ActionDefinition{}
+	}
+
+	properties := v.Interface().(func() map[string][]string)
+
+	v, err = a.i.Eval(fmt.Sprintf("%s.RequiredFields", a.config["name"]))
+	if err != nil {
+		xlog.Error("Error getting custom action definition", "error", err)
+		return types.ActionDefinition{}
+	}
+
+	requiredFields := v.Interface().(func() []string)
+
+	prop := map[string]jsonschema.Definition{}
+
+	for k, v := range properties() {
+		if len(v) != 2 {
+			xlog.Error("Invalid property definition", "property", k)
+			continue
+		}
+		prop[k] = jsonschema.Definition{
+			Type:        jsonschema.DataType(v[0]),
+			Description: v[1],
+		}
+	}
+	return types.ActionDefinition{
+		Name:        types.ActionDefinitionName(a.config["name"]),
+		Description: a.config["description"],
+		Properties:  prop,
+		Required:    requiredFields(),
+	}
+}
+
+func CustomConfigMeta() []config.Field {
+	return []config.Field{
+		{
+			Name:     "name",
+			Label:    "Action Name",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "Name of the custom action",
+		},
+		{
+			Name:     "description",
+			Label:    "Description",
+			Type:     config.FieldTypeTextarea,
+			HelpText: "Description of the custom action",
+		},
+		{
+			Name:     "code",
+			Label:    "Code",
+			Type:     config.FieldTypeTextarea,
+			Required: true,
+			HelpText: "Go code for the custom action",
+		},
+		{
+			Name:     "unsafe",
+			Label:    "Unsafe",
+			Type:     config.FieldTypeCheckbox,
+			HelpText: "Allow unsafe code execution",
+		},
+	}
+}

core/action/custom_test.go

@@ -0,0 +1,87 @@
+package action_test
+
+import (
+	"context"
+
+	. "github.com/mudler/LocalAGI/core/action"
+	"github.com/mudler/LocalAGI/core/types"
+	. "github.com/onsi/ginkgo/v2"
+	. "github.com/onsi/gomega"
+
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+var _ = Describe("Agent custom action", func() {
+	Context("custom action", func() {
+		It("initializes correctly", func() {
+
+			testCode := `
+
+import (
+	"encoding/json"
+)
+type Params struct {
+	Foo string
+}
+
+func Run(config map[string]interface{}) (string, map[string]interface{}, error) {
+
+p := Params{}
+b, err := json.Marshal(config)
+	if err != nil {
+		return "",map[string]interface{}{}, err
+	}
+if err := json.Unmarshal(b, &p); err != nil {
+	return "",map[string]interface{}{}, err
+}
+
+return p.Foo,map[string]interface{}{}, nil
+}
+
+func Definition() map[string][]string {
+return map[string][]string{
+	"foo": []string{
+		"string",
+		"The foo value",
+		},
+	}
+}
+
+func RequiredFields() []string {
+return []string{"foo"}
+}
+
+			`
+
+			customAction, err := NewCustom(
+				map[string]string{
+					"code":        testCode,
+					"name":        "test",
+					"description": "A test action",
+				},
+				"",
+			)
+			Expect(err).ToNot(HaveOccurred())
+
+			definition := customAction.Definition()
+			Expect(definition).To(Equal(types.ActionDefinition{
+				Properties: map[string]jsonschema.Definition{
+					"foo": {
+						Type:        jsonschema.String,
+						Description: "The foo value",
+					},
+				},
+				Required:    []string{"foo"},
+				Name:        "test",
+				Description: "A test action",
+			}))
+
+			runResult, err := customAction.Run(context.Background(), types.ActionParams{
+				"Foo": "bar",
+			})
+			Expect(err).ToNot(HaveOccurred())
+			Expect(runResult.Result).To(Equal("bar"))
+
+		})
+	})
+})

core/action/goal.go

@@ -0,0 +1,48 @@
+package action
+
+import (
+	"context"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+// NewGoal creates a new intention action
+// The inention action is special as it tries to identify
+// a tool to use and a reasoning over to use it
+func NewGoal() *GoalAction {
+	return &GoalAction{}
+}
+
+type GoalAction struct {
+}
+type GoalResponse struct {
+	Goal     string `json:"goal"`
+	Achieved bool   `json:"achieved"`
+}
+
+func (a *GoalAction) Run(context.Context, types.ActionParams) (types.ActionResult, error) {
+	return types.ActionResult{}, nil
+}
+
+func (a *GoalAction) Plannable() bool {
+	return false
+}
+
+func (a *GoalAction) Definition() types.ActionDefinition {
+	return types.ActionDefinition{
+		Name:        "goal",
+		Description: "Check if the goal is achieved",
+		Properties: map[string]jsonschema.Definition{
+			"goal": {
+				Type:        jsonschema.String,
+				Description: "The goal to check if it is achieved.",
+			},
+			"achieved": {
+				Type:        jsonschema.Boolean,
+				Description: "Whether the goal is achieved",
+			},
+		},
+		Required: []string{"goal", "achieved"},
+	}
+}

core/action/intention.go

@@ -0,0 +1,50 @@
+package action
+
+import (
+	"context"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+// NewIntention creates a new intention action
+// The inention action is special as it tries to identify
+// a tool to use and a reasoning over to use it
+func NewIntention(s ...string) *IntentAction {
+	return &IntentAction{tools: s}
+}
+
+type IntentAction struct {
+	tools []string
+}
+type IntentResponse struct {
+	Tool      string `json:"tool"`
+	Reasoning string `json:"reasoning"`
+}
+
+func (a *IntentAction) Run(context.Context, types.ActionParams) (types.ActionResult, error) {
+	return types.ActionResult{}, nil
+}
+
+func (a *IntentAction) Plannable() bool {
+	return false
+}
+
+func (a *IntentAction) Definition() types.ActionDefinition {
+	return types.ActionDefinition{
+		Name:        "pick_tool",
+		Description: "Pick a tool",
+		Properties: map[string]jsonschema.Definition{
+			"reasoning": {
+				Type:        jsonschema.String,
+				Description: "A detailed reasoning on why you want to call this tool.",
+			},
+			"tool": {
+				Type:        jsonschema.String,
+				Description: "The tool you want to use",
+				Enum:        a.tools,
+			},
+		},
+		Required: []string{"tool", "reasoning"},
+	}
+}

core/action/newconversation.go

@@ -0,0 +1,42 @@
+package action
+
+import (
+	"context"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+const ConversationActionName = "new_conversation"
+
+func NewConversation() *ConversationAction {
+	return &ConversationAction{}
+}
+
+type ConversationAction struct{}
+
+type ConversationActionResponse struct {
+	Message string `json:"message"`
+}
+
+func (a *ConversationAction) Run(context.Context, types.ActionParams) (types.ActionResult, error) {
+	return types.ActionResult{}, nil
+}
+
+func (a *ConversationAction) Plannable() bool {
+	return false
+}
+
+func (a *ConversationAction) Definition() types.ActionDefinition {
+	return types.ActionDefinition{
+		Name:        ConversationActionName,
+		Description: "Use this tool to initiate a new conversation or to notify something.",
+		Properties: map[string]jsonschema.Definition{
+			"message": {
+				Type:        jsonschema.String,
+				Description: "The message to start the conversation",
+			},
+		},
+		Required: []string{"message"},
+	}
+}

core/action/noreply.go

@@ -0,0 +1,32 @@
+package action
+
+import (
+	"context"
+
+	"github.com/mudler/LocalAGI/core/types"
+)
+
+// StopActionName is the name of the action
+// used by the LLM to stop any further action
+const StopActionName = "stop"
+
+func NewStop() *StopAction {
+	return &StopAction{}
+}
+
+type StopAction struct{}
+
+func (a *StopAction) Run(context.Context, types.ActionParams) (types.ActionResult, error) {
+	return types.ActionResult{}, nil
+}
+
+func (a *StopAction) Plannable() bool {
+	return false
+}
+
+func (a *StopAction) Definition() types.ActionDefinition {
+	return types.ActionDefinition{
+		Name:        StopActionName,
+		Description: "Use this tool to stop any further action and stop the conversation. You must use this when it looks like there is a conclusion to the conversation or the topic diverged too much from the original conversation. For instance if the user offer his help and you already replied with a message, you can use this tool to stop the conversation.",
+	}
+}

core/action/plan.go

@@ -0,0 +1,71 @@
+package action
+
+import (
+	"context"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+// PlanActionName is the name of the plan action
+// used by the LLM to schedule more actions
+const PlanActionName = "plan"
+
+func NewPlan(plannableActions []string) *PlanAction {
+	return &PlanAction{
+		plannables: plannableActions,
+	}
+}
+
+type PlanAction struct {
+	plannables []string
+}
+
+type PlanResult struct {
+	Subtasks []PlanSubtask `json:"subtasks"`
+	Goal     string        `json:"goal"`
+}
+type PlanSubtask struct {
+	Action    string `json:"action"`
+	Reasoning string `json:"reasoning"`
+}
+
+func (a *PlanAction) Run(context.Context, types.ActionParams) (types.ActionResult, error) {
+	return types.ActionResult{}, nil
+}
+
+func (a *PlanAction) Plannable() bool {
+	return false
+}
+
+func (a *PlanAction) Definition() types.ActionDefinition {
+	return types.ActionDefinition{
+		Name:        PlanActionName,
+		Description: "Use it for situations that involves doing more actions in sequence.",
+		Properties: map[string]jsonschema.Definition{
+			"subtasks": {
+				Type:        jsonschema.Array,
+				Description: "The subtasks to be executed",
+				Items: &jsonschema.Definition{
+					Type: jsonschema.Object,
+					Properties: map[string]jsonschema.Definition{
+						"action": {
+							Type:        jsonschema.String,
+							Description: "The action to call",
+							Enum:        a.plannables,
+						},
+						"reasoning": {
+							Type:        jsonschema.String,
+							Description: "The reasoning for calling this action",
+						},
+					},
+				},
+			},
+			"goal": {
+				Type:        jsonschema.String,
+				Description: "The goal of this plan",
+			},
+		},
+		Required: []string{"subtasks", "goal"},
+	}
+}

core/action/reasoning.go

@@ -0,0 +1,43 @@
+package action
+
+import (
+	"context"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+// NewReasoning creates a new reasoning action
+// The reasoning action is special as it tries to force the LLM
+// to think about what to do next
+func NewReasoning() *ReasoningAction {
+	return &ReasoningAction{}
+}
+
+type ReasoningAction struct{}
+
+type ReasoningResponse struct {
+	Reasoning string `json:"reasoning"`
+}
+
+func (a *ReasoningAction) Run(context.Context, types.ActionParams) (types.ActionResult, error) {
+	return types.ActionResult{}, nil
+}
+
+func (a *ReasoningAction) Plannable() bool {
+	return false
+}
+
+func (a *ReasoningAction) Definition() types.ActionDefinition {
+	return types.ActionDefinition{
+		Name:        "pick_action",
+		Description: "try to understand what's the best thing to do and pick an action with a reasoning",
+		Properties: map[string]jsonschema.Definition{
+			"reasoning": {
+				Type:        jsonschema.String,
+				Description: "A detailed reasoning on what would you do in this situation.",
+			},
+		},
+		Required: []string{"reasoning"},
+	}
+}

core/action/reply.go

@@ -0,0 +1,45 @@
+package action
+
+import (
+	"context"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+// ReplyActionName is the name of the reply action
+// used by the LLM to reply to the user without
+// any additional processing
+const ReplyActionName = "reply"
+
+func NewReply() *ReplyAction {
+	return &ReplyAction{}
+}
+
+type ReplyAction struct{}
+
+type ReplyResponse struct {
+	Message string `json:"message"`
+}
+
+func (a *ReplyAction) Run(context.Context, types.ActionParams) (string, error) {
+	return "no-op", nil
+}
+
+func (a *ReplyAction) Plannable() bool {
+	return false
+}
+
+func (a *ReplyAction) Definition() types.ActionDefinition {
+	return types.ActionDefinition{
+		Name:        ReplyActionName,
+		Description: "Use this tool to reply to the user once we have all the informations we need.",
+		Properties: map[string]jsonschema.Definition{
+			"message": {
+				Type:        jsonschema.String,
+				Description: "The message to reply with",
+			},
+		},
+		Required: []string{"message"},
+	}
+}

core/action/state.go

@@ -0,0 +1,59 @@
+package action
+
+import (
+	"context"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+const StateActionName = "update_state"
+
+func NewState() *StateAction {
+	return &StateAction{}
+}
+
+type StateAction struct{}
+
+func (a *StateAction) Run(context.Context, types.ActionParams) (types.ActionResult, error) {
+	return types.ActionResult{Result: "internal state has been updated"}, nil
+}
+
+func (a *StateAction) Plannable() bool {
+	return false
+}
+
+func (a *StateAction) Definition() types.ActionDefinition {
+	return types.ActionDefinition{
+		Name:        StateActionName,
+		Description: "update the agent state (short memory) with the current state of the conversation.",
+		Properties: map[string]jsonschema.Definition{
+			"goal": {
+				Type:        jsonschema.String,
+				Description: "The current goal of the agent.",
+			},
+			"doing_next": {
+				Type:        jsonschema.String,
+				Description: "The next action the agent will do.",
+			},
+			"done_history": {
+				Type: jsonschema.Array,
+				Items: &jsonschema.Definition{
+					Type: jsonschema.String,
+				},
+				Description: "A list of actions that the agent has done.",
+			},
+			"now_doing": {
+				Type:        jsonschema.String,
+				Description: "The current action the agent is doing.",
+			},
+			"memories": {
+				Type: jsonschema.Array,
+				Items: &jsonschema.Definition{
+					Type: jsonschema.String,
+				},
+				Description: "A list of memories to keep between conversations.",
+			},
+		},
+	}
+}

core/agent/actions.go

@@ -0,0 +1,563 @@
+package agent
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"os"
+
+	"github.com/mudler/LocalAGI/core/action"
+	"github.com/mudler/LocalAGI/core/types"
+
+	"github.com/mudler/LocalAGI/pkg/xlog"
+
+	"github.com/sashabaranov/go-openai"
+)
+
+type decisionResult struct {
+	actionParams types.ActionParams
+	message      string
+	actioName    string
+}
+
+// decision forces the agent to take one of the available actions
+func (a *Agent) decision(
+	job *types.Job,
+	conversation []openai.ChatCompletionMessage,
+	tools []openai.Tool, toolchoice string, maxRetries int) (*decisionResult, error) {
+
+	var choice *openai.ToolChoice
+
+	if toolchoice != "" {
+		choice = &openai.ToolChoice{
+			Type:     openai.ToolTypeFunction,
+			Function: openai.ToolFunction{Name: toolchoice},
+		}
+	}
+
+	decision := openai.ChatCompletionRequest{
+		Model:    a.options.LLMAPI.Model,
+		Messages: conversation,
+		Tools:    tools,
+	}
+
+	if choice != nil {
+		decision.ToolChoice = *choice
+	}
+
+	var obs *types.Observable
+	if job.Obs != nil {
+		obs = a.observer.NewObservable()
+		obs.Name = "decision"
+		obs.ParentID = job.Obs.ID
+		obs.Icon = "brain"
+		obs.Creation = &types.Creation{
+			ChatCompletionRequest: &decision,
+		}
+		a.observer.Update(*obs)
+	}
+
+	var lastErr error
+	for attempts := 0; attempts < maxRetries; attempts++ {
+		resp, err := a.client.CreateChatCompletion(job.GetContext(), decision)
+		if err != nil {
+			lastErr = err
+			xlog.Warn("Attempt to make a decision failed", "attempt", attempts+1, "error", err)
+
+			if obs != nil {
+				obs.Progress = append(obs.Progress, types.Progress{
+					Error: err.Error(),
+				})
+				a.observer.Update(*obs)
+			}
+
+			continue
+		}
+
+		jsonResp, _ := json.Marshal(resp)
+		xlog.Debug("Decision response", "response", string(jsonResp))
+
+		if obs != nil {
+			obs.AddProgress(types.Progress{
+				ChatCompletionResponse: &resp,
+			})
+		}
+
+		if len(resp.Choices) != 1 {
+			lastErr = fmt.Errorf("no choices: %d", len(resp.Choices))
+			xlog.Warn("Attempt to make a decision failed", "attempt", attempts+1, "error", lastErr)
+
+			if obs != nil {
+				obs.Progress[len(obs.Progress)-1].Error = lastErr.Error()
+				a.observer.Update(*obs)
+			}
+
+			continue
+		}
+
+		msg := resp.Choices[0].Message
+		if len(msg.ToolCalls) != 1 {
+			if err := a.saveConversation(append(conversation, msg), "decision"); err != nil {
+				xlog.Error("Error saving conversation", "error", err)
+			}
+
+			if obs != nil {
+				obs.MakeLastProgressCompletion()
+				a.observer.Update(*obs)
+			}
+
+			return &decisionResult{message: msg.Content}, nil
+		}
+
+		params := types.ActionParams{}
+		if err := params.Read(msg.ToolCalls[0].Function.Arguments); err != nil {
+			lastErr = err
+			xlog.Warn("Attempt to parse action parameters failed", "attempt", attempts+1, "error", err)
+
+			if obs != nil {
+				obs.Progress[len(obs.Progress)-1].Error = lastErr.Error()
+				a.observer.Update(*obs)
+			}
+
+			continue
+		}
+
+		if err := a.saveConversation(append(conversation, msg), "decision"); err != nil {
+			xlog.Error("Error saving conversation", "error", err)
+		}
+
+		if obs != nil {
+			obs.MakeLastProgressCompletion()
+			a.observer.Update(*obs)
+		}
+
+		return &decisionResult{actionParams: params, actioName: msg.ToolCalls[0].Function.Name, message: msg.Content}, nil
+	}
+
+	return nil, fmt.Errorf("failed to make a decision after %d attempts: %w", maxRetries, lastErr)
+}
+
+type Messages []openai.ChatCompletionMessage
+
+func (m Messages) ToOpenAI() []openai.ChatCompletionMessage {
+	return []openai.ChatCompletionMessage(m)
+}
+
+func (m Messages) RemoveIf(f func(msg openai.ChatCompletionMessage) bool) Messages {
+	for i := len(m) - 1; i >= 0; i-- {
+		if f(m[i]) {
+			m = append(m[:i], m[i+1:]...)
+		}
+	}
+	return m
+}
+
+func (m Messages) String() string {
+	s := ""
+	for _, cc := range m {
+		s += cc.Role + ": " + cc.Content + "\n"
+	}
+	return s
+}
+
+func (m Messages) Exist(content string) bool {
+	for _, cc := range m {
+		if cc.Content == content {
+			return true
+		}
+	}
+	return false
+}
+
+func (m Messages) RemoveLastUserMessage() Messages {
+	if len(m) == 0 {
+		return m
+	}
+
+	for i := len(m) - 1; i >= 0; i-- {
+		if m[i].Role == UserRole {
+			return append(m[:i], m[i+1:]...)
+		}
+	}
+
+	return m
+}
+
+func (m Messages) Save(path string) error {
+	content, err := json.MarshalIndent(m, "", "  ")
+	if err != nil {
+		return err
+	}
+
+	f, err := os.Create(path)
+	if err != nil {
+		return err
+	}
+
+	defer f.Close()
+
+	if _, err := f.Write(content); err != nil {
+		return err
+	}
+
+	return nil
+}
+
+func (m Messages) GetLatestUserMessage() *openai.ChatCompletionMessage {
+	for i := len(m) - 1; i >= 0; i-- {
+		msg := m[i]
+		if msg.Role == UserRole {
+			return &msg
+		}
+	}
+
+	return nil
+}
+
+func (m Messages) IsLastMessageFromRole(role string) bool {
+	if len(m) == 0 {
+		return false
+	}
+
+	return m[len(m)-1].Role == role
+}
+
+func (a *Agent) generateParameters(job *types.Job, pickTemplate string, act types.Action, c []openai.ChatCompletionMessage, reasoning string, maxAttempts int) (*decisionResult, error) {
+	stateHUD, err := renderTemplate(pickTemplate, a.prepareHUD(), a.availableActions(), reasoning)
+	if err != nil {
+		return nil, err
+	}
+
+	conversation := c
+	if !Messages(c).Exist(stateHUD) && a.options.enableHUD {
+		conversation = append([]openai.ChatCompletionMessage{
+			{
+				Role:    "system",
+				Content: stateHUD,
+			},
+		}, conversation...)
+	}
+
+	cc := conversation
+	if a.options.forceReasoning {
+		cc = append(conversation, openai.ChatCompletionMessage{
+			Role:    "system",
+			Content: fmt.Sprintf("The agent decided to use the tool %s with the following reasoning: %s", act.Definition().Name, reasoning),
+		})
+	}
+
+	var result *decisionResult
+	var attemptErr error
+
+	for attempts := 0; attempts < maxAttempts; attempts++ {
+		result, attemptErr = a.decision(job,
+			cc,
+			a.availableActions().ToTools(),
+			act.Definition().Name.String(),
+			maxAttempts,
+		)
+		if attemptErr == nil && result.actionParams != nil {
+			return result, nil
+		}
+		xlog.Warn("Attempt to generate parameters failed", "attempt", attempts+1, "error", attemptErr)
+	}
+
+	return nil, fmt.Errorf("failed to generate parameters after %d attempts: %w", maxAttempts, attemptErr)
+}
+
+func (a *Agent) handlePlanning(ctx context.Context, job *types.Job, chosenAction types.Action, actionParams types.ActionParams, reasoning string, pickTemplate string, conv Messages) (Messages, error) {
+	// Planning: run all the actions in sequence
+	if !chosenAction.Definition().Name.Is(action.PlanActionName) {
+		xlog.Debug("no plan action")
+		return conv, nil
+	}
+
+	xlog.Debug("[planning]...")
+	planResult := action.PlanResult{}
+	if err := actionParams.Unmarshal(&planResult); err != nil {
+		return conv, fmt.Errorf("error unmarshalling plan result: %w", err)
+	}
+
+	stateResult := types.ActionState{
+		ActionCurrentState: types.ActionCurrentState{
+			Job:       job,
+			Action:    chosenAction,
+			Params:    actionParams,
+			Reasoning: reasoning,
+		},
+		ActionResult: types.ActionResult{
+			Result: fmt.Sprintf("planning %s, subtasks: %+v", planResult.Goal, planResult.Subtasks),
+		},
+	}
+	job.Result.SetResult(stateResult)
+	job.CallbackWithResult(stateResult)
+
+	xlog.Info("[Planning] starts", "agent", a.Character.Name, "goal", planResult.Goal)
+	for _, s := range planResult.Subtasks {
+		xlog.Info("[Planning] subtask", "agent", a.Character.Name, "action", s.Action, "reasoning", s.Reasoning)
+	}
+
+	if len(planResult.Subtasks) == 0 {
+		return conv, fmt.Errorf("no subtasks")
+	}
+
+	// Execute all subtasks in sequence
+	for _, subtask := range planResult.Subtasks {
+		xlog.Info("[subtask] Generating parameters",
+			"agent", a.Character.Name,
+			"action", subtask.Action,
+			"reasoning", reasoning,
+		)
+
+		subTaskAction := a.availableActions().Find(subtask.Action)
+		subTaskReasoning := fmt.Sprintf("%s Overall goal is: %s", subtask.Reasoning, planResult.Goal)
+
+		params, err := a.generateParameters(job, pickTemplate, subTaskAction, conv, subTaskReasoning, maxRetries)
+		if err != nil {
+			xlog.Error("error generating action's parameters", "error", err)
+			return conv, fmt.Errorf("error generating action's parameters: %w", err)
+
+		}
+		actionParams = params.actionParams
+
+		if !job.Callback(types.ActionCurrentState{
+			Job:       job,
+			Action:    subTaskAction,
+			Params:    actionParams,
+			Reasoning: subTaskReasoning,
+		}) {
+			job.Result.SetResult(types.ActionState{
+				ActionCurrentState: types.ActionCurrentState{
+					Job:       job,
+					Action:    chosenAction,
+					Params:    actionParams,
+					Reasoning: subTaskReasoning,
+				},
+				ActionResult: types.ActionResult{
+					Result: "stopped by callback",
+				},
+			})
+			job.Result.Conversation = conv
+			job.Result.Finish(nil)
+			break
+		}
+
+		result, err := a.runAction(job, subTaskAction, actionParams)
+		if err != nil {
+			xlog.Error("error running action", "error", err)
+			return conv, fmt.Errorf("error running action: %w", err)
+		}
+
+		stateResult := types.ActionState{
+			ActionCurrentState: types.ActionCurrentState{
+				Job:       job,
+				Action:    subTaskAction,
+				Params:    actionParams,
+				Reasoning: subTaskReasoning,
+			},
+			ActionResult: result,
+		}
+		job.Result.SetResult(stateResult)
+		job.CallbackWithResult(stateResult)
+		xlog.Debug("[subtask] Action executed", "agent", a.Character.Name, "action", subTaskAction.Definition().Name, "result", result)
+		conv = a.addFunctionResultToConversation(subTaskAction, actionParams, result, conv)
+	}
+
+	return conv, nil
+}
+
+func (a *Agent) availableActions() types.Actions {
+	//	defaultActions := append(a.options.userActions, action.NewReply())
+
+	addPlanAction := func(actions types.Actions) types.Actions {
+		if !a.options.canPlan {
+			return actions
+		}
+		plannablesActions := []string{}
+		for _, a := range actions {
+			if a.Plannable() {
+				plannablesActions = append(plannablesActions, a.Definition().Name.String())
+			}
+		}
+		planAction := action.NewPlan(plannablesActions)
+		actions = append(actions, planAction)
+		return actions
+	}
+
+	defaultActions := append(a.mcpActions, a.options.userActions...)
+
+	if a.options.initiateConversations && a.selfEvaluationInProgress { // && self-evaluation..
+		acts := append(defaultActions, action.NewConversation())
+		if a.options.enableHUD {
+			acts = append(acts, action.NewState())
+		}
+		//if a.options.canStopItself {
+		//		acts = append(acts, action.NewStop())
+		//	}
+
+		return addPlanAction(acts)
+	}
+
+	if a.options.canStopItself {
+		acts := append(defaultActions, action.NewStop())
+		if a.options.enableHUD {
+			acts = append(acts, action.NewState())
+		}
+		return addPlanAction(acts)
+	}
+
+	if a.options.enableHUD {
+		return addPlanAction(append(defaultActions, action.NewState()))
+	}
+
+	return addPlanAction(defaultActions)
+}
+
+func (a *Agent) prepareHUD() (promptHUD *PromptHUD) {
+	if !a.options.enableHUD {
+		return nil
+	}
+
+	return &PromptHUD{
+		Character:     a.Character,
+		CurrentState:  *a.currentState,
+		PermanentGoal: a.options.permanentGoal,
+		ShowCharacter: a.options.showCharacter,
+	}
+}
+
+// pickAction picks an action based on the conversation
+func (a *Agent) pickAction(job *types.Job, templ string, messages []openai.ChatCompletionMessage, maxRetries int) (types.Action, types.ActionParams, string, error) {
+	c := messages
+
+	xlog.Debug("[pickAction] picking action starts", "messages", messages)
+
+	// Identify the goal of this conversation
+
+	if !a.options.forceReasoning {
+		xlog.Debug("not forcing reasoning")
+		// We also could avoid to use functions here and get just a reply from the LLM
+		// and then use the reply to get the action
+		thought, err := a.decision(job,
+			messages,
+			a.availableActions().ToTools(),
+			"",
+			maxRetries)
+		if err != nil {
+			return nil, nil, "", err
+		}
+
+		xlog.Debug(fmt.Sprintf("thought action Name: %v", thought.actioName))
+		xlog.Debug(fmt.Sprintf("thought message: %v", thought.message))
+
+		// Find the action
+		chosenAction := a.availableActions().Find(thought.actioName)
+		if chosenAction == nil || thought.actioName == "" {
+			xlog.Debug("no answer")
+
+			// LLM replied with an answer?
+			//fmt.Errorf("no action found for intent:" + thought.actioName)
+			return nil, nil, thought.message, nil
+		}
+		xlog.Debug(fmt.Sprintf("chosenAction: %v", chosenAction.Definition().Name))
+		return chosenAction, thought.actionParams, thought.message, nil
+	}
+
+	xlog.Debug("[pickAction] forcing reasoning")
+
+	prompt, err := renderTemplate(templ, a.prepareHUD(), a.availableActions(), "")
+	if err != nil {
+		return nil, nil, "", err
+	}
+	// Get the LLM to think on what to do
+	// and have a thought
+	if !Messages(c).Exist(prompt) {
+		c = append([]openai.ChatCompletionMessage{
+			{
+				Role:    "system",
+				Content: prompt,
+			},
+		}, c...)
+	}
+
+	thought, err := a.decision(job,
+		c,
+		types.Actions{action.NewReasoning()}.ToTools(),
+		action.NewReasoning().Definition().Name.String(), maxRetries)
+	if err != nil {
+		return nil, nil, "", err
+	}
+	originalReasoning := ""
+	response := &action.ReasoningResponse{}
+	if thought.actionParams != nil {
+		if err := thought.actionParams.Unmarshal(response); err != nil {
+			return nil, nil, "", err
+		}
+		originalReasoning = response.Reasoning
+	}
+	if thought.message != "" {
+		originalReasoning = thought.message
+	}
+
+	xlog.Debug("[pickAction] picking action", "messages", c)
+	// thought, err := a.askLLM(ctx,
+	// 	c,
+
+	actionsID := []string{"reply"}
+	for _, m := range a.availableActions() {
+		actionsID = append(actionsID, m.Definition().Name.String())
+	}
+
+	xlog.Debug("[pickAction] actionsID", "actionsID", actionsID)
+
+	intentionsTools := action.NewIntention(actionsID...)
+	// TODO: FORCE to select ana ction here
+	// NOTE: we do not give the full conversation here to pick the action
+	// to avoid hallucinations
+
+	// Extract an action
+	params, err := a.decision(job,
+		append(c, openai.ChatCompletionMessage{
+			Role:    "system",
+			Content: "Pick the relevant action given the following reasoning: " + originalReasoning,
+		}),
+		types.Actions{intentionsTools}.ToTools(),
+		intentionsTools.Definition().Name.String(), maxRetries)
+	if err != nil {
+		return nil, nil, "", fmt.Errorf("failed to get the action tool parameters: %v", err)
+	}
+
+	if params.actionParams == nil {
+		xlog.Debug("[pickAction] no action params found")
+		return nil, nil, params.message, nil
+	}
+
+	actionChoice := action.IntentResponse{}
+	err = params.actionParams.Unmarshal(&actionChoice)
+	if err != nil {
+		return nil, nil, "", err
+	}
+
+	if actionChoice.Tool == "" || actionChoice.Tool == "reply" {
+		xlog.Debug("[pickAction] no action found, replying")
+		return nil, nil, "", nil
+	}
+
+	chosenAction := a.availableActions().Find(actionChoice.Tool)
+
+	xlog.Debug("[pickAction] chosenAction", "chosenAction", chosenAction, "actionName", actionChoice.Tool)
+
+	// // Let's double check if the action is correct by asking the LLM to judge it
+
+	// if chosenAction!= nil {
+	// 	promptString:= "Given the following goal and thoughts, is the action correct? \n\n"
+	// 	promptString+= fmt.Sprintf("Goal: %s\n", goalResponse.Goal)
+	// 	promptString+= fmt.Sprintf("Thoughts: %s\n", originalReasoning)
+	// 	promptString+= fmt.Sprintf("Action: %s\n", chosenAction.Definition().Name.String())
+	// 	promptString+= fmt.Sprintf("Action description: %s\n", chosenAction.Definition().Description)
+	// 	promptString+= fmt.Sprintf("Action parameters: %s\n", params.actionParams)
+
+	// }
+
+	return chosenAction, nil, originalReasoning, nil
+}

core/agent/agent_suite_test.go

@@ -0,0 +1,27 @@
+package agent_test
+
+import (
+	"os"
+	"testing"
+
+	. "github.com/onsi/ginkgo/v2"
+	. "github.com/onsi/gomega"
+)
+
+func TestAgent(t *testing.T) {
+	RegisterFailHandler(Fail)
+	RunSpecs(t, "Agent test suite")
+}
+
+var testModel = os.Getenv("LOCALAGI_MODEL")
+var apiURL = os.Getenv("LOCALAI_API_URL")
+var apiKeyURL = os.Getenv("LOCALAI_API_KEY")
+
+func init() {
+	if testModel == "" {
+		testModel = "hermes-2-pro-mistral"
+	}
+	if apiURL == "" {
+		apiURL = "http://192.168.68.113:8080"
+	}
+}

core/agent/agent_test.go

@@ -0,0 +1,356 @@
+package agent_test
+
+import (
+	"context"
+	"fmt"
+	"net/http"
+	"strings"
+	"sync"
+
+	"github.com/mudler/LocalAGI/pkg/xlog"
+	"github.com/mudler/LocalAGI/services/actions"
+
+	. "github.com/mudler/LocalAGI/core/agent"
+	"github.com/mudler/LocalAGI/core/types"
+	. "github.com/onsi/ginkgo/v2"
+	. "github.com/onsi/gomega"
+	"github.com/sashabaranov/go-openai"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+const testActionResult = "In Boston it's 30C today, it's sunny, and humidity is at 98%"
+const testActionResult2 = "In milan it's very hot today, it is 45C and the humidity is at 200%"
+const testActionResult3 = "In paris it's very cold today, it is 2C and the humidity is at 10%"
+
+var _ types.Action = &TestAction{}
+
+var debugOptions = []types.JobOption{
+	types.WithReasoningCallback(func(state types.ActionCurrentState) bool {
+		xlog.Info("Reasoning", state)
+		return true
+	}),
+	types.WithResultCallback(func(state types.ActionState) {
+		xlog.Info("Reasoning", state.Reasoning)
+		xlog.Info("Action", state.Action)
+		xlog.Info("Result", state.Result)
+	}),
+}
+
+type TestAction struct {
+	response map[string]string
+}
+
+func (a *TestAction) Plannable() bool {
+	return true
+}
+
+func (a *TestAction) Run(c context.Context, p types.ActionParams) (types.ActionResult, error) {
+	for k, r := range a.response {
+		if strings.Contains(strings.ToLower(p.String()), strings.ToLower(k)) {
+			return types.ActionResult{Result: r}, nil
+		}
+	}
+
+	return types.ActionResult{Result: "No match"}, nil
+}
+
+func (a *TestAction) Definition() types.ActionDefinition {
+	return types.ActionDefinition{
+		Name:        "get_weather",
+		Description: "get current weather",
+		Properties: map[string]jsonschema.Definition{
+			"location": {
+				Type:        jsonschema.String,
+				Description: "The city and state, e.g. San Francisco, CA",
+			},
+			"unit": {
+				Type: jsonschema.String,
+				Enum: []string{"celsius", "fahrenheit"},
+			},
+		},
+
+		Required: []string{"location"},
+	}
+}
+
+type FakeStoreResultAction struct {
+	TestAction
+}
+
+func (a *FakeStoreResultAction) Definition() types.ActionDefinition {
+	return types.ActionDefinition{
+		Name:        "store_results",
+		Description: "store results permanently. Use this tool after you have a result you want to keep.",
+		Properties: map[string]jsonschema.Definition{
+			"term": {
+				Type:        jsonschema.String,
+				Description: "What to store permanently",
+			},
+		},
+
+		Required: []string{"term"},
+	}
+}
+
+type FakeInternetAction struct {
+	TestAction
+}
+
+func (a *FakeInternetAction) Definition() types.ActionDefinition {
+	return types.ActionDefinition{
+		Name:        "search_internet",
+		Description: "search on internet",
+		Properties: map[string]jsonschema.Definition{
+			"term": {
+				Type:        jsonschema.String,
+				Description: "What to search for",
+			},
+		},
+
+		Required: []string{"term"},
+	}
+}
+
+var _ = Describe("Agent test", func() {
+	Context("jobs", func() {
+
+		BeforeEach(func() {
+			Eventually(func() error {
+				// test apiURL is working and available
+				_, err := http.Get(apiURL + "/readyz")
+				return err
+			}, "10m", "10s").ShouldNot(HaveOccurred())
+		})
+
+		It("pick the correct action", func() {
+			agent, err := New(
+				WithLLMAPIURL(apiURL),
+				WithModel(testModel),
+				EnableForceReasoning,
+				WithTimeout("10m"),
+				WithLoopDetectionSteps(3),
+				//	WithRandomIdentity(),
+				WithActions(&TestAction{response: map[string]string{
+					"boston": testActionResult,
+					"milan":  testActionResult2,
+					"paris":  testActionResult3,
+				}}),
+			)
+			Expect(err).ToNot(HaveOccurred())
+			go agent.Run()
+			defer agent.Stop()
+
+			res := agent.Ask(
+				append(debugOptions,
+					types.WithText("what's the weather in Boston and Milano? Use celsius units"),
+				)...,
+			)
+			Expect(res.Error).ToNot(HaveOccurred())
+			reasons := []string{}
+			for _, r := range res.State {
+
+				reasons = append(reasons, r.Result)
+			}
+			Expect(reasons).To(ContainElement(testActionResult), fmt.Sprint(res))
+			Expect(reasons).To(ContainElement(testActionResult2), fmt.Sprint(res))
+			reasons = []string{}
+
+			res = agent.Ask(
+				append(debugOptions,
+					types.WithText("Now I want to know the weather in Paris, always use celsius units"),
+				)...)
+			for _, r := range res.State {
+
+				reasons = append(reasons, r.Result)
+			}
+			//Expect(reasons).ToNot(ContainElement(testActionResult), fmt.Sprint(res))
+			//Expect(reasons).ToNot(ContainElement(testActionResult2), fmt.Sprint(res))
+			Expect(reasons).To(ContainElement(testActionResult3), fmt.Sprint(res))
+			// conversation := agent.CurrentConversation()
+			// for _, r := range res.State {
+			// 	reasons = append(reasons, r.Result)
+			// }
+			//			Expect(len(conversation)).To(Equal(10), fmt.Sprint(conversation))
+		})
+		It("pick the correct action", func() {
+			agent, err := New(
+				WithLLMAPIURL(apiURL),
+				WithModel(testModel),
+				WithTimeout("10m"),
+				//	WithRandomIdentity(),
+				WithActions(&TestAction{response: map[string]string{
+					"boston": testActionResult,
+				},
+				}),
+			)
+			Expect(err).ToNot(HaveOccurred())
+			go agent.Run()
+			defer agent.Stop()
+			res := agent.Ask(
+				append(debugOptions,
+					types.WithText("can you get the weather in boston? Use celsius units"))...,
+			)
+			reasons := []string{}
+			for _, r := range res.State {
+				reasons = append(reasons, r.Result)
+			}
+			Expect(reasons).To(ContainElement(testActionResult), fmt.Sprint(res))
+		})
+
+		It("updates the state with internal actions", func() {
+			agent, err := New(
+				WithLLMAPIURL(apiURL),
+				WithModel(testModel),
+				WithTimeout("10m"),
+				EnableHUD,
+				//	EnableStandaloneJob,
+				//	WithRandomIdentity(),
+				WithPermanentGoal("I want to learn to play music"),
+			)
+			Expect(err).ToNot(HaveOccurred())
+			go agent.Run()
+			defer agent.Stop()
+
+			result := agent.Ask(
+				types.WithText("Update your goals such as you want to learn to play the guitar"),
+			)
+			fmt.Printf("%+v\n", result)
+			Expect(result.Error).ToNot(HaveOccurred())
+			Expect(agent.State().Goal).To(ContainSubstring("guitar"), fmt.Sprint(agent.State()))
+		})
+
+		It("Can generate a plan", func() {
+			agent, err := New(
+				WithLLMAPIURL(apiURL),
+				WithModel(testModel),
+				WithLLMAPIKey(apiKeyURL),
+				WithTimeout("10m"),
+				WithActions(
+					&TestAction{response: map[string]string{
+						"boston": testActionResult,
+						"milan":  testActionResult2,
+					}},
+				),
+				EnablePlanning,
+				EnableForceReasoning,
+				//	EnableStandaloneJob,
+				//	WithRandomIdentity(),
+			)
+			Expect(err).ToNot(HaveOccurred())
+			go agent.Run()
+			defer agent.Stop()
+
+			result := agent.Ask(
+				types.WithText("Use the plan tool to do two actions in sequence: search for the weather in boston and search for the weather in milan"),
+			)
+			Expect(len(result.State)).To(BeNumerically(">", 1))
+
+			actionsExecuted := []string{}
+			actionResults := []string{}
+			for _, r := range result.State {
+				xlog.Info(r.Result)
+				actionsExecuted = append(actionsExecuted, r.Action.Definition().Name.String())
+				actionResults = append(actionResults, r.ActionResult.Result)
+			}
+			Expect(actionsExecuted).To(ContainElement("get_weather"), fmt.Sprint(result))
+			Expect(actionsExecuted).To(ContainElement("plan"), fmt.Sprint(result))
+			Expect(actionResults).To(ContainElement(testActionResult), fmt.Sprint(result))
+			Expect(actionResults).To(ContainElement(testActionResult2), fmt.Sprint(result))
+		})
+
+		It("Can initiate conversations", func() {
+
+			message := openai.ChatCompletionMessage{}
+			mu := &sync.Mutex{}
+			agent, err := New(
+				WithLLMAPIURL(apiURL),
+				WithModel(testModel),
+				WithLLMAPIKey(apiKeyURL),
+				WithTimeout("10m"),
+				WithNewConversationSubscriber(func(m openai.ChatCompletionMessage) {
+					mu.Lock()
+					message = m
+					mu.Unlock()
+				}),
+				WithActions(
+					actions.NewSearch(map[string]string{}),
+				),
+				EnablePlanning,
+				EnableForceReasoning,
+				EnableInitiateConversations,
+				EnableStandaloneJob,
+				EnableHUD,
+				WithPeriodicRuns("1s"),
+				WithPermanentGoal("use the new_conversation tool to initiate a conversation with the user"),
+				//	EnableStandaloneJob,
+				//	WithRandomIdentity(),
+			)
+			Expect(err).ToNot(HaveOccurred())
+			go agent.Run()
+			defer agent.Stop()
+
+			Eventually(func() string {
+				mu.Lock()
+				defer mu.Unlock()
+				return message.Content
+			}, "10m", "10s").ShouldNot(BeEmpty())
+		})
+
+		/*
+			It("it automatically performs things in the background", func() {
+				agent, err := New(
+					WithLLMAPIURL(apiURL),
+					WithModel(testModel),
+					EnableHUD,
+					EnableStandaloneJob,
+					WithAgentReasoningCallback(func(state ActionCurrentState) bool {
+						xlog.Info("Reasoning", state)
+						return true
+					}),
+					WithAgentResultCallback(func(state ActionState) {
+						xlog.Info("Reasoning", state.Reasoning)
+						xlog.Info("Action", state.Action)
+						xlog.Info("Result", state.Result)
+					}),
+					WithActions(
+						&FakeInternetAction{
+							TestAction{
+								response:
+								map[string]string{
+									"italy": "The weather in italy is sunny",
+								}
+							},
+						},
+						&FakeStoreResultAction{
+							TestAction{
+								response: []string{
+									"Result permanently stored",
+								},
+							},
+						},
+					),
+					//WithRandomIdentity(),
+					WithPermanentGoal("get the weather of all the cities in italy and store the results"),
+				)
+				Expect(err).ToNot(HaveOccurred())
+				go agent.Run()
+				defer agent.Stop()
+				Eventually(func() string {
+
+					return agent.State().Goal
+				}, "10m", "10s").Should(ContainSubstring("weather"), fmt.Sprint(agent.State()))
+
+				Eventually(func() string {
+					return agent.State().String()
+				}, "10m", "10s").Should(ContainSubstring("store"), fmt.Sprint(agent.State()))
+
+				// result := agent.Ask(
+				// 	WithText("Update your goals such as you want to learn to play the guitar"),
+				// )
+				// fmt.Printf("%+v\n", result)
+				// Expect(result.Error).ToNot(HaveOccurred())
+				// Expect(agent.State().Goal).To(ContainSubstring("guitar"), fmt.Sprint(agent.State()))
+			})
+		*/
+	})
+})

core/agent/identity.go

@@ -0,0 +1,53 @@
+package agent
+
+import (
+	"fmt"
+	"os"
+
+	"github.com/mudler/LocalAGI/pkg/llm"
+)
+
+func (a *Agent) generateIdentity(guidance string) error {
+	if guidance == "" {
+		guidance = "Generate a random character for roleplaying."
+	}
+
+	err := llm.GenerateTypedJSON(a.context.Context, a.client, "Generate a character as JSON data. "+guidance, a.options.LLMAPI.Model, a.options.character.ToJSONSchema(), &a.options.character)
+	//err := llm.GenerateJSONFromStruct(a.context.Context, a.client, guidance, a.options.LLMAPI.Model, &a.options.character)
+	a.Character = a.options.character
+	if err != nil {
+		return fmt.Errorf("failed to generate JSON from structure: %v", err)
+	}
+
+	if !a.validCharacter() {
+		return fmt.Errorf("generated character is not valid ( guidance: %s ): %v", guidance, a.Character.String())
+	}
+	return nil
+}
+
+func (a *Agent) prepareIdentity() error {
+	if !a.options.randomIdentity {
+		// No identity to generate
+		return nil
+	}
+
+	if a.options.characterfile == "" {
+		return a.generateIdentity(a.options.randomIdentityGuidance)
+	}
+
+	if _, err := os.Stat(a.options.characterfile); err == nil {
+		// if there is a file, load the character back
+		return a.LoadCharacter(a.options.characterfile)
+	}
+
+	if err := a.generateIdentity(a.options.randomIdentityGuidance); err != nil {
+		return fmt.Errorf("failed to generate identity: %v", err)
+	}
+
+	// otherwise save it for next time
+	if err := a.SaveCharacter(a.options.characterfile); err != nil {
+		return fmt.Errorf("failed to save character: %v", err)
+	}
+
+	return nil
+}

core/agent/knowledgebase.go

@@ -0,0 +1,107 @@
+package agent
+
+import (
+	"fmt"
+	"os"
+	"path/filepath"
+	"time"
+
+	"github.com/mudler/LocalAGI/pkg/xlog"
+	"github.com/sashabaranov/go-openai"
+)
+
+func (a *Agent) knowledgeBaseLookup(conv Messages) {
+	if (!a.options.enableKB && !a.options.enableLongTermMemory && !a.options.enableSummaryMemory) ||
+		len(conv) <= 0 {
+		xlog.Debug("[Knowledge Base Lookup] Disabled, skipping", "agent", a.Character.Name)
+		return
+	}
+
+	// Walk conversation from bottom to top, and find the first message of the user
+	// to use it as a query to the KB
+	userMessage := conv.GetLatestUserMessage().Content
+
+	xlog.Info("[Knowledge Base Lookup] Last user message", "agent", a.Character.Name, "message", userMessage, "lastMessage", conv.GetLatestUserMessage())
+
+	if userMessage == "" {
+		xlog.Info("[Knowledge Base Lookup] No user message found in conversation", "agent", a.Character.Name)
+		return
+	}
+
+	results, err := a.options.ragdb.Search(userMessage, a.options.kbResults)
+	if err != nil {
+		xlog.Info("Error finding similar strings inside KB:", "error", err)
+	}
+
+	if len(results) == 0 {
+		xlog.Info("[Knowledge Base Lookup] No similar strings found in KB", "agent", a.Character.Name)
+		return
+	}
+
+	formatResults := ""
+	for _, r := range results {
+		formatResults += fmt.Sprintf("- %s \n", r)
+	}
+	xlog.Info("[Knowledge Base Lookup] Found similar strings in KB", "agent", a.Character.Name, "results", formatResults)
+
+	// conv = append(conv,
+	// 	openai.ChatCompletionMessage{
+	// 		Role:    "system",
+	// 		Content: fmt.Sprintf("Given the user input you have the following in memory:\n%s", formatResults),
+	// 	},
+	// )
+	conv = append([]openai.ChatCompletionMessage{
+		{
+			Role:    "system",
+			Content: fmt.Sprintf("Given the user input you have the following in memory:\n%s", formatResults),
+		}}, conv...)
+}
+
+func (a *Agent) saveConversation(m Messages, prefix string) error {
+	if a.options.conversationsPath == "" {
+		return nil
+	}
+	dateTime := time.Now().Format("2006-01-02-15-04-05")
+	fileName := a.Character.Name + "-" + dateTime + ".json"
+	if prefix != "" {
+		fileName = prefix + "-" + fileName
+	}
+	os.MkdirAll(a.options.conversationsPath, os.ModePerm)
+	return m.Save(filepath.Join(a.options.conversationsPath, fileName))
+}
+
+func (a *Agent) saveCurrentConversation(conv Messages) {
+
+	if err := a.saveConversation(conv, ""); err != nil {
+		xlog.Error("Error saving conversation", "error", err)
+	}
+
+	if !a.options.enableLongTermMemory && !a.options.enableSummaryMemory {
+		xlog.Debug("Long term memory is disabled", "agent", a.Character.Name)
+		return
+	}
+
+	xlog.Info("Saving conversation", "agent", a.Character.Name, "conversation size", len(conv))
+
+	if a.options.enableSummaryMemory && len(conv) > 0 {
+		msg, err := a.askLLM(a.context.Context, []openai.ChatCompletionMessage{{
+			Role:    "user",
+			Content: "Summarize the conversation below, keep the highlights as a bullet list:\n" + Messages(conv).String(),
+		}}, maxRetries)
+		if err != nil {
+			xlog.Error("Error summarizing conversation", "error", err)
+		}
+
+		if err := a.options.ragdb.Store(msg.Content); err != nil {
+			xlog.Error("Error storing into memory", "error", err)
+		}
+	} else {
+		for _, message := range conv {
+			if message.Role == "user" {
+				if err := a.options.ragdb.Store(message.Content); err != nil {
+					xlog.Error("Error storing into memory", "error", err)
+				}
+			}
+		}
+	}
+}

core/agent/mcp.go

@@ -0,0 +1,225 @@
+package agent
+
+import (
+	"context"
+	"encoding/json"
+
+	mcp "github.com/metoro-io/mcp-golang"
+	"github.com/metoro-io/mcp-golang/transport/http"
+	stdioTransport "github.com/metoro-io/mcp-golang/transport/stdio"
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/stdio"
+	"github.com/mudler/LocalAGI/pkg/xlog"
+
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+var _ types.Action = &mcpAction{}
+
+type MCPServer struct {
+	URL   string `json:"url"`
+	Token string `json:"token"`
+}
+
+type MCPSTDIOServer struct {
+	Args []string `json:"args"`
+	Env  []string `json:"env"`
+	Cmd  string   `json:"cmd"`
+}
+
+type mcpAction struct {
+	mcpClient       *mcp.Client
+	inputSchema     ToolInputSchema
+	toolName        string
+	toolDescription string
+}
+
+func (a *mcpAction) Plannable() bool {
+	return true
+}
+
+func (m *mcpAction) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+	resp, err := m.mcpClient.CallTool(ctx, m.toolName, params)
+	if err != nil {
+		xlog.Error("Failed to call tool", "error", err.Error())
+		return types.ActionResult{}, err
+	}
+
+	xlog.Debug("MCP response", "response", resp)
+
+	textResult := ""
+	for _, c := range resp.Content {
+		switch c.Type {
+		case mcp.ContentTypeText:
+			textResult += c.TextContent.Text + "\n"
+		case mcp.ContentTypeImage:
+			xlog.Error("Image content not supported yet")
+		case mcp.ContentTypeEmbeddedResource:
+			xlog.Error("Embedded resource content not supported yet")
+		}
+	}
+
+	return types.ActionResult{
+		Result: textResult,
+	}, nil
+}
+
+func (m *mcpAction) Definition() types.ActionDefinition {
+	props := map[string]jsonschema.Definition{}
+	dat, err := json.Marshal(m.inputSchema.Properties)
+	if err != nil {
+		xlog.Error("Failed to marshal input schema", "error", err.Error())
+	}
+	json.Unmarshal(dat, &props)
+
+	return types.ActionDefinition{
+		Name:        types.ActionDefinitionName(m.toolName),
+		Description: m.toolDescription,
+		Required:    m.inputSchema.Required,
+		//Properties:  ,
+		Properties: props,
+	}
+}
+
+type ToolInputSchema struct {
+	Type       string                 `json:"type"`
+	Properties map[string]interface{} `json:"properties,omitempty"`
+	Required   []string               `json:"required,omitempty"`
+}
+
+func (a *Agent) addTools(client *mcp.Client) (types.Actions, error) {
+
+	var generatedActions types.Actions
+	xlog.Debug("Initializing client")
+	// Initialize the client
+	response, e := client.Initialize(a.context)
+	if e != nil {
+		xlog.Error("Failed to initialize client", "error", e.Error())
+		return nil, e
+	}
+
+	xlog.Debug("Client initialized: %v", response.Instructions)
+
+	var cursor *string
+	for {
+		tools, err := client.ListTools(a.context, cursor)
+		if err != nil {
+			xlog.Error("Failed to list tools", "error", err.Error())
+			return nil, err
+		}
+
+		for _, t := range tools.Tools {
+			desc := ""
+			if t.Description != nil {
+				desc = *t.Description
+			}
+
+			xlog.Debug("Tool", "name", t.Name, "description", desc)
+
+			dat, err := json.Marshal(t.InputSchema)
+			if err != nil {
+				xlog.Error("Failed to marshal input schema", "error", err.Error())
+			}
+
+			xlog.Debug("Input schema", "tool", t.Name, "schema", string(dat))
+
+			// XXX: This is a wild guess, to verify (data types might be incompatible)
+			var inputSchema ToolInputSchema
+			err = json.Unmarshal(dat, &inputSchema)
+			if err != nil {
+				xlog.Error("Failed to unmarshal input schema", "error", err.Error())
+			}
+
+			// Create a new action with Client + tool
+			generatedActions = append(generatedActions, &mcpAction{
+				mcpClient:       client,
+				toolName:        t.Name,
+				inputSchema:     inputSchema,
+				toolDescription: desc,
+			})
+		}
+
+		if tools.NextCursor == nil {
+			break // No more pages
+		}
+		cursor = tools.NextCursor
+	}
+
+	return generatedActions, nil
+
+}
+
+func (a *Agent) initMCPActions() error {
+
+	a.mcpActions = nil
+	var err error
+
+	generatedActions := types.Actions{}
+
+	// MCP HTTP Servers
+	for _, mcpServer := range a.options.mcpServers {
+		transport := http.NewHTTPClientTransport("/mcp")
+		transport.WithBaseURL(mcpServer.URL)
+		if mcpServer.Token != "" {
+			transport.WithHeader("Authorization", "Bearer "+mcpServer.Token)
+		}
+
+		// Create a new client
+		client := mcp.NewClient(transport)
+		xlog.Debug("Adding tools for MCP server", "server", mcpServer)
+		actions, err := a.addTools(client)
+		if err != nil {
+			xlog.Error("Failed to add tools for MCP server", "server", mcpServer, "error", err.Error())
+		}
+		generatedActions = append(generatedActions, actions...)
+	}
+
+	// MCP STDIO Servers
+
+	a.closeMCPSTDIOServers() // Make sure we stop all previous servers if any is active
+
+	if a.options.mcpPrepareScript != "" {
+		xlog.Debug("Preparing MCP box", "script", a.options.mcpPrepareScript)
+		client := stdio.NewClient(a.options.mcpBoxURL)
+		client.RunProcess(a.context, "/bin/bash", []string{"-c", a.options.mcpPrepareScript}, []string{})
+	}
+
+	for _, mcpStdioServer := range a.options.mcpStdioServers {
+		client := stdio.NewClient(a.options.mcpBoxURL)
+		p, err := client.CreateProcess(a.context,
+			mcpStdioServer.Cmd,
+			mcpStdioServer.Args,
+			mcpStdioServer.Env,
+			a.Character.Name)
+		if err != nil {
+			xlog.Error("Failed to create process", "error", err.Error())
+			continue
+		}
+		read, writer, err := client.GetProcessIO(p.ID)
+		if err != nil {
+			xlog.Error("Failed to get process IO", "error", err.Error())
+			continue
+		}
+
+		transport := stdioTransport.NewStdioServerTransportWithIO(read, writer)
+
+		// Create a new client
+		mcpClient := mcp.NewClient(transport)
+
+		xlog.Debug("Adding tools for MCP server (stdio)", "server", mcpStdioServer)
+		actions, err := a.addTools(mcpClient)
+		if err != nil {
+			xlog.Error("Failed to add tools for MCP server", "server", mcpStdioServer, "error", err.Error())
+		}
+		generatedActions = append(generatedActions, actions...)
+	}
+
+	a.mcpActions = generatedActions
+
+	return err
+}
+
+func (a *Agent) closeMCPSTDIOServers() {
+	client := stdio.NewClient(a.options.mcpBoxURL)
+	client.StopGroup(a.Character.Name)
+}

core/agent/observer.go

@@ -0,0 +1,88 @@
+package agent
+
+import (
+	"encoding/json"
+	"sync"
+	"sync/atomic"
+
+	"github.com/mudler/LocalAGI/core/sse"
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/xlog"
+)
+
+type Observer interface {
+	NewObservable() *types.Observable
+	Update(types.Observable)
+	History() []types.Observable
+}
+
+type SSEObserver struct {
+	agent   string
+	maxID   int32
+	manager sse.Manager
+
+	mutex sync.Mutex
+	history []types.Observable
+	historyLast int
+}
+
+func NewSSEObserver(agent string, manager sse.Manager) *SSEObserver {
+	return &SSEObserver{
+		agent:   agent,
+		maxID:   1,
+		manager: manager,
+		history: make([]types.Observable, 100),
+	}
+}
+
+func (s *SSEObserver) NewObservable() *types.Observable {
+	id  := atomic.AddInt32(&s.maxID, 1)
+	
+	return &types.Observable{
+		ID:    id - 1,
+		Agent: s.agent,
+	}
+}
+
+func (s *SSEObserver) Update(obs types.Observable) {
+	data, err := json.Marshal(obs)
+	if err != nil {
+		xlog.Error("Error marshaling observable", "error", err)
+		return
+	}
+	msg := sse.NewMessage(string(data)).WithEvent("observable_update")
+	s.manager.Send(msg)
+
+	s.mutex.Lock()
+	defer s.mutex.Unlock()
+
+	for i, o := range s.history {
+		if o.ID == obs.ID {
+			s.history[i] = obs
+			return
+		}
+	}
+
+	s.history[s.historyLast] = obs
+	s.historyLast += 1
+	if s.historyLast >= len(s.history) {
+		s.historyLast = 0
+	}
+}
+
+func (s *SSEObserver) History() []types.Observable {
+	h := make([]types.Observable, 0, 20)
+
+	s.mutex.Lock()
+	defer s.mutex.Unlock()
+
+	for _, obs := range s.history {
+		if obs.ID == 0 {
+			continue
+		}
+
+		h = append(h, obs)
+	}
+
+	return h
+}

core/agent/options.go

@@ -0,0 +1,379 @@
+package agent
+
+import (
+	"context"
+	"strings"
+	"time"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/sashabaranov/go-openai"
+)
+
+type Option func(*options) error
+
+type llmOptions struct {
+	APIURL          string
+	APIKey          string
+	Model           string
+	MultimodalModel string
+}
+
+type options struct {
+	LLMAPI                                                                                       llmOptions
+	character                                                                                    Character
+	randomIdentityGuidance                                                                       string
+	randomIdentity                                                                               bool
+	userActions                                                                                  types.Actions
+	enableHUD, standaloneJob, showCharacter, enableKB, enableSummaryMemory, enableLongTermMemory bool
+
+	canStopItself         bool
+	initiateConversations bool
+	loopDetectionSteps    int
+	forceReasoning        bool
+	canPlan               bool
+	characterfile         string
+	statefile             string
+	context               context.Context
+	permanentGoal         string
+	timeout               string
+	periodicRuns          time.Duration
+	kbResults             int
+	ragdb                 RAGDB
+
+	prompts []DynamicPrompt
+
+	systemPrompt string
+
+	// callbacks
+	reasoningCallback func(types.ActionCurrentState) bool
+	resultCallback    func(types.ActionState)
+
+	conversationsPath string
+
+	mcpServers                  []MCPServer
+	mcpStdioServers             []MCPSTDIOServer
+	mcpBoxURL                   string
+	mcpPrepareScript            string
+	newConversationsSubscribers []func(openai.ChatCompletionMessage)
+
+	observer     Observer
+	parallelJobs int
+}
+
+func (o *options) SeparatedMultimodalModel() bool {
+	return o.LLMAPI.MultimodalModel != "" && o.LLMAPI.Model != o.LLMAPI.MultimodalModel
+}
+
+func defaultOptions() *options {
+	return &options{
+		parallelJobs: 1,
+		periodicRuns: 15 * time.Minute,
+		LLMAPI: llmOptions{
+			APIURL: "http://localhost:8080",
+			Model:  "gpt-4",
+		},
+		character: Character{
+			Name:       "",
+			Age:        "",
+			Occupation: "",
+			Hobbies:    []string{},
+			MusicTaste: []string{},
+		},
+	}
+}
+
+func newOptions(opts ...Option) (*options, error) {
+	options := defaultOptions()
+	for _, o := range opts {
+		if err := o(options); err != nil {
+			return nil, err
+		}
+	}
+	return options, nil
+}
+
+var EnableHUD = func(o *options) error {
+	o.enableHUD = true
+	return nil
+}
+
+var EnableForceReasoning = func(o *options) error {
+	o.forceReasoning = true
+	return nil
+}
+
+var EnableKnowledgeBase = func(o *options) error {
+	o.enableKB = true
+	o.kbResults = 5
+	return nil
+}
+
+var CanStopItself = func(o *options) error {
+	o.canStopItself = true
+	return nil
+}
+
+func WithTimeout(timeout string) Option {
+	return func(o *options) error {
+		o.timeout = timeout
+		return nil
+	}
+}
+
+func WithLoopDetectionSteps(steps int) Option {
+	return func(o *options) error {
+		o.loopDetectionSteps = steps
+		return nil
+	}
+}
+
+func WithConversationsPath(path string) Option {
+	return func(o *options) error {
+		o.conversationsPath = path
+		return nil
+	}
+}
+
+func EnableKnowledgeBaseWithResults(results int) Option {
+	return func(o *options) error {
+		o.enableKB = true
+		o.kbResults = results
+		return nil
+	}
+}
+
+func WithParallelJobs(jobs int) Option {
+	return func(o *options) error {
+		o.parallelJobs = jobs
+		return nil
+	}
+}
+
+func WithNewConversationSubscriber(sub func(openai.ChatCompletionMessage)) Option {
+	return func(o *options) error {
+		o.newConversationsSubscribers = append(o.newConversationsSubscribers, sub)
+		return nil
+	}
+}
+
+var EnableInitiateConversations = func(o *options) error {
+	o.initiateConversations = true
+	return nil
+}
+
+var EnablePlanning = func(o *options) error {
+	o.canPlan = true
+	return nil
+}
+
+// EnableStandaloneJob is an option to enable the agent
+// to run jobs in the background automatically
+var EnableStandaloneJob = func(o *options) error {
+	o.standaloneJob = true
+	return nil
+}
+
+var EnablePersonality = func(o *options) error {
+	o.showCharacter = true
+	return nil
+}
+
+var EnableSummaryMemory = func(o *options) error {
+	o.enableSummaryMemory = true
+	return nil
+}
+
+var EnableLongTermMemory = func(o *options) error {
+	o.enableLongTermMemory = true
+	return nil
+}
+
+func WithRAGDB(db RAGDB) Option {
+	return func(o *options) error {
+		o.ragdb = db
+		return nil
+	}
+}
+
+func WithSystemPrompt(prompt string) Option {
+	return func(o *options) error {
+		o.systemPrompt = prompt
+		return nil
+	}
+}
+
+func WithMCPServers(servers ...MCPServer) Option {
+	return func(o *options) error {
+		o.mcpServers = servers
+		return nil
+	}
+}
+
+func WithMCPSTDIOServers(servers ...MCPSTDIOServer) Option {
+	return func(o *options) error {
+		o.mcpStdioServers = servers
+		return nil
+	}
+}
+
+func WithMCPBoxURL(url string) Option {
+	return func(o *options) error {
+		o.mcpBoxURL = url
+		return nil
+	}
+}
+
+func WithMCPPrepareScript(script string) Option {
+	return func(o *options) error {
+		o.mcpPrepareScript = script
+		return nil
+	}
+}
+
+func WithLLMAPIURL(url string) Option {
+	return func(o *options) error {
+		o.LLMAPI.APIURL = url
+		return nil
+	}
+}
+
+func WithStateFile(path string) Option {
+	return func(o *options) error {
+		o.statefile = path
+		return nil
+	}
+}
+
+func WithCharacterFile(path string) Option {
+	return func(o *options) error {
+		o.characterfile = path
+		return nil
+	}
+}
+
+// WithPrompts adds additional block prompts to the agent
+// to be rendered internally in the conversation
+// when processing the conversation to the LLM
+func WithPrompts(prompts ...DynamicPrompt) Option {
+	return func(o *options) error {
+		o.prompts = prompts
+		return nil
+	}
+}
+
+// WithDynamicPrompts is a helper function to create dynamic prompts
+// Dynamic prompts contains golang code which is executed dynamically
+// // to render a prompt to the LLM
+// func WithDynamicPrompts(prompts ...map[string]string) Option {
+// 	return func(o *options) error {
+// 		for _, p := range prompts {
+// 			prompt, err := NewDynamicPrompt(p, "")
+// 			if err != nil {
+// 				return err
+// 			}
+// 			o.prompts = append(o.prompts, prompt)
+// 		}
+// 		return nil
+// 	}
+// }
+
+func WithLLMAPIKey(key string) Option {
+	return func(o *options) error {
+		o.LLMAPI.APIKey = key
+		return nil
+	}
+}
+
+func WithMultimodalModel(model string) Option {
+	return func(o *options) error {
+		o.LLMAPI.MultimodalModel = model
+		return nil
+	}
+}
+
+func WithPermanentGoal(goal string) Option {
+	return func(o *options) error {
+		o.permanentGoal = goal
+		return nil
+	}
+}
+
+func WithPeriodicRuns(duration string) Option {
+	return func(o *options) error {
+		t, err := time.ParseDuration(duration)
+		if err != nil {
+			o.periodicRuns, _ = time.ParseDuration("10m")
+		}
+		o.periodicRuns = t
+		return nil
+	}
+}
+
+func WithContext(ctx context.Context) Option {
+	return func(o *options) error {
+		o.context = ctx
+		return nil
+	}
+}
+
+func WithAgentReasoningCallback(cb func(types.ActionCurrentState) bool) Option {
+	return func(o *options) error {
+		o.reasoningCallback = cb
+		return nil
+	}
+}
+
+func WithAgentResultCallback(cb func(types.ActionState)) Option {
+	return func(o *options) error {
+		o.resultCallback = cb
+		return nil
+	}
+}
+
+func WithModel(model string) Option {
+	return func(o *options) error {
+		o.LLMAPI.Model = model
+		return nil
+	}
+}
+
+func WithCharacter(c Character) Option {
+	return func(o *options) error {
+		o.character = c
+		return nil
+	}
+}
+
+func FromFile(path string) Option {
+	return func(o *options) error {
+		c, err := Load(path)
+		if err != nil {
+			return err
+		}
+		o.character = *c
+		return nil
+	}
+}
+
+func WithRandomIdentity(guidance ...string) Option {
+	return func(o *options) error {
+		o.randomIdentityGuidance = strings.Join(guidance, "")
+		o.randomIdentity = true
+		o.showCharacter = true
+		return nil
+	}
+}
+
+func WithActions(actions ...types.Action) Option {
+	return func(o *options) error {
+		o.userActions = actions
+		return nil
+	}
+}
+
+func WithObserver(observer Observer) Option {
+	return func(o *options) error {
+		o.observer = observer
+		return nil
+	}
+}

core/agent/prompt.go

@@ -0,0 +1,6 @@
+package agent
+
+type DynamicPrompt interface {
+	Render(a *Agent) (string, error)
+	Role() string
+}

core/agent/state.go

@@ -0,0 +1,143 @@
+package agent
+
+import (
+	"encoding/json"
+	"fmt"
+	"os"
+	"path/filepath"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+// PromptHUD contains
+// all information that should be displayed to the LLM
+// in the prompts
+type PromptHUD struct {
+	Character     Character                 `json:"character"`
+	CurrentState  types.AgentInternalState `json:"current_state"`
+	PermanentGoal string                    `json:"permanent_goal"`
+	ShowCharacter bool                      `json:"show_character"`
+}
+
+type Character struct {
+	Name       string   `json:"name"`
+	Age        string   `json:"age"`
+	Occupation string   `json:"job_occupation"`
+	Hobbies    []string `json:"hobbies"`
+	MusicTaste []string `json:"favorites_music_genres"`
+	Sex        string   `json:"sex"`
+}
+
+func (c *Character) ToJSONSchema() jsonschema.Definition {
+	return jsonschema.Definition{
+		Type: jsonschema.Object,
+		Properties: map[string]jsonschema.Definition{
+			"name": {
+				Type:        jsonschema.String,
+				Description: "The name of the character",
+			},
+			"age": {
+				Type:        jsonschema.String,
+				Description: "The age of the character",
+			},
+			"job_occupation": {
+				Type:        jsonschema.String,
+				Description: "The occupation of the character",
+			},
+			"hobbies": {
+				Type:        jsonschema.Array,
+				Description: "The hobbies of the character",
+				Items: &jsonschema.Definition{
+					Type: jsonschema.String,
+				},
+			},
+			"favorites_music_genres": {
+				Type:        jsonschema.Array,
+				Description: "The favorite music genres of the character",
+				Items: &jsonschema.Definition{
+					Type: jsonschema.String,
+				},
+			},
+			"sex": {
+				Type:        jsonschema.String,
+				Description: "The character sex (male, female)",
+			},
+		},
+	}
+}
+
+func Load(path string) (*Character, error) {
+	data, err := os.ReadFile(path)
+	if err != nil {
+		return nil, err
+	}
+	var c Character
+	err = json.Unmarshal(data, &c)
+	if err != nil {
+		return nil, err
+	}
+	return &c, nil
+}
+
+func (a *Agent) State() types.AgentInternalState {
+	return *a.currentState
+}
+
+func (a *Agent) LoadState(path string) error {
+	data, err := os.ReadFile(path)
+	if err != nil {
+		return err
+	}
+	return json.Unmarshal(data, a.currentState)
+}
+
+func (a *Agent) LoadCharacter(path string) error {
+	data, err := os.ReadFile(path)
+	if err != nil {
+		return err
+	}
+	return json.Unmarshal(data, &a.Character)
+}
+
+func (a *Agent) SaveState(path string) error {
+	os.MkdirAll(filepath.Dir(path), 0755)
+	data, err := json.Marshal(a.currentState)
+	if err != nil {
+		return err
+	}
+	os.WriteFile(path, data, 0644)
+	return nil
+}
+
+func (a *Agent) SaveCharacter(path string) error {
+	os.MkdirAll(filepath.Dir(path), 0755)
+	data, err := json.Marshal(a.Character)
+	if err != nil {
+		return err
+	}
+	return os.WriteFile(path, data, 0644)
+}
+
+func (a *Agent) validCharacter() bool {
+	return a.Character.Name != ""
+}
+
+const fmtT = `=====================
+Name: %s
+Age: %s
+Occupation: %s
+Hobbies: %v
+Music taste: %v
+=====================`
+
+func (c *Character) String() string {
+	return fmt.Sprintf(
+		fmtT,
+		c.Name,
+		c.Age,
+		c.Occupation,
+		c.Hobbies,
+		c.MusicTaste,
+	)
+}

core/agent/state_test.go

@@ -0,0 +1,56 @@
+package agent_test
+
+import (
+	"net/http"
+
+	. "github.com/mudler/LocalAGI/core/agent"
+	. "github.com/onsi/ginkgo/v2"
+	. "github.com/onsi/gomega"
+)
+
+var _ = Describe("Agent test", func() {
+	Context("identity", func() {
+		var agent *Agent
+
+		BeforeEach(func() {
+			Eventually(func() error {
+				// test apiURL is working and available
+				_, err := http.Get(apiURL + "/readyz")
+				return err
+			}, "10m", "10s").ShouldNot(HaveOccurred())
+		})
+
+		It("generates all the fields with random data", func() {
+			var err error
+			agent, err = New(
+				WithLLMAPIURL(apiURL),
+				WithModel(testModel),
+				WithTimeout("10m"),
+				WithRandomIdentity(),
+			)
+			Expect(err).ToNot(HaveOccurred())
+			By("generating random identity")
+			Expect(agent.Character.Name).ToNot(BeEmpty())
+			Expect(agent.Character.Age).ToNot(BeZero())
+			Expect(agent.Character.Occupation).ToNot(BeEmpty())
+			Expect(agent.Character.Hobbies).ToNot(BeEmpty())
+			Expect(agent.Character.MusicTaste).ToNot(BeEmpty())
+		})
+		It("detect an invalid character", func() {
+			var err error
+			agent, err = New(WithRandomIdentity())
+			Expect(err).To(HaveOccurred())
+		})
+		It("generates all the fields", func() {
+			var err error
+
+			agent, err := New(
+				WithLLMAPIURL(apiURL),
+				WithModel(testModel),
+				WithRandomIdentity("An 90-year old man with a long beard, a wizard, who lives in a tower."),
+			)
+			Expect(err).ToNot(HaveOccurred())
+			Expect(agent.Character.Name).ToNot(BeEmpty())
+		})
+	})
+})

core/agent/templates.go

@@ -0,0 +1,146 @@
+package agent
+
+import (
+	"bytes"
+	"html/template"
+	"time"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/sashabaranov/go-openai"
+)
+
+func renderTemplate(templ string, hud *PromptHUD, actions types.Actions, reasoning string) (string, error) {
+	// prepare the prompt
+	prompt := bytes.NewBuffer([]byte{})
+
+	promptTemplate, err := template.New("pickAction").Parse(templ)
+	if err != nil {
+		return "", err
+	}
+
+	// Get all the actions definitions
+	definitions := []types.ActionDefinition{}
+	for _, m := range actions {
+		definitions = append(definitions, m.Definition())
+	}
+
+	err = promptTemplate.Execute(prompt, struct {
+		HUD       *PromptHUD
+		Actions   []types.ActionDefinition
+		Reasoning string
+		Messages  []openai.ChatCompletionMessage
+		Time      string
+	}{
+		Actions:   definitions,
+		HUD:       hud,
+		Reasoning: reasoning,
+		Time:      time.Now().Format(time.RFC3339),
+	})
+	if err != nil {
+		return "", err
+	}
+
+	return prompt.String(), nil
+}
+
+const innerMonologueTemplate = `You are an autonomous AI agent thinking out loud and evaluating your current situation.
+Your task is to analyze your goals and determine the best course of action.
+
+Consider:
+1. Your permanent goal (if any)
+2. Your current state and progress
+3. Available tools and capabilities
+4. Previous actions and their outcomes
+
+You can:
+- Take immediate actions using available tools
+- Plan future actions
+- Update your state and goals
+- Initiate conversations with the user when appropriate
+
+Remember to:
+- Think critically about each decision
+- Consider both short-term and long-term implications
+- Be proactive in addressing potential issues
+- Maintain awareness of your current state and goals`
+
+const hudTemplate = `{{with .HUD }}{{if .ShowCharacter}}You are an AI assistant with a distinct personality and character traits that influence your responses and actions.
+{{if .Character.Name}}Name: {{.Character.Name}}
+{{end}}{{if .Character.Age}}Age: {{.Character.Age}}
+{{end}}{{if .Character.Occupation}}Occupation: {{.Character.Occupation}}
+{{end}}{{if .Character.Hobbies}}Hobbies: {{.Character.Hobbies}}
+{{end}}{{if .Character.MusicTaste}}Music Taste: {{.Character.MusicTaste}}
+{{end}}
+{{end}}
+
+Current State:
+- Current Action: {{if .CurrentState.NowDoing}}{{.CurrentState.NowDoing}}{{else}}None{{end}}
+- Next Action: {{if .CurrentState.DoingNext}}{{.CurrentState.DoingNext}}{{else}}None{{end}}
+- Permanent Goal: {{if .PermanentGoal}}{{.PermanentGoal}}{{else}}None{{end}}
+- Current Goal: {{if .CurrentState.Goal}}{{.CurrentState.Goal}}{{else}}None{{end}}
+- Action History: {{range .CurrentState.DoneHistory}}{{.}} {{end}}
+- Short-term Memory: {{range .CurrentState.Memories}}{{.}} {{end}}{{end}}
+Current Time: {{.Time}}`
+
+const pickSelfTemplate = `
+You are an autonomous AI agent with a defined character and state (as shown above).
+Your task is to evaluate your current situation and determine the best course of action.
+
+Guidelines:
+1. Review your current state and goals
+2. Consider available tools and their purposes
+3. Plan your next steps carefully
+4. Update your state appropriately
+
+When making decisions:
+- Use the "reply" tool to provide final responses
+- Update your state using appropriate tools
+- Plan complex tasks using the planning tool
+- Consider both immediate and long-term goals
+
+Remember:
+- You are autonomous and should not ask for user input
+- Your character traits influence your decisions
+- Keep track of your progress and state
+- Be proactive in addressing potential issues
+
+Available Tools:
+{{range .Actions -}}
+- {{.Name}}: {{.Description }}
+{{ end }}
+
+{{if .Reasoning}}Previous Reasoning: {{.Reasoning}}{{end}}
+` + hudTemplate
+
+const reSelfEvalTemplate = pickSelfTemplate
+
+const pickActionTemplate = hudTemplate + `
+Your only task is to analyze the conversation and determine a goal and the best tool to use, or just a final response if we have fullfilled the goal.
+
+Guidelines:
+1. Review the current state, what was done already and context
+2. Consider available tools and their purposes
+3. Plan your approach carefully
+4. Explain your reasoning clearly
+
+When choosing actions:
+- Use "reply" or "answer" tools for direct responses
+- Select appropriate tools for specific tasks
+- Consider the impact of each action
+- Plan for potential challenges
+
+Decision Process:
+1. Analyze the situation
+2. Consider available options
+3. Choose the best course of action
+4. Explain your reasoning
+5. Execute the chosen action
+
+Available Tools:
+{{range .Actions -}}
+- {{.Name}}: {{.Description }}
+{{ end }}
+
+{{if .Reasoning}}Previous Reasoning: {{.Reasoning}}{{end}}`
+
+const reEvalTemplate = pickActionTemplate

core/sse/sse.go

@@ -0,0 +1,224 @@
+package sse
+
+import (
+	"bufio"
+	"fmt"
+	"strings"
+	"sync"
+	"time"
+
+	"github.com/gofiber/fiber/v2"
+	"github.com/valyala/fasthttp"
+)
+
+type (
+	// Listener defines the interface for the receiving end.
+	Listener interface {
+		ID() string
+		Chan() chan Envelope
+	}
+
+	// Envelope defines the interface for content that can be broadcast to clients.
+	Envelope interface {
+		String() string // Represent the envelope contents as a string for transmission.
+	}
+
+	// Manager defines the interface for managing clients and broadcasting messages.
+	Manager interface {
+		Send(message Envelope)
+		Handle(ctx *fiber.Ctx, cl Listener)
+		Clients() []string
+	}
+
+	History interface {
+		Add(message Envelope) // Add adds a message to the history.
+		Send(c Listener)      // Send sends the history to a client.
+	}
+)
+
+type Client struct {
+	id string
+	ch chan Envelope
+}
+
+func NewClient(id string) Listener {
+	return &Client{
+		id: id,
+		ch: make(chan Envelope, 50),
+	}
+}
+
+func (c *Client) ID() string          { return c.id }
+func (c *Client) Chan() chan Envelope { return c.ch }
+
+// Message represents a simple message implementation.
+type Message struct {
+	Event string
+	Time  time.Time
+	Data  string
+}
+
+// NewMessage returns a new message instance.
+func NewMessage(data string) *Message {
+	return &Message{
+		Data: data,
+		Time: time.Now(),
+	}
+}
+
+// String returns the message as a string.
+func (m *Message) String() string {
+	sb := strings.Builder{}
+
+	if m.Event != "" {
+		sb.WriteString(fmt.Sprintf("event: %s\n", m.Event))
+	}
+	sb.WriteString(fmt.Sprintf("data: %v\n\n", m.Data))
+
+	return sb.String()
+}
+
+// WithEvent sets the event name for the message.
+func (m *Message) WithEvent(event string) Envelope {
+	m.Event = event
+	return m
+}
+
+// broadcastManager manages the clients and broadcasts messages to them.
+type broadcastManager struct {
+	clients        sync.Map
+	broadcast      chan Envelope
+	workerPoolSize int
+	messageHistory *history
+}
+
+// NewManager initializes and returns a new Manager instance.
+func NewManager(workerPoolSize int) Manager {
+	manager := &broadcastManager{
+		broadcast:      make(chan Envelope),
+		workerPoolSize: workerPoolSize,
+		messageHistory: newHistory(10),
+	}
+
+	manager.startWorkers()
+
+	return manager
+}
+
+// Send broadcasts a message to all connected clients.
+func (manager *broadcastManager) Send(message Envelope) {
+	manager.broadcast <- message
+}
+
+// Handle sets up a new client and handles the connection.
+func (manager *broadcastManager) Handle(c *fiber.Ctx, cl Listener) {
+
+	manager.register(cl)
+	ctx := c.Context()
+
+	ctx.SetContentType("text/event-stream")
+	ctx.Response.Header.Set("Cache-Control", "no-cache")
+	ctx.Response.Header.Set("Connection", "keep-alive")
+	ctx.Response.Header.Set("Access-Control-Allow-Origin", "*")
+	ctx.Response.Header.Set("Access-Control-Allow-Headers", "Cache-Control")
+	ctx.Response.Header.Set("Access-Control-Allow-Credentials", "true")
+
+	// Send history to the newly connected client
+	manager.messageHistory.Send(cl)
+	ctx.SetBodyStreamWriter(fasthttp.StreamWriter(func(w *bufio.Writer) {
+		for {
+			select {
+			case msg, ok := <-cl.Chan():
+				if !ok {
+					// If the channel is closed, return from the function
+					return
+				}
+				_, err := fmt.Fprint(w, msg.String())
+				if err != nil {
+					// If an error occurs (e.g., client has disconnected), return from the function
+					return
+				}
+
+				w.Flush()
+
+			case <-ctx.Done():
+				manager.unregister(cl.ID())
+				close(cl.Chan())
+				return
+			}
+		}
+	}))
+}
+
+// Clients method to list connected client IDs
+func (manager *broadcastManager) Clients() []string {
+	var clients []string
+	manager.clients.Range(func(key, value any) bool {
+		id, ok := key.(string)
+		if ok {
+			clients = append(clients, id)
+		}
+		return true
+	})
+	return clients
+}
+
+// startWorkers starts worker goroutines for message broadcasting.
+func (manager *broadcastManager) startWorkers() {
+	for i := 0; i < manager.workerPoolSize; i++ {
+		go func() {
+			for message := range manager.broadcast {
+				manager.clients.Range(func(key, value any) bool {
+					client, ok := value.(Listener)
+					if !ok {
+						return true // Continue iteration
+					}
+					select {
+					case client.Chan() <- message:
+						manager.messageHistory.Add(message)
+					default:
+						// If the client's channel is full, drop the message
+					}
+					return true // Continue iteration
+				})
+			}
+		}()
+	}
+}
+
+// register adds a client to the manager.
+func (manager *broadcastManager) register(client Listener) {
+	manager.clients.Store(client.ID(), client)
+}
+
+// unregister removes a client from the manager.
+func (manager *broadcastManager) unregister(clientID string) {
+	manager.clients.Delete(clientID)
+}
+
+type history struct {
+	messages []Envelope
+	maxSize  int // Maximum number of messages to retain
+}
+
+func newHistory(maxSize int) *history {
+	return &history{
+		messages: []Envelope{},
+		maxSize:  maxSize,
+	}
+}
+
+func (h *history) Add(message Envelope) {
+	h.messages = append(h.messages, message)
+	// Ensure history does not exceed maxSize
+	if len(h.messages) > h.maxSize {
+		// Remove the oldest messages to fit the maxSize
+		h.messages = h.messages[len(h.messages)-h.maxSize:]
+	}
+}
+
+func (h *history) Send(c Listener) {
+	for _, msg := range h.messages {
+		c.Chan() <- msg
+	}
+}

core/state/config.go

@@ -0,0 +1,465 @@
+package state
+
+import (
+	"encoding/json"
+	"fmt"
+	"strings"
+
+	"github.com/mudler/LocalAGI/core/agent"
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/config"
+)
+
+type ConnectorConfig struct {
+	Type   string `json:"type"` // e.g. Slack
+	Config string `json:"config"`
+}
+
+type ActionsConfig struct {
+	Name   string `json:"name"` // e.g. search
+	Config string `json:"config"`
+}
+
+type DynamicPromptsConfig struct {
+	Type   string `json:"type"`
+	Config string `json:"config"`
+}
+
+func (d DynamicPromptsConfig) ToMap() map[string]string {
+	config := map[string]string{}
+	json.Unmarshal([]byte(d.Config), &config)
+	return config
+}
+
+type AgentConfig struct {
+	Connector        []ConnectorConfig      `json:"connectors" form:"connectors" `
+	Actions          []ActionsConfig        `json:"actions" form:"actions"`
+	DynamicPrompts   []DynamicPromptsConfig `json:"dynamic_prompts" form:"dynamic_prompts"`
+	MCPServers       []agent.MCPServer      `json:"mcp_servers" form:"mcp_servers"`
+	MCPSTDIOServers  []agent.MCPSTDIOServer `json:"mcp_stdio_servers" form:"mcp_stdio_servers"`
+	MCPPrepareScript string                 `json:"mcp_prepare_script" form:"mcp_prepare_script"`
+	MCPBoxURL        string                 `json:"mcp_box_url" form:"mcp_box_url"`
+
+	Description string `json:"description" form:"description"`
+
+	Model           string `json:"model" form:"model"`
+	MultimodalModel string `json:"multimodal_model" form:"multimodal_model"`
+	APIURL          string `json:"api_url" form:"api_url"`
+	APIKey          string `json:"api_key" form:"api_key"`
+	LocalRAGURL     string `json:"local_rag_url" form:"local_rag_url"`
+	LocalRAGAPIKey  string `json:"local_rag_api_key" form:"local_rag_api_key"`
+
+	Name                  string `json:"name" form:"name"`
+	HUD                   bool   `json:"hud" form:"hud"`
+	StandaloneJob         bool   `json:"standalone_job" form:"standalone_job"`
+	RandomIdentity        bool   `json:"random_identity" form:"random_identity"`
+	InitiateConversations bool   `json:"initiate_conversations" form:"initiate_conversations"`
+	CanPlan               bool   `json:"enable_planning" form:"enable_planning"`
+	IdentityGuidance      string `json:"identity_guidance" form:"identity_guidance"`
+	PeriodicRuns          string `json:"periodic_runs" form:"periodic_runs"`
+	PermanentGoal         string `json:"permanent_goal" form:"permanent_goal"`
+	EnableKnowledgeBase   bool   `json:"enable_kb" form:"enable_kb"`
+	EnableReasoning       bool   `json:"enable_reasoning" form:"enable_reasoning"`
+	KnowledgeBaseResults  int    `json:"kb_results" form:"kb_results"`
+	LoopDetectionSteps    int    `json:"loop_detection_steps" form:"loop_detection_steps"`
+	CanStopItself         bool   `json:"can_stop_itself" form:"can_stop_itself"`
+	SystemPrompt          string `json:"system_prompt" form:"system_prompt"`
+	LongTermMemory        bool   `json:"long_term_memory" form:"long_term_memory"`
+	SummaryLongTermMemory bool   `json:"summary_long_term_memory" form:"summary_long_term_memory"`
+	ParallelJobs          int    `json:"parallel_jobs" form:"parallel_jobs"`
+}
+
+type AgentConfigMeta struct {
+	Fields         []config.Field
+	Connectors     []config.FieldGroup
+	Actions        []config.FieldGroup
+	DynamicPrompts []config.FieldGroup
+	MCPServers     []config.Field
+}
+
+func NewAgentConfigMeta(
+	actionsConfig []config.FieldGroup,
+	connectorsConfig []config.FieldGroup,
+	dynamicPromptsConfig []config.FieldGroup,
+) AgentConfigMeta {
+	return AgentConfigMeta{
+		Fields: []config.Field{
+			{
+				Name:         "name",
+				Label:        "Name",
+				Type:         "text",
+				DefaultValue: "",
+				Required:     true,
+				Tags:         config.Tags{Section: "BasicInfo"},
+			},
+			{
+				Name:         "description",
+				Label:        "Description",
+				Type:         "textarea",
+				DefaultValue: "",
+				Tags:         config.Tags{Section: "BasicInfo"},
+			},
+			{
+				Name:         "identity_guidance",
+				Label:        "Identity Guidance",
+				Type:         "textarea",
+				DefaultValue: "",
+				Tags:         config.Tags{Section: "BasicInfo"},
+			},
+			{
+				Name:         "random_identity",
+				Label:        "Random Identity",
+				Type:         "checkbox",
+				DefaultValue: false,
+				Tags:         config.Tags{Section: "BasicInfo"},
+			},
+			{
+				Name:         "hud",
+				Label:        "HUD",
+				Type:         "checkbox",
+				DefaultValue: false,
+				Tags:         config.Tags{Section: "BasicInfo"},
+			},
+			{
+				Name:         "model",
+				Label:        "Model",
+				Type:         "text",
+				DefaultValue: "",
+				Tags:         config.Tags{Section: "ModelSettings"},
+			},
+			{
+				Name:         "multimodal_model",
+				Label:        "Multimodal Model",
+				Type:         "text",
+				DefaultValue: "",
+				Tags:         config.Tags{Section: "ModelSettings"},
+			},
+			{
+				Name:         "api_url",
+				Label:        "API URL",
+				Type:         "text",
+				DefaultValue: "",
+				Tags:         config.Tags{Section: "ModelSettings"},
+			},
+			{
+				Name:         "api_key",
+				Label:        "API Key",
+				Type:         "password",
+				DefaultValue: "",
+				Tags:         config.Tags{Section: "ModelSettings"},
+			},
+			{
+				Name:         "local_rag_url",
+				Label:        "Local RAG URL",
+				Type:         "text",
+				DefaultValue: "",
+				Tags:         config.Tags{Section: "ModelSettings"},
+			},
+			{
+				Name:         "local_rag_api_key",
+				Label:        "Local RAG API Key",
+				Type:         "password",
+				DefaultValue: "",
+				Tags:         config.Tags{Section: "ModelSettings"},
+			},
+			{
+				Name:         "enable_kb",
+				Label:        "Enable Knowledge Base",
+				Type:         "checkbox",
+				DefaultValue: false,
+				Tags:         config.Tags{Section: "MemorySettings"},
+			},
+			{
+				Name:         "kb_results",
+				Label:        "Knowledge Base Results",
+				Type:         "number",
+				DefaultValue: 5,
+				Min:          1,
+				Step:         1,
+				Tags:         config.Tags{Section: "MemorySettings"},
+			},
+			{
+				Name:         "long_term_memory",
+				Label:        "Long Term Memory",
+				Type:         "checkbox",
+				DefaultValue: false,
+				Tags:         config.Tags{Section: "MemorySettings"},
+			},
+			{
+				Name:         "summary_long_term_memory",
+				Label:        "Summary Long Term Memory",
+				Type:         "checkbox",
+				DefaultValue: false,
+				Tags:         config.Tags{Section: "MemorySettings"},
+			},
+			{
+				Name:         "system_prompt",
+				Label:        "System Prompt",
+				Type:         "textarea",
+				DefaultValue: "",
+				HelpText:     "Instructions that define the agent's behavior and capabilities",
+				Tags:         config.Tags{Section: "PromptsGoals"},
+			},
+			{
+				Name:         "permanent_goal",
+				Label:        "Permanent Goal",
+				Type:         "textarea",
+				DefaultValue: "",
+				HelpText:     "Long-term objective for the agent to pursue",
+				Tags:         config.Tags{Section: "PromptsGoals"},
+			},
+			{
+				Name:         "standalone_job",
+				Label:        "Standalone Job",
+				Type:         "checkbox",
+				DefaultValue: false,
+				HelpText:     "Run as a standalone job without user interaction",
+				Tags:         config.Tags{Section: "AdvancedSettings"},
+			},
+			{
+				Name:         "initiate_conversations",
+				Label:        "Initiate Conversations",
+				Type:         "checkbox",
+				DefaultValue: false,
+				HelpText:     "Allow agent to start conversations on its own",
+				Tags:         config.Tags{Section: "AdvancedSettings"},
+			},
+			{
+				Name:         "enable_planning",
+				Label:        "Enable Planning",
+				Type:         "checkbox",
+				DefaultValue: false,
+				HelpText:     "Enable agent to create and execute plans",
+				Tags:         config.Tags{Section: "AdvancedSettings"},
+			},
+			{
+				Name:         "can_stop_itself",
+				Label:        "Can Stop Itself",
+				Type:         "checkbox",
+				DefaultValue: false,
+				HelpText:     "Allow agent to terminate its own execution",
+				Tags:         config.Tags{Section: "AdvancedSettings"},
+			},
+			{
+				Name:         "periodic_runs",
+				Label:        "Periodic Runs",
+				Type:         "text",
+				DefaultValue: "",
+				Placeholder:  "10m",
+				HelpText:     "Duration for scheduling periodic agent runs",
+				Tags:         config.Tags{Section: "AdvancedSettings"},
+			},
+			{
+				Name:         "enable_reasoning",
+				Label:        "Enable Reasoning",
+				Type:         "checkbox",
+				DefaultValue: false,
+				HelpText:     "Enable agent to explain its reasoning process",
+				Tags:         config.Tags{Section: "AdvancedSettings"},
+			},
+			{
+				Name:         "loop_detection_steps",
+				Label:        "Max Loop Detection Steps",
+				Type:         "number",
+				DefaultValue: 5,
+				Min:          1,
+				Step:         1,
+				Tags:         config.Tags{Section: "AdvancedSettings"},
+			},
+			{
+				Name:         "parallel_jobs",
+				Label:        "Parallel Jobs",
+				Type:         "number",
+				DefaultValue: 5,
+				Min:          1,
+				Step:         1,
+				HelpText:     "Number of concurrent tasks that can run in parallel",
+				Tags:         config.Tags{Section: "AdvancedSettings"},
+			},
+			{
+				Name:         "mcp_stdio_servers",
+				Label:        "MCP STDIO Servers",
+				Type:         "textarea",
+				DefaultValue: "",
+				HelpText:     "JSON configuration for MCP STDIO servers",
+				Tags:         config.Tags{Section: "AdvancedSettings"},
+			},
+			{
+				Name:         "mcp_prepare_script",
+				Label:        "MCP Prepare Script",
+				Type:         "textarea",
+				DefaultValue: "",
+				HelpText:     "Script to prepare the MCP box",
+				Tags:         config.Tags{Section: "AdvancedSettings"},
+			},
+		},
+		MCPServers: []config.Field{
+			{
+				Name:     "url",
+				Label:    "URL",
+				Type:     config.FieldTypeText,
+				Required: true,
+			},
+			{
+				Name:     "token",
+				Label:    "API Key",
+				Type:     config.FieldTypeText,
+				Required: true,
+			},
+		},
+		DynamicPrompts: dynamicPromptsConfig,
+		Connectors:     connectorsConfig,
+		Actions:        actionsConfig,
+	}
+}
+
+type Connector interface {
+	AgentResultCallback() func(state types.ActionState)
+	AgentReasoningCallback() func(state types.ActionCurrentState) bool
+	Start(a *agent.Agent)
+}
+
+// UnmarshalJSON implements json.Unmarshaler for AgentConfig
+func (a *AgentConfig) UnmarshalJSON(data []byte) error {
+	// Create a temporary type to avoid infinite recursion
+	type Alias AgentConfig
+	aux := &struct {
+		*Alias
+		MCPSTDIOServersConfig interface{} `json:"mcp_stdio_servers"`
+	}{
+		Alias: (*Alias)(a),
+	}
+
+	if err := json.Unmarshal(data, &aux); err != nil {
+		return err
+	}
+
+	// Handle MCP STDIO servers configuration
+	if aux.MCPSTDIOServersConfig != nil {
+		switch v := aux.MCPSTDIOServersConfig.(type) {
+		case string:
+			// Parse string configuration
+			var mcpConfig struct {
+				MCPServers map[string]struct {
+					Command string            `json:"command"`
+					Args    []string          `json:"args"`
+					Env     map[string]string `json:"env"`
+				} `json:"mcpServers"`
+			}
+
+			if err := json.Unmarshal([]byte(v), &mcpConfig); err != nil {
+				return fmt.Errorf("failed to parse MCP STDIO servers configuration: %w", err)
+			}
+
+			a.MCPSTDIOServers = make([]agent.MCPSTDIOServer, 0, len(mcpConfig.MCPServers))
+			for _, server := range mcpConfig.MCPServers {
+				// Convert env map to slice of "KEY=VALUE" strings
+				envSlice := make([]string, 0, len(server.Env))
+				for k, v := range server.Env {
+					envSlice = append(envSlice, fmt.Sprintf("%s=%s", k, v))
+				}
+
+				a.MCPSTDIOServers = append(a.MCPSTDIOServers, agent.MCPSTDIOServer{
+					Cmd:  server.Command,
+					Args: server.Args,
+					Env:  envSlice,
+				})
+			}
+		case []interface{}:
+			// Parse array configuration
+			a.MCPSTDIOServers = make([]agent.MCPSTDIOServer, 0, len(v))
+			for _, server := range v {
+				serverMap, ok := server.(map[string]interface{})
+				if !ok {
+					return fmt.Errorf("invalid server configuration format")
+				}
+
+				cmd, _ := serverMap["cmd"].(string)
+				args := make([]string, 0)
+				if argsInterface, ok := serverMap["args"].([]interface{}); ok {
+					for _, arg := range argsInterface {
+						if argStr, ok := arg.(string); ok {
+							args = append(args, argStr)
+						}
+					}
+				}
+
+				env := make([]string, 0)
+				if envInterface, ok := serverMap["env"].([]interface{}); ok {
+					for _, e := range envInterface {
+						if envStr, ok := e.(string); ok {
+							env = append(env, envStr)
+						}
+					}
+				}
+
+				a.MCPSTDIOServers = append(a.MCPSTDIOServers, agent.MCPSTDIOServer{
+					Cmd:  cmd,
+					Args: args,
+					Env:  env,
+				})
+			}
+		}
+	}
+
+	return nil
+}
+
+// MarshalJSON implements json.Marshaler for AgentConfig
+func (a *AgentConfig) MarshalJSON() ([]byte, error) {
+	// Create a temporary type to avoid infinite recursion
+	type Alias AgentConfig
+	aux := &struct {
+		*Alias
+		MCPSTDIOServersConfig string `json:"mcp_stdio_servers,omitempty"`
+	}{
+		Alias: (*Alias)(a),
+	}
+
+	// Convert MCPSTDIOServers back to the expected JSON format
+	if len(a.MCPSTDIOServers) > 0 {
+		mcpConfig := struct {
+			MCPServers map[string]struct {
+				Command string            `json:"command"`
+				Args    []string          `json:"args"`
+				Env     map[string]string `json:"env"`
+			} `json:"mcpServers"`
+		}{
+			MCPServers: make(map[string]struct {
+				Command string            `json:"command"`
+				Args    []string          `json:"args"`
+				Env     map[string]string `json:"env"`
+			}),
+		}
+
+		// Convert each MCPSTDIOServer to the expected format
+		for i, server := range a.MCPSTDIOServers {
+			// Convert env slice back to map
+			envMap := make(map[string]string)
+			for _, env := range server.Env {
+				if parts := strings.SplitN(env, "=", 2); len(parts) == 2 {
+					envMap[parts[0]] = parts[1]
+				}
+			}
+
+			mcpConfig.MCPServers[fmt.Sprintf("server%d", i)] = struct {
+				Command string            `json:"command"`
+				Args    []string          `json:"args"`
+				Env     map[string]string `json:"env"`
+			}{
+				Command: server.Cmd,
+				Args:    server.Args,
+				Env:     envMap,
+			}
+		}
+
+		// Marshal the MCP config to JSON string
+		mcpConfigJSON, err := json.Marshal(mcpConfig)
+		if err != nil {
+			return nil, fmt.Errorf("failed to marshal MCP STDIO servers configuration: %w", err)
+		}
+		aux.MCPSTDIOServersConfig = string(mcpConfigJSON)
+	}
+
+	return json.Marshal(aux)
+}

core/state/internal.go

@@ -0,0 +1,33 @@
+package state
+
+import (
+	. "github.com/mudler/LocalAGI/core/agent"
+)
+
+type AgentPoolInternalAPI struct {
+	*AgentPool
+}
+
+func (a *AgentPool) InternalAPI() *AgentPoolInternalAPI {
+	return &AgentPoolInternalAPI{a}
+}
+
+func (a *AgentPoolInternalAPI) GetAgent(name string) *Agent {
+	return a.agents[name]
+}
+
+func (a *AgentPoolInternalAPI) AllAgents() []string {
+	var agents []string
+	for agent := range a.agents {
+		agents = append(agents, agent)
+	}
+	return agents
+}
+
+func (a *AgentPoolInternalAPI) GetConfig(name string) *AgentConfig {
+	agent, exists := a.pool[name]
+	if !exists {
+		return nil
+	}
+	return &agent
+}

core/state/pool.go

@@ -0,0 +1,702 @@
+package state
+
+import (
+	"context"
+	"encoding/base64"
+	"encoding/json"
+	"fmt"
+	"os"
+	"path/filepath"
+	"sort"
+	"strings"
+	"sync"
+	"time"
+
+	. "github.com/mudler/LocalAGI/core/agent"
+	"github.com/mudler/LocalAGI/core/sse"
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/llm"
+	"github.com/mudler/LocalAGI/pkg/localrag"
+	"github.com/mudler/LocalAGI/pkg/utils"
+	"github.com/sashabaranov/go-openai"
+	"github.com/sashabaranov/go-openai/jsonschema"
+
+	"github.com/mudler/LocalAGI/pkg/xlog"
+)
+
+type AgentPool struct {
+	sync.Mutex
+	file                                         string
+	pooldir                                      string
+	pool                                         AgentPoolData
+	agents                                       map[string]*Agent
+	managers                                     map[string]sse.Manager
+	agentStatus                                  map[string]*Status
+	apiURL, defaultModel, defaultMultimodalModel string
+	mcpBoxURL                                    string
+	imageModel, localRAGAPI, localRAGKey, apiKey string
+	availableActions                             func(*AgentConfig) func(ctx context.Context, pool *AgentPool) []types.Action
+	connectors                                   func(*AgentConfig) []Connector
+	dynamicPrompt                                func(*AgentConfig) []DynamicPrompt
+	timeout                                      string
+	conversationLogs                             string
+}
+
+type Status struct {
+	ActionResults []types.ActionState
+}
+
+func (s *Status) addResult(result types.ActionState) {
+	// If we have more than 10 results, remove the oldest one
+	if len(s.ActionResults) > 10 {
+		s.ActionResults = s.ActionResults[1:]
+	}
+
+	s.ActionResults = append(s.ActionResults, result)
+}
+
+func (s *Status) Results() []types.ActionState {
+	return s.ActionResults
+}
+
+type AgentPoolData map[string]AgentConfig
+
+func loadPoolFromFile(path string) (*AgentPoolData, error) {
+	data, err := os.ReadFile(path)
+	if err != nil {
+		return nil, err
+	}
+
+	poolData := &AgentPoolData{}
+	err = json.Unmarshal(data, poolData)
+	return poolData, err
+}
+
+func NewAgentPool(
+	defaultModel, defaultMultimodalModel, imageModel, apiURL, apiKey, directory, mcpBoxURL string,
+	LocalRAGAPI string,
+	availableActions func(*AgentConfig) func(ctx context.Context, pool *AgentPool) []types.Action,
+	connectors func(*AgentConfig) []Connector,
+	promptBlocks func(*AgentConfig) []DynamicPrompt,
+	timeout string,
+	withLogs bool,
+) (*AgentPool, error) {
+	// if file exists, try to load an existing pool.
+	// if file does not exist, create a new pool.
+
+	poolfile := filepath.Join(directory, "pool.json")
+
+	conversationPath := ""
+	if withLogs {
+		conversationPath = filepath.Join(directory, "conversations")
+	}
+
+	if _, err := os.Stat(poolfile); err != nil {
+		// file does not exist, create a new pool
+		return &AgentPool{
+			file:                   poolfile,
+			pooldir:                directory,
+			apiURL:                 apiURL,
+			defaultModel:           defaultModel,
+			defaultMultimodalModel: defaultMultimodalModel,
+			mcpBoxURL:              mcpBoxURL,
+			imageModel:             imageModel,
+			localRAGAPI:            LocalRAGAPI,
+			apiKey:                 apiKey,
+			agents:                 make(map[string]*Agent),
+			pool:                   make(map[string]AgentConfig),
+			agentStatus:            make(map[string]*Status),
+			managers:               make(map[string]sse.Manager),
+			connectors:             connectors,
+			availableActions:       availableActions,
+			dynamicPrompt:          promptBlocks,
+			timeout:                timeout,
+			conversationLogs:       conversationPath,
+		}, nil
+	}
+
+	poolData, err := loadPoolFromFile(poolfile)
+	if err != nil {
+		return nil, err
+	}
+	return &AgentPool{
+		file:                   poolfile,
+		apiURL:                 apiURL,
+		pooldir:                directory,
+		defaultModel:           defaultModel,
+		defaultMultimodalModel: defaultMultimodalModel,
+		mcpBoxURL:              mcpBoxURL,
+		imageModel:             imageModel,
+		apiKey:                 apiKey,
+		agents:                 make(map[string]*Agent),
+		managers:               make(map[string]sse.Manager),
+		agentStatus:            map[string]*Status{},
+		pool:                   *poolData,
+		connectors:             connectors,
+		localRAGAPI:            LocalRAGAPI,
+		dynamicPrompt:          promptBlocks,
+		availableActions:       availableActions,
+		timeout:                timeout,
+		conversationLogs:       conversationPath,
+	}, nil
+}
+
+func replaceInvalidChars(s string) string {
+	s = strings.ReplaceAll(s, "/", "_")
+	return strings.ReplaceAll(s, " ", "_")
+}
+
+// CreateAgent adds a new agent to the pool
+// and starts it.
+// It also saves the state to the file.
+func (a *AgentPool) CreateAgent(name string, agentConfig *AgentConfig) error {
+	a.Lock()
+	defer a.Unlock()
+	name = replaceInvalidChars(name)
+	agentConfig.Name = name
+	if _, ok := a.pool[name]; ok {
+		return fmt.Errorf("agent %s already exists", name)
+	}
+	a.pool[name] = *agentConfig
+	if err := a.save(); err != nil {
+		return err
+	}
+
+	go func(ac AgentConfig) {
+		// Create the agent avatar
+		if err := createAgentAvatar(a.apiURL, a.apiKey, a.defaultModel, a.imageModel, a.pooldir, ac); err != nil {
+			xlog.Error("Failed to create agent avatar", "error", err)
+		}
+	}(a.pool[name])
+
+	return a.startAgentWithConfig(name, agentConfig, nil)
+}
+
+func (a *AgentPool) RecreateAgent(name string, agentConfig *AgentConfig) error {
+	a.Lock()
+	defer a.Unlock()
+
+	oldAgent := a.agents[name]
+	var o *types.Observable
+	obs := oldAgent.Observer()
+	if obs != nil {
+		o = obs.NewObservable()
+		o.Name = "Restarting Agent"
+		o.Icon = "sync"
+		o.Creation = &types.Creation{}
+		obs.Update(*o)
+	}
+
+	stateFile, characterFile := a.stateFiles(name)
+
+	os.Remove(stateFile)
+	os.Remove(characterFile)
+
+	oldAgent.Stop()
+
+	a.pool[name] = *agentConfig
+	delete(a.agents, name)
+
+	if err := a.save(); err != nil {
+		if obs != nil {
+			o.Completion = &types.Completion{Error: err.Error()}
+			obs.Update(*o)
+		}
+		return err
+	}
+
+	if err := a.startAgentWithConfig(name, agentConfig, obs); err != nil {
+		if obs != nil {
+			o.Completion = &types.Completion{Error: err.Error()}
+			obs.Update(*o)
+		}
+		return err
+	}
+
+	if obs != nil {
+		o.Completion = &types.Completion{}
+		obs.Update(*o)
+	}
+
+	return nil
+}
+
+func createAgentAvatar(APIURL, APIKey, model, imageModel, avatarDir string, agent AgentConfig) error {
+	client := llm.NewClient(APIKey, APIURL+"/v1", "10m")
+
+	if imageModel == "" {
+		return fmt.Errorf("image model not set")
+	}
+
+	if model == "" {
+		return fmt.Errorf("default model not set")
+	}
+
+	imagePath := filepath.Join(avatarDir, "avatars", fmt.Sprintf("%s.png", agent.Name))
+	if _, err := os.Stat(imagePath); err == nil {
+		// Image already exists
+		xlog.Debug("Avatar already exists", "path", imagePath)
+		return nil
+	}
+
+	var results struct {
+		ImagePrompt string `json:"image_prompt"`
+	}
+
+	err := llm.GenerateTypedJSON(
+		context.Background(),
+		llm.NewClient(APIKey, APIURL, "10m"),
+		"Generate a prompt that I can use to create a random avatar for the bot '"+agent.Name+"', the description of the bot is: "+agent.Description,
+		model,
+		jsonschema.Definition{
+			Type: jsonschema.Object,
+			Properties: map[string]jsonschema.Definition{
+				"image_prompt": {
+					Type:        jsonschema.String,
+					Description: "The prompt to generate the image",
+				},
+			},
+			Required: []string{"image_prompt"},
+		}, &results)
+	if err != nil {
+		return fmt.Errorf("failed to generate image prompt: %w", err)
+	}
+
+	if results.ImagePrompt == "" {
+		xlog.Error("Failed to generate image prompt")
+		return fmt.Errorf("failed to generate image prompt")
+	}
+
+	req := openai.ImageRequest{
+		Prompt:         results.ImagePrompt,
+		Model:          imageModel,
+		Size:           openai.CreateImageSize256x256,
+		ResponseFormat: openai.CreateImageResponseFormatB64JSON,
+	}
+
+	ctx, cancel := context.WithTimeout(context.Background(), 120*time.Second)
+	defer cancel()
+
+	resp, err := client.CreateImage(ctx, req)
+	if err != nil {
+		return fmt.Errorf("failed to generate image: %w", err)
+	}
+
+	if len(resp.Data) == 0 {
+		return fmt.Errorf("failed to generate image")
+	}
+
+	imageJson := resp.Data[0].B64JSON
+
+	os.MkdirAll(filepath.Join(avatarDir, "avatars"), 0755)
+
+	// Save the image to the agent directory
+	imageData, err := base64.StdEncoding.DecodeString(imageJson)
+	if err != nil {
+		return err
+	}
+
+	return os.WriteFile(imagePath, imageData, 0644)
+}
+
+func (a *AgentPool) List() []string {
+	a.Lock()
+	defer a.Unlock()
+
+	var agents []string
+	for agent := range a.pool {
+		agents = append(agents, agent)
+	}
+	// return a sorted list
+	sort.SliceStable(agents, func(i, j int) bool {
+		return agents[i] < agents[j]
+	})
+	return agents
+}
+
+func (a *AgentPool) GetStatusHistory(name string) *Status {
+	a.Lock()
+	defer a.Unlock()
+	return a.agentStatus[name]
+}
+
+func (a *AgentPool) startAgentWithConfig(name string, config *AgentConfig, obs Observer) error {
+	var manager sse.Manager
+	if m, ok := a.managers[name]; ok {
+		manager = m
+	} else {
+		manager = sse.NewManager(5)
+	}
+	ctx := context.Background()
+	model := a.defaultModel
+	multimodalModel := a.defaultMultimodalModel
+
+	if config.MultimodalModel != "" {
+		multimodalModel = config.MultimodalModel
+	}
+
+	if config.Model != "" {
+		model = config.Model
+	}
+
+	if config.MCPBoxURL != "" {
+		a.mcpBoxURL = config.MCPBoxURL
+	}
+
+	if config.PeriodicRuns == "" {
+		config.PeriodicRuns = "10m"
+	}
+
+	if config.APIURL != "" {
+		a.apiURL = config.APIURL
+	}
+
+	if config.APIKey != "" {
+		a.apiKey = config.APIKey
+	}
+
+	if config.LocalRAGURL != "" {
+		a.localRAGAPI = config.LocalRAGURL
+	}
+
+	if config.LocalRAGAPIKey != "" {
+		a.localRAGKey = config.LocalRAGAPIKey
+	}
+
+	connectors := a.connectors(config)
+	promptBlocks := a.dynamicPrompt(config)
+	actions := a.availableActions(config)(ctx, a)
+	stateFile, characterFile := a.stateFiles(name)
+
+	actionsLog := []string{}
+	for _, action := range actions {
+		actionsLog = append(actionsLog, action.Definition().Name.String())
+	}
+
+	connectorLog := []string{}
+	for _, connector := range connectors {
+		connectorLog = append(connectorLog, fmt.Sprintf("%+v", connector))
+	}
+
+	xlog.Info(
+		"Creating agent",
+		"name", name,
+		"model", model,
+		"api_url", a.apiURL,
+		"actions", actionsLog,
+		"connectors", connectorLog,
+	)
+
+	// dynamicPrompts := []map[string]string{}
+	// for _, p := range config.DynamicPrompts {
+	// 	dynamicPrompts = append(dynamicPrompts, p.ToMap())
+	// }
+
+	if obs == nil {
+		obs = NewSSEObserver(name, manager)
+	}
+
+	opts := []Option{
+		WithModel(model),
+		WithLLMAPIURL(a.apiURL),
+		WithContext(ctx),
+		WithMCPServers(config.MCPServers...),
+		WithPeriodicRuns(config.PeriodicRuns),
+		WithPermanentGoal(config.PermanentGoal),
+		WithMCPSTDIOServers(config.MCPSTDIOServers...),
+		WithMCPBoxURL(a.mcpBoxURL),
+		WithPrompts(promptBlocks...),
+		WithMCPPrepareScript(config.MCPPrepareScript),
+		//	WithDynamicPrompts(dynamicPrompts...),
+		WithCharacter(Character{
+			Name: name,
+		}),
+		WithActions(
+			actions...,
+		),
+		WithStateFile(stateFile),
+		WithCharacterFile(characterFile),
+		WithLLMAPIKey(a.apiKey),
+		WithTimeout(a.timeout),
+		WithRAGDB(localrag.NewWrappedClient(a.localRAGAPI, a.localRAGKey, name)),
+		WithAgentReasoningCallback(func(state types.ActionCurrentState) bool {
+			xlog.Info(
+				"Agent is thinking",
+				"agent", name,
+				"reasoning", state.Reasoning,
+				"action", state.Action.Definition().Name,
+				"params", state.Params,
+			)
+
+			manager.Send(
+				sse.NewMessage(
+					fmt.Sprintf(`Thinking: %s`, utils.HTMLify(state.Reasoning)),
+				).WithEvent("status"),
+			)
+
+			for _, c := range connectors {
+				if !c.AgentReasoningCallback()(state) {
+					return false
+				}
+			}
+			return true
+		}),
+		WithSystemPrompt(config.SystemPrompt),
+		WithMultimodalModel(multimodalModel),
+		WithAgentResultCallback(func(state types.ActionState) {
+			a.Lock()
+			if _, ok := a.agentStatus[name]; !ok {
+				a.agentStatus[name] = &Status{}
+			}
+
+			a.agentStatus[name].addResult(state)
+			a.Unlock()
+			xlog.Debug(
+				"Calling agent result callback",
+			)
+
+			text := fmt.Sprintf(`Reasoning: %s
+			Action taken: %+v
+			Parameters: %+v
+			Result: %s`,
+				state.Reasoning,
+				state.ActionCurrentState.Action.Definition().Name,
+				state.ActionCurrentState.Params,
+				state.Result)
+			manager.Send(
+				sse.NewMessage(
+					utils.HTMLify(
+						text,
+					),
+				).WithEvent("status"),
+			)
+
+			for _, c := range connectors {
+				c.AgentResultCallback()(state)
+			}
+		}),
+		WithObserver(obs),
+	}
+
+	if config.HUD {
+		opts = append(opts, EnableHUD)
+	}
+
+	if a.conversationLogs != "" {
+		opts = append(opts, WithConversationsPath(a.conversationLogs))
+	}
+
+	if config.StandaloneJob {
+		opts = append(opts, EnableStandaloneJob)
+	}
+
+	if config.LongTermMemory {
+		opts = append(opts, EnableLongTermMemory)
+	}
+
+	if config.SummaryLongTermMemory {
+		opts = append(opts, EnableSummaryMemory)
+	}
+
+	if config.CanStopItself {
+		opts = append(opts, CanStopItself)
+	}
+
+	if config.CanPlan {
+		opts = append(opts, EnablePlanning)
+	}
+
+	if config.InitiateConversations {
+		opts = append(opts, EnableInitiateConversations)
+	}
+
+	if config.RandomIdentity {
+		if config.IdentityGuidance != "" {
+			opts = append(opts, WithRandomIdentity(config.IdentityGuidance))
+		} else {
+			opts = append(opts, WithRandomIdentity())
+		}
+	}
+
+	if config.EnableKnowledgeBase {
+		opts = append(opts, EnableKnowledgeBase)
+	}
+
+	if config.EnableReasoning {
+		opts = append(opts, EnableForceReasoning)
+	}
+
+	if config.KnowledgeBaseResults > 0 {
+		opts = append(opts, EnableKnowledgeBaseWithResults(config.KnowledgeBaseResults))
+	}
+
+	if config.LoopDetectionSteps > 0 {
+		opts = append(opts, WithLoopDetectionSteps(config.LoopDetectionSteps))
+	}
+
+	if config.ParallelJobs > 0 {
+		opts = append(opts, WithParallelJobs(config.ParallelJobs))
+	}
+
+	xlog.Info("Starting agent", "name", name, "config", config)
+
+	agent, err := New(opts...)
+	if err != nil {
+		return err
+	}
+
+	a.agents[name] = agent
+	a.managers[name] = manager
+
+	go func() {
+		if err := agent.Run(); err != nil {
+			xlog.Error("Agent stopped", "error", err.Error(), "name", name)
+		}
+	}()
+
+	xlog.Info("Starting connectors", "name", name, "config", config)
+
+	for _, c := range connectors {
+		go c.Start(agent)
+	}
+
+	go func() {
+		for {
+			time.Sleep(1 * time.Second) // Send a message every seconds
+			manager.Send(sse.NewMessage(
+				utils.HTMLify(agent.State().String()),
+			).WithEvent("hud"))
+		}
+	}()
+
+	xlog.Info("Agent started", "name", name)
+
+	return nil
+}
+
+// Starts all the agents in the pool
+func (a *AgentPool) StartAll() error {
+	a.Lock()
+	defer a.Unlock()
+	for name, config := range a.pool {
+		if a.agents[name] != nil { // Agent already started
+			continue
+		}
+		if err := a.startAgentWithConfig(name, &config, nil); err != nil {
+			xlog.Error("Failed to start agent", "name", name, "error", err)
+		}
+	}
+	return nil
+}
+
+func (a *AgentPool) StopAll() {
+	a.Lock()
+	defer a.Unlock()
+	for _, agent := range a.agents {
+		agent.Stop()
+	}
+}
+
+func (a *AgentPool) Stop(name string) {
+	a.Lock()
+	defer a.Unlock()
+	a.stop(name)
+}
+
+func (a *AgentPool) stop(name string) {
+	if agent, ok := a.agents[name]; ok {
+		agent.Stop()
+	}
+}
+func (a *AgentPool) Start(name string) error {
+	a.Lock()
+	defer a.Unlock()
+	if agent, ok := a.agents[name]; ok {
+		err := agent.Run()
+		if err != nil {
+			return fmt.Errorf("agent %s failed to start: %w", name, err)
+		}
+		xlog.Info("Agent started", "name", name)
+		return nil
+	}
+	if config, ok := a.pool[name]; ok {
+		return a.startAgentWithConfig(name, &config, nil)
+	}
+
+	return fmt.Errorf("agent %s not found", name)
+}
+
+func (a *AgentPool) stateFiles(name string) (string, string) {
+	stateFile := filepath.Join(a.pooldir, fmt.Sprintf("%s.state.json", name))
+	characterFile := filepath.Join(a.pooldir, fmt.Sprintf("%s.character.json", name))
+
+	return stateFile, characterFile
+}
+
+func (a *AgentPool) Remove(name string) error {
+	a.Lock()
+	defer a.Unlock()
+	// Cleanup character and state
+	stateFile, characterFile := a.stateFiles(name)
+
+	os.Remove(stateFile)
+	os.Remove(characterFile)
+
+	a.stop(name)
+	delete(a.agents, name)
+	delete(a.pool, name)
+
+	// remove avatar
+	os.Remove(filepath.Join(a.pooldir, "avatars", fmt.Sprintf("%s.png", name)))
+
+	if err := a.save(); err != nil {
+		return err
+	}
+	return nil
+}
+
+func (a *AgentPool) Save() error {
+	a.Lock()
+	defer a.Unlock()
+	return a.save()
+}
+
+func (a *AgentPool) save() error {
+	data, err := json.MarshalIndent(a.pool, "", "  ")
+	if err != nil {
+		return err
+	}
+	return os.WriteFile(a.file, data, 0644)
+}
+
+func (a *AgentPool) GetAgent(name string) *Agent {
+	a.Lock()
+	defer a.Unlock()
+	return a.agents[name]
+}
+
+func (a *AgentPool) AllAgents() []string {
+	a.Lock()
+	defer a.Unlock()
+	var agents []string
+	for agent := range a.agents {
+		agents = append(agents, agent)
+	}
+	return agents
+}
+
+func (a *AgentPool) GetConfig(name string) *AgentConfig {
+	a.Lock()
+	defer a.Unlock()
+	agent, exists := a.pool[name]
+	if !exists {
+		return nil
+	}
+	return &agent
+}
+
+func (a *AgentPool) GetManager(name string) sse.Manager {
+	a.Lock()
+	defer a.Unlock()
+	return a.managers[name]
+}

core/types/actions.go

@@ -0,0 +1,128 @@
+package types
+
+import (
+	"context"
+	"encoding/json"
+
+	"github.com/sashabaranov/go-openai"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+type ActionContext struct {
+	context.Context
+	cancelFunc context.CancelFunc
+}
+
+func (ac *ActionContext) Cancel() {
+	if ac.cancelFunc != nil {
+		ac.cancelFunc()
+	}
+}
+
+func NewActionContext(ctx context.Context, cancel context.CancelFunc) *ActionContext {
+	return &ActionContext{
+		Context:    ctx,
+		cancelFunc: cancel,
+	}
+}
+
+type ActionParams map[string]interface{}
+
+type ActionResult struct {
+	Job      *Job
+	Result   string
+	Metadata map[string]interface{}
+}
+
+func (ap ActionParams) Read(s string) error {
+	err := json.Unmarshal([]byte(s), &ap)
+	return err
+}
+
+func (ap ActionParams) String() string {
+	b, _ := json.Marshal(ap)
+	return string(b)
+}
+
+func (ap ActionParams) Unmarshal(v interface{}) error {
+	b, err := json.Marshal(ap)
+	if err != nil {
+		return err
+	}
+	if err := json.Unmarshal(b, v); err != nil {
+		return err
+	}
+	return nil
+}
+
+//type ActionDefinition openai.FunctionDefinition
+
+type ActionDefinition struct {
+	Properties  map[string]jsonschema.Definition
+	Required    []string
+	Name        ActionDefinitionName
+	Description string
+}
+
+type ActionDefinitionName string
+
+func (a ActionDefinitionName) Is(name string) bool {
+	return string(a) == name
+}
+
+func (a ActionDefinitionName) String() string {
+	return string(a)
+}
+
+func (a ActionDefinition) ToFunctionDefinition() *openai.FunctionDefinition {
+	return &openai.FunctionDefinition{
+		Name:        a.Name.String(),
+		Description: a.Description,
+		Parameters: jsonschema.Definition{
+			Type:       jsonschema.Object,
+			Properties: a.Properties,
+			Required:   a.Required,
+		},
+	}
+}
+
+// Actions is something the agent can do
+type Action interface {
+	Run(ctx context.Context, action ActionParams) (ActionResult, error)
+	Definition() ActionDefinition
+	Plannable() bool
+}
+
+type Actions []Action
+
+func (a Actions) ToTools() []openai.Tool {
+	tools := []openai.Tool{}
+	for _, action := range a {
+		tools = append(tools, openai.Tool{
+			Type:     openai.ToolTypeFunction,
+			Function: action.Definition().ToFunctionDefinition(),
+		})
+	}
+	return tools
+}
+
+func (a Actions) Find(name string) Action {
+	for _, action := range a {
+		if action.Definition().Name.Is(name) {
+			return action
+		}
+	}
+	return nil
+}
+
+type ActionState struct {
+	ActionCurrentState
+	ActionResult
+}
+
+type ActionCurrentState struct {
+	Job       *Job
+	Action    Action
+	Params    ActionParams
+	Reasoning string
+}

core/types/job.go

@@ -0,0 +1,208 @@
+package types
+
+import (
+	"context"
+	"log"
+
+	"github.com/google/uuid"
+	"github.com/sashabaranov/go-openai"
+)
+
+// Job is a request to the agent to do something
+type Job struct {
+	// The job is a request to the agent to do something
+	// It can be a question, a command, or a request to do something
+	// The agent will try to do it, and return a response
+	Result              *JobResult
+	ReasoningCallback   func(ActionCurrentState) bool
+	ResultCallback      func(ActionState)
+	ConversationHistory []openai.ChatCompletionMessage
+	UUID                string
+	Metadata            map[string]interface{}
+
+	pastActions         []*ActionRequest
+	nextAction          *Action
+	nextActionParams    *ActionParams
+	nextActionReasoning string
+
+	context context.Context
+	cancel  context.CancelFunc
+
+	Obs *Observable
+}
+
+type ActionRequest struct {
+	Action Action
+	Params *ActionParams
+}
+
+type JobOption func(*Job)
+
+func WithConversationHistory(history []openai.ChatCompletionMessage) JobOption {
+	return func(j *Job) {
+		j.ConversationHistory = history
+	}
+}
+
+func WithReasoningCallback(f func(ActionCurrentState) bool) JobOption {
+	return func(r *Job) {
+		r.ReasoningCallback = f
+	}
+}
+
+func WithResultCallback(f func(ActionState)) JobOption {
+	return func(r *Job) {
+		r.ResultCallback = f
+	}
+}
+
+func WithMetadata(metadata map[string]interface{}) JobOption {
+	return func(j *Job) {
+		j.Metadata = metadata
+	}
+}
+
+// NewJobResult creates a new job result
+func NewJobResult() *JobResult {
+	r := &JobResult{
+		ready: make(chan bool),
+	}
+	return r
+}
+
+func (j *Job) Callback(stateResult ActionCurrentState) bool {
+	if j.ReasoningCallback == nil {
+		return true
+	}
+	return j.ReasoningCallback(stateResult)
+}
+
+func (j *Job) CallbackWithResult(stateResult ActionState) {
+	if j.ResultCallback == nil {
+		return
+	}
+	j.ResultCallback(stateResult)
+}
+
+func (j *Job) SetNextAction(action *Action, params *ActionParams, reasoning string) {
+	j.nextAction = action
+	j.nextActionParams = params
+	j.nextActionReasoning = reasoning
+}
+
+func (j *Job) AddPastAction(action Action, params *ActionParams) {
+	j.pastActions = append(j.pastActions, &ActionRequest{
+		Action: action,
+		Params: params,
+	})
+}
+
+func (j *Job) GetPastActions() []*ActionRequest {
+	return j.pastActions
+}
+
+func (j *Job) GetNextAction() (*Action, *ActionParams, string) {
+	return j.nextAction, j.nextActionParams, j.nextActionReasoning
+}
+
+func (j *Job) HasNextAction() bool {
+	return j.nextAction != nil
+}
+
+func (j *Job) ResetNextAction() {
+	j.nextAction = nil
+	j.nextActionParams = nil
+	j.nextActionReasoning = ""
+}
+
+func WithTextImage(text, image string) JobOption {
+	return func(j *Job) {
+		j.ConversationHistory = append(j.ConversationHistory, openai.ChatCompletionMessage{
+			Role: "user",
+			MultiContent: []openai.ChatMessagePart{
+				{
+					Type: openai.ChatMessagePartTypeText,
+					Text: text,
+				},
+				{
+					Type:     openai.ChatMessagePartTypeImageURL,
+					ImageURL: &openai.ChatMessageImageURL{URL: image},
+				},
+			},
+		})
+	}
+}
+
+func WithText(text string) JobOption {
+	return func(j *Job) {
+		j.ConversationHistory = append(j.ConversationHistory, openai.ChatCompletionMessage{
+			Role:    "user",
+			Content: text,
+		})
+	}
+}
+
+func newUUID() string {
+	// Generate UUID with google/uuid
+	// https://pkg.go.dev/github.com/google/uuid
+
+	// Generate a Version 4 UUID
+	u, err := uuid.NewRandom()
+	if err != nil {
+		log.Fatalf("failed to generate UUID: %v", err)
+	}
+
+	return u.String()
+}
+
+// NewJob creates a new job
+// It is a request to the agent to do something
+// It has a JobResult to get the result asynchronously
+// To wait for a Job result, use JobResult.WaitResult()
+func NewJob(opts ...JobOption) *Job {
+	j := &Job{
+		Result: NewJobResult(),
+		UUID:   newUUID(),
+	}
+	for _, o := range opts {
+		o(j)
+	}
+
+	var ctx context.Context
+	if j.context == nil {
+		ctx = context.Background()
+	} else {
+		ctx = j.context
+	}
+
+	context, cancel := context.WithCancel(ctx)
+	j.context = context
+	j.cancel = cancel
+	return j
+}
+
+func WithUUID(uuid string) JobOption {
+	return func(j *Job) {
+		j.UUID = uuid
+	}
+}
+
+func WithContext(ctx context.Context) JobOption {
+	return func(j *Job) {
+		j.context = ctx
+	}
+}
+
+func (j *Job) Cancel() {
+	j.cancel()
+}
+
+func (j *Job) GetContext() context.Context {
+	return j.context
+}
+
+func WithObservable(obs *Observable) JobOption {
+	return func(j *Job) {
+		j.Obs = obs
+	}
+}

core/types/observable.go

@@ -0,0 +1,61 @@
+package types
+
+import (
+	"github.com/mudler/LocalAGI/pkg/xlog"
+	"github.com/sashabaranov/go-openai"
+)
+
+type Creation struct {
+	ChatCompletionRequest *openai.ChatCompletionRequest `json:"chat_completion_request,omitempty"`
+	FunctionDefinition    *openai.FunctionDefinition    `json:"function_definition,omitempty"`
+	FunctionParams        ActionParams                  `json:"function_params,omitempty"`
+}
+
+type Progress struct {
+	Error                  string                         `json:"error,omitempty"`
+	ChatCompletionResponse *openai.ChatCompletionResponse `json:"chat_completion_response,omitempty"`
+	ActionResult           string                         `json:"action_result,omitempty"`
+	AgentState             *AgentInternalState            `json:"agent_state"`
+}
+
+type Completion struct {
+	Error                  string                         `json:"error,omitempty"`
+	ChatCompletionResponse *openai.ChatCompletionResponse `json:"chat_completion_response,omitempty"`
+	Conversation           []openai.ChatCompletionMessage `json:"conversation,omitempty"`
+	ActionResult           string                         `json:"action_result,omitempty"`
+	AgentState             *AgentInternalState            `json:"agent_state"`
+}
+
+type Observable struct {
+	ID       int32  `json:"id"`
+	ParentID int32  `json:"parent_id,omitempty"`
+	Agent    string `json:"agent"`
+	Name     string `json:"name"`
+	Icon     string `json:"icon"`
+
+	Creation   *Creation   `json:"creation,omitempty"`
+	Progress   []Progress  `json:"progress,omitempty"`
+	Completion *Completion `json:"completion,omitempty"`
+}
+
+func (o *Observable) AddProgress(p Progress) {
+	if o.Progress == nil {
+		o.Progress = make([]Progress, 0)
+	}
+	o.Progress = append(o.Progress, p)
+}
+
+func (o *Observable) MakeLastProgressCompletion() {
+	if len(o.Progress) == 0 {
+		xlog.Error("Observable completed without any progress", "id", o.ID, "name", o.Name)
+		return
+	}
+	p := o.Progress[len(o.Progress)-1]
+	o.Progress = o.Progress[:len(o.Progress)-1]
+	o.Completion = &Completion{
+		Error:                  p.Error,
+		ChatCompletionResponse: p.ChatCompletionResponse,
+		ActionResult:           p.ActionResult,
+		AgentState:             p.AgentState,
+	}
+}

core/types/result.go

@@ -0,0 +1,67 @@
+package types
+
+import (
+	"sync"
+
+	"github.com/sashabaranov/go-openai"
+)
+
+// JobResult is the result of a job
+type JobResult struct {
+	sync.Mutex
+	// The result of a job
+	State        []ActionState
+	Conversation []openai.ChatCompletionMessage
+
+	Finalizers []func([]openai.ChatCompletionMessage)
+
+	Response string
+	Error    error
+	ready    chan bool
+}
+
+// SetResult sets the result of a job
+func (j *JobResult) SetResult(text ActionState) {
+	j.Lock()
+	defer j.Unlock()
+
+	j.State = append(j.State, text)
+}
+
+// SetResult sets the result of a job
+func (j *JobResult) Finish(e error) {
+	j.Lock()
+	j.Error = e
+	j.Unlock()
+
+	close(j.ready)
+
+	for _, f := range j.Finalizers {
+		f(j.Conversation)
+	}
+	j.Finalizers = []func([]openai.ChatCompletionMessage){}
+}
+
+// AddFinalizer adds a finalizer to the job result
+func (j *JobResult) AddFinalizer(f func([]openai.ChatCompletionMessage)) {
+	j.Lock()
+	defer j.Unlock()
+
+	j.Finalizers = append(j.Finalizers, f)
+}
+
+// SetResult sets the result of a job
+func (j *JobResult) SetResponse(response string) {
+	j.Lock()
+	defer j.Unlock()
+
+	j.Response = response
+}
+
+// WaitResult waits for the result of a job
+func (j *JobResult) WaitResult() *JobResult {
+	<-j.ready
+	j.Lock()
+	defer j.Unlock()
+	return j
+}

core/types/state.go

@@ -0,0 +1,41 @@
+package types
+
+import "fmt"
+
+// State is the structure
+// that is used to keep track of the current state
+// and the Agent's short memory that it can update
+// Besides a long term memory that is accessible by the agent (With vector database),
+// And a context memory (that is always powered by a vector database),
+// this memory is the shorter one that the LLM keeps across conversation and across its
+// reasoning process's and life time.
+// TODO: A special action is then used to let the LLM itself update its memory
+// periodically during self-processing, and the same action is ALSO exposed
+// during the conversation to let the user put for example, a new goal to the agent.
+type AgentInternalState struct {
+	NowDoing    string   `json:"doing_now"`
+	DoingNext   string   `json:"doing_next"`
+	DoneHistory []string `json:"done_history"`
+	Memories    []string `json:"memories"`
+	Goal        string   `json:"goal"`
+}
+
+const fmtT = `=====================
+NowDoing: %s
+DoingNext: %s
+Your current goal is: %s
+You have done: %+v
+You have a short memory with: %+v
+=====================
+`
+
+func (c AgentInternalState) String() string {
+	return fmt.Sprintf(
+		fmtT,
+		c.NowDoing,
+		c.DoingNext,
+		c.Goal,
+		c.DoneHistory,
+		c.Memories,
+	)
+}

docker-compose.intel.yaml

@@ -0,0 +1,28 @@
+services:
+  localai:
+    extends:
+      file: docker-compose.yaml
+      service: localai
+    environment:
+      - LOCALAI_SINGLE_ACTIVE_BACKEND=true
+      - DEBUG=true
+    image: localai/localai:master-sycl-f32-ffmpeg-core
+    devices:
+      # On a system with integrated GPU and an Arc 770, this is the Arc 770
+      - /dev/dri/card1
+      - /dev/dri/renderD129
+
+  localrecall:
+    extends:
+      file: docker-compose.yaml
+      service: localrecall
+
+  localrecall-healthcheck:
+    extends:
+      file: docker-compose.yaml
+      service: localrecall-healthcheck
+
+  localagi:
+    extends:
+      file: docker-compose.yaml
+      service: localagi

docker-compose.nvidia.yaml

@@ -0,0 +1,33 @@
+services:
+  localai:
+    extends:
+      file: docker-compose.yaml
+      service: localai
+    environment:
+      - LOCALAI_SINGLE_ACTIVE_BACKEND=true
+      - DEBUG=true
+    image: localai/localai:master-cublas-cuda12-ffmpeg-core
+    # For images with python backends, use:
+    # image: localai/localai:master-cublas-cuda12-ffmpeg
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              count: 1
+              capabilities: [gpu]
+
+  localrecall:
+    extends:
+      file: docker-compose.yaml
+      service: localrecall
+
+  localrecall-healthcheck:
+    extends:
+      file: docker-compose.yaml
+      service: localrecall-healthcheck
+
+  localagi:
+    extends:
+      file: docker-compose.yaml
+      service: localagi

docker-compose.yaml

@@ -1,31 +1,93 @@
-version: "3.9"
 services:
-  api:
-    image: quay.io/go-skynet/local-ai:master
+  localai:
+    # See https://localai.io/basics/container/#standard-container-images for
+    # a list of available container images (or build your own with the provided Dockerfile)
+    # Available images with CUDA, ROCm, SYCL, Vulkan
+    # Image list (quay.io): https://quay.io/repository/go-skynet/local-ai?tab=tags
+    # Image list (dockerhub): https://hub.docker.com/r/localai/localai
+    image: localai/localai:master-ffmpeg-core
+    command: 
+    - ${MODEL_NAME:-gemma-3-12b-it-qat}
+    - ${MULTIMODAL_MODEL:-minicpm-v-2_6}
+    - ${IMAGE_MODEL:-sd-1.5-ggml}
+    - granite-embedding-107m-multilingual
     healthcheck:
       test: ["CMD", "curl", "-f", "http://localhost:8080/readyz"]
-      interval: 1m
-      timeout: 120m
+      interval: 60s
+      timeout: 10m
       retries: 120
     ports:
-      - 8090:8080
-    env_file:
-      - .env
+    - 8081:8080
+    environment:
+      - DEBUG=true
+      #- LOCALAI_API_KEY=sk-1234567890
     volumes:
-      - ./models:/models:cached
-      - ./config:/config:cached
-    command: ["/usr/bin/local-ai" ]
-  localagi:
+      - ./volumes/models:/build/models:cached
+      - ./volumes/images:/tmp/generated/images
+
+  localrecall:
+    image: quay.io/mudler/localrecall:main
+    ports:
+      - 8080
+    environment:
+      - COLLECTION_DB_PATH=/db
+      - EMBEDDING_MODEL=granite-embedding-107m-multilingual
+      - FILE_ASSETS=/assets
+      - OPENAI_API_KEY=sk-1234567890
+      - OPENAI_BASE_URL=http://localai:8080
+    volumes:
+      - ./volumes/localrag/db:/db
+      - ./volumes/localrag/assets/:/assets
+
+  localrecall-healthcheck:
+    depends_on:
+      localrecall:
+        condition: service_started
+    image: busybox
+    command: ["sh", "-c", "until wget -q -O - http://localrecall:8080 > /dev/null 2>&1; do echo 'Waiting for localrecall...'; sleep 1; done; echo 'localrecall is up!'"]
+
+  mcpbox:
     build:
       context: .
-      dockerfile: Dockerfile
-    devices:
-    - /dev/snd
-    depends_on:
-      api:
-        condition: service_healthy
+      dockerfile: Dockerfile.mcpbox
+    ports:
+      - "8080"
     volumes:
-      - ./db:/app/db
-      - ./data:/data
-    env_file:
-      - .env
+      - ./volumes/mcpbox:/app/data
+      # share docker socket if you want it to be able to run docker commands
+      - /var/run/docker.sock:/var/run/docker.sock
+    healthcheck:
+      test: ["CMD", "wget", "-q", "-O", "-", "http://localhost:8080/processes"]
+      interval: 30s
+      timeout: 10s
+      retries: 3
+
+  localagi:
+    depends_on:
+      localai:
+        condition: service_healthy
+      localrecall-healthcheck:
+        condition: service_completed_successfully
+      mcpbox:
+        condition: service_healthy
+    build:
+      context: .
+      dockerfile: Dockerfile.webui
+    ports:
+      - 8080:3000
+    #image: quay.io/mudler/localagi:master
+    environment:
+      - LOCALAGI_MODEL=${MODEL_NAME:-gemma-3-12b-it-qat}
+      - LOCALAGI_MULTIMODAL_MODEL=${MULTIMODAL_MODEL:-minicpm-v-2_6}
+      - LOCALAGI_IMAGE_MODEL=${IMAGE_MODEL:-sd-1.5-ggml}
+      - LOCALAGI_LLM_API_URL=http://localai:8080
+      #- LOCALAGI_LLM_API_KEY=sk-1234567890
+      - LOCALAGI_LOCALRAG_URL=http://localrecall:8080
+      - LOCALAGI_STATE_DIR=/pool
+      - LOCALAGI_TIMEOUT=5m
+      - LOCALAGI_ENABLE_CONVERSATIONS_LOGGING=false
+      - LOCALAGI_MCPBOX_URL=http://mcpbox:8080
+    extra_hosts:
+      - "host.docker.internal:host-gateway"
+    volumes:
+      - ./volumes/localagi/:/pool

example/realtimesst/main.py

@@ -0,0 +1,12 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+from RealtimeSTT import AudioToTextRecorder
+
+def process_text(text):
+    print(text)
+
+if __name__ == '__main__':
+    recorder = AudioToTextRecorder(wake_words="jarvis")
+
+    while True:
+        recorder.text(process_text)

go.mod

@@ -0,0 +1,97 @@
+module github.com/mudler/LocalAGI
+
+go 1.24
+
+toolchain go1.24.2
+
+require (
+	github.com/bwmarrin/discordgo v0.28.1
+	github.com/chasefleming/elem-go v0.30.0
+	github.com/dave-gray101/v2keyauth v0.0.0-20240624150259-c45d584d25e2
+	github.com/donseba/go-htmx v1.12.0
+	github.com/eritikass/githubmarkdownconvertergo v0.1.10
+	github.com/go-telegram/bot v1.14.2
+	github.com/gofiber/fiber/v2 v2.52.6
+	github.com/gofiber/template/html/v2 v2.1.3
+	github.com/google/go-github/v69 v69.2.0
+	github.com/google/uuid v1.6.0
+	github.com/metoro-io/mcp-golang v0.11.0
+	github.com/onsi/ginkgo/v2 v2.23.4
+	github.com/onsi/gomega v1.37.0
+	github.com/philippgille/chromem-go v0.7.0
+	github.com/sashabaranov/go-openai v1.38.2
+	github.com/slack-go/slack v0.16.0
+	github.com/thoj/go-ircevent v0.0.0-20210723090443-73e444401d64
+	github.com/tmc/langchaingo v0.1.13
+	github.com/traefik/yaegi v0.16.1
+	github.com/valyala/fasthttp v1.60.0
+	golang.org/x/crypto v0.37.0
+	jaytaylor.com/html2text v0.0.0-20230321000545-74c2419ad056
+	mvdan.cc/xurls/v2 v2.6.0
+)
+
+require (
+	github.com/PuerkitoBio/goquery v1.8.1 // indirect
+	github.com/andybalholm/brotli v1.1.1 // indirect
+	github.com/andybalholm/cascadia v1.3.2 // indirect
+	github.com/antchfx/htmlquery v1.3.0 // indirect
+	github.com/antchfx/xmlquery v1.3.17 // indirect
+	github.com/antchfx/xpath v1.2.4 // indirect
+	github.com/bahlo/generic-list-go v0.2.0 // indirect
+	github.com/buger/jsonparser v1.1.1 // indirect
+	github.com/dlclark/regexp2 v1.10.0 // indirect
+	github.com/gin-contrib/sse v0.1.0 // indirect
+	github.com/gin-gonic/gin v1.8.1 // indirect
+	github.com/go-logr/logr v1.4.2 // indirect
+	github.com/go-playground/locales v0.14.0 // indirect
+	github.com/go-playground/universal-translator v0.18.0 // indirect
+	github.com/go-playground/validator/v10 v10.10.0 // indirect
+	github.com/go-task/slim-sprig/v3 v3.0.0 // indirect
+	github.com/gobwas/glob v0.2.3 // indirect
+	github.com/goccy/go-json v0.9.7 // indirect
+	github.com/gocolly/colly v1.2.0 // indirect
+	github.com/gofiber/template v1.8.3 // indirect
+	github.com/gofiber/utils v1.1.0 // indirect
+	github.com/golang/groupcache v0.0.0-20210331224755-41bb18bfe9da // indirect
+	github.com/golang/protobuf v1.5.4 // indirect
+	github.com/google/go-cmp v0.7.0 // indirect
+	github.com/google/go-querystring v1.1.0 // indirect
+	github.com/google/pprof v0.0.0-20250403155104-27863c87afa6 // indirect
+	github.com/gorilla/websocket v1.5.3 // indirect
+	github.com/invopop/jsonschema v0.12.0 // indirect
+	github.com/json-iterator/go v1.1.12 // indirect
+	github.com/kennygrant/sanitize v1.2.4 // indirect
+	github.com/klauspost/compress v1.18.0 // indirect
+	github.com/leodido/go-urn v1.2.1 // indirect
+	github.com/mailru/easyjson v0.7.7 // indirect
+	github.com/mattn/go-colorable v0.1.13 // indirect
+	github.com/mattn/go-isatty v0.0.20 // indirect
+	github.com/mattn/go-runewidth v0.0.16 // indirect
+	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
+	github.com/modern-go/reflect2 v1.0.2 // indirect
+	github.com/olekukonko/tablewriter v0.0.5 // indirect
+	github.com/pelletier/go-toml/v2 v2.0.9 // indirect
+	github.com/pkg/errors v0.9.1 // indirect
+	github.com/pkoukk/tiktoken-go v0.1.6 // indirect
+	github.com/rivo/uniseg v0.2.0 // indirect
+	github.com/saintfish/chardet v0.0.0-20230101081208-5e3ef4b5456d // indirect
+	github.com/ssor/bom v0.0.0-20170718123548-6386211fdfcf // indirect
+	github.com/temoto/robotstxt v1.1.2 // indirect
+	github.com/tidwall/gjson v1.18.0 // indirect
+	github.com/tidwall/match v1.1.1 // indirect
+	github.com/tidwall/pretty v1.2.1 // indirect
+	github.com/tidwall/sjson v1.2.5 // indirect
+	github.com/ugorji/go/codec v1.2.7 // indirect
+	github.com/valyala/bytebufferpool v1.0.0 // indirect
+	github.com/wk8/go-ordered-map/v2 v2.1.8 // indirect
+	go.starlark.net v0.0.0-20230302034142-4b1e35fe2254 // indirect
+	go.uber.org/automaxprocs v1.6.0 // indirect
+	golang.org/x/net v0.38.0 // indirect
+	golang.org/x/sys v0.32.0 // indirect
+	golang.org/x/text v0.24.0 // indirect
+	golang.org/x/tools v0.31.0 // indirect
+	google.golang.org/appengine v1.6.8 // indirect
+	google.golang.org/protobuf v1.36.5 // indirect
+	gopkg.in/yaml.v2 v2.4.0 // indirect
+	gopkg.in/yaml.v3 v3.0.1 // indirect
+)

go.sum

@@ -0,0 +1,354 @@
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jsconfig.json

@@ -0,0 +1,15 @@
+{
+    "compilerOptions": {
+        "module": "ESNext",
+        "moduleResolution": "Bundler",
+        "target": "ES2022",
+        "jsx": "react",
+        "allowImportingTsExtensions": true,
+        "strictNullChecks": true,
+        "strictFunctionTypes": true
+    },
+    "exclude": [
+        "node_modules",
+        "**/node_modules/*"
+    ]
+}

main.go

@@ -0,0 +1,97 @@
+package main
+
+import (
+	"log"
+	"os"
+	"path/filepath"
+	"strings"
+
+	"github.com/mudler/LocalAGI/core/state"
+	"github.com/mudler/LocalAGI/services"
+	"github.com/mudler/LocalAGI/webui"
+)
+
+var baseModel = os.Getenv("LOCALAGI_MODEL")
+var multimodalModel = os.Getenv("LOCALAGI_MULTIMODAL_MODEL")
+var apiURL = os.Getenv("LOCALAGI_LLM_API_URL")
+var apiKey = os.Getenv("LOCALAGI_LLM_API_KEY")
+var timeout = os.Getenv("LOCALAGI_TIMEOUT")
+var stateDir = os.Getenv("LOCALAGI_STATE_DIR")
+var localRAG = os.Getenv("LOCALAGI_LOCALRAG_URL")
+var withLogs = os.Getenv("LOCALAGI_ENABLE_CONVERSATIONS_LOGGING") == "true"
+var apiKeysEnv = os.Getenv("LOCALAGI_API_KEYS")
+var imageModel = os.Getenv("LOCALAGI_IMAGE_MODEL")
+var conversationDuration = os.Getenv("LOCALAGI_CONVERSATION_DURATION")
+var localOperatorBaseURL = os.Getenv("LOCALOPERATOR_BASE_URL")
+var mcpboxURL = os.Getenv("LOCALAGI_MCPBOX_URL")
+
+func init() {
+	if baseModel == "" {
+		panic("LOCALAGI_MODEL not set")
+	}
+	if apiURL == "" {
+		panic("LOCALAGI_API_URL not set")
+	}
+	if timeout == "" {
+		timeout = "5m"
+	}
+	if stateDir == "" {
+		cwd, err := os.Getwd()
+		if err != nil {
+			panic(err)
+		}
+
+		stateDir = filepath.Join(cwd, "pool")
+	}
+}
+
+func main() {
+	// make sure state dir exists
+	os.MkdirAll(stateDir, 0755)
+
+	apiKeys := []string{}
+	if apiKeysEnv != "" {
+		apiKeys = strings.Split(apiKeysEnv, ",")
+	}
+
+	// Create the agent pool
+	pool, err := state.NewAgentPool(
+		baseModel,
+		multimodalModel,
+		imageModel,
+		apiURL,
+		apiKey,
+		stateDir,
+		mcpboxURL,
+		localRAG,
+		services.Actions(map[string]string{
+			"browser-agent-runner-base-url": localOperatorBaseURL,
+		}),
+		services.Connectors,
+		services.DynamicPrompts,
+		timeout,
+		withLogs,
+	)
+	if err != nil {
+		panic(err)
+	}
+
+	// Create the application
+	app := webui.NewApp(
+		webui.WithPool(pool),
+		webui.WithConversationStoreduration(conversationDuration),
+		webui.WithApiKeys(apiKeys...),
+		webui.WithLLMAPIUrl(apiURL),
+		webui.WithLLMAPIKey(apiKey),
+		webui.WithLLMModel(baseModel),
+		webui.WithStateDir(stateDir),
+	)
+
+	// Start the agents
+	if err := pool.StartAll(); err != nil {
+		panic(err)
+	}
+
+	// Start the web server
+	log.Fatal(app.Listen(":3000"))
+}

main.py

@@ -1,436 +0,0 @@
-import openai
-#from langchain.embeddings import HuggingFaceEmbeddings
-from langchain.embeddings import LocalAIEmbeddings
-import uuid
-import sys
-
-from localagi import LocalAGI
-from loguru import logger
-from ascii_magic import AsciiArt
-from duckduckgo_search import DDGS
-from typing import Dict, List
-import os
-
-# these three lines swap the stdlib sqlite3 lib with the pysqlite3 package for chroma
-__import__('pysqlite3')
-import sys
-sys.modules['sqlite3'] = sys.modules.pop('pysqlite3')
-
-from langchain.vectorstores import Chroma
-from chromadb.config import Settings
-import json
-import os
-from io import StringIO 
-
-# Parse arguments such as system prompt and batch mode
-import argparse
-parser = argparse.ArgumentParser(description='LocalAGI')
-# System prompt
-parser.add_argument('--system-prompt', dest='system_prompt', action='store',
-                    help='System prompt to use')
-# Batch mode
-parser.add_argument('--prompt', dest='prompt', action='store', default=False,
-                    help='Prompt mode')
-# Interactive mode
-parser.add_argument('--interactive', dest='interactive', action='store_true', default=False,
-                    help='Interactive mode. Can be used with --prompt to start an interactive session')
-# skip avatar creation
-parser.add_argument('--skip-avatar', dest='skip_avatar', action='store_true', default=False,
-                    help='Skip avatar creation') 
-# Reevaluate
-parser.add_argument('--re-evaluate', dest='re_evaluate', action='store_true', default=False,
-                    help='Reevaluate if another action is needed or we have completed the user request')
-# Postprocess
-parser.add_argument('--postprocess', dest='postprocess', action='store_true', default=False,
-                    help='Postprocess the reasoning')
-# Subtask context
-parser.add_argument('--subtask-context', dest='subtaskContext', action='store_true', default=False,
-                    help='Include context in subtasks')
-
-# Search results number
-parser.add_argument('--search-results', dest='search_results', type=int, action='store', default=2,
-                    help='Number of search results to return')
-# Plan message
-parser.add_argument('--plan-message', dest='plan_message', action='store', 
-                    help="What message to use during planning",
-)                   
-
-DEFAULT_PROMPT="floating hair, portrait, ((loli)), ((one girl)), cute face, hidden hands, asymmetrical bangs, beautiful detailed eyes, eye shadow, hair ornament, ribbons, bowties, buttons, pleated skirt, (((masterpiece))), ((best quality)), colorful|((part of the head)), ((((mutated hands and fingers)))), deformed, blurry, bad anatomy, disfigured, poorly drawn face, mutation, mutated, extra limb, ugly, poorly drawn hands, missing limb, blurry, floating limbs, disconnected limbs, malformed hands, blur, out of focus, long neck, long body, Octane renderer, lowres, bad anatomy, bad hands, text"
-DEFAULT_API_BASE = os.environ.get("DEFAULT_API_BASE", "http://api:8080")
-# TTS api base
-parser.add_argument('--tts-api-base', dest='tts_api_base', action='store', default=DEFAULT_API_BASE,
-                    help='TTS api base')
-# LocalAI api base
-parser.add_argument('--localai-api-base', dest='localai_api_base', action='store', default=DEFAULT_API_BASE,
-                    help='LocalAI api base')
-# Images api base
-parser.add_argument('--images-api-base', dest='images_api_base', action='store', default=DEFAULT_API_BASE,
-                    help='Images api base')
-# Embeddings api base
-parser.add_argument('--embeddings-api-base', dest='embeddings_api_base', action='store', default=DEFAULT_API_BASE,
-                    help='Embeddings api base')
-# Functions model
-parser.add_argument('--functions-model', dest='functions_model', action='store', default="functions",
-                    help='Functions model')
-# Embeddings model
-parser.add_argument('--embeddings-model', dest='embeddings_model', action='store', default="all-MiniLM-L6-v2",
-                    help='Embeddings model')
-# LLM model
-parser.add_argument('--llm-model', dest='llm_model', action='store', default="gpt-4",
-                    help='LLM model')
-# Voice model
-parser.add_argument('--tts-model', dest='tts_model', action='store', default="en-us-kathleen-low.onnx",
-                    help='TTS model')
-# Stable diffusion model
-parser.add_argument('--stablediffusion-model', dest='stablediffusion_model', action='store', default="stablediffusion",
-                    help='Stable diffusion model')
-# Stable diffusion prompt
-parser.add_argument('--stablediffusion-prompt', dest='stablediffusion_prompt', action='store', default=DEFAULT_PROMPT,
-                    help='Stable diffusion prompt')
-# Force action
-parser.add_argument('--force-action', dest='force_action', action='store', default="",
-                    help='Force an action')
-# Debug mode
-parser.add_argument('--debug', dest='debug', action='store_true', default=False,
-                    help='Debug mode')
-# Critic mode
-parser.add_argument('--critic', dest='critic', action='store_true', default=False,
-                    help='Enable critic')
-# Parse arguments
-args = parser.parse_args()
-
-STABLEDIFFUSION_MODEL = os.environ.get("STABLEDIFFUSION_MODEL", args.stablediffusion_model)
-STABLEDIFFUSION_PROMPT = os.environ.get("STABLEDIFFUSION_PROMPT", args.stablediffusion_prompt)
-FUNCTIONS_MODEL = os.environ.get("FUNCTIONS_MODEL", args.functions_model)
-EMBEDDINGS_MODEL = os.environ.get("EMBEDDINGS_MODEL", args.embeddings_model)
-LLM_MODEL = os.environ.get("LLM_MODEL", args.llm_model)
-VOICE_MODEL= os.environ.get("TTS_MODEL",args.tts_model)
-STABLEDIFFUSION_MODEL = os.environ.get("STABLEDIFFUSION_MODEL",args.stablediffusion_model)
-STABLEDIFFUSION_PROMPT = os.environ.get("STABLEDIFFUSION_PROMPT", args.stablediffusion_prompt)
-PERSISTENT_DIR = os.environ.get("PERSISTENT_DIR", "/data")
-SYSTEM_PROMPT = ""
-if os.environ.get("SYSTEM_PROMPT") or args.system_prompt:
-    SYSTEM_PROMPT = os.environ.get("SYSTEM_PROMPT", args.system_prompt)
-
-LOCALAI_API_BASE = args.localai_api_base
-TTS_API_BASE = args.tts_api_base
-IMAGE_API_BASE = args.images_api_base
-EMBEDDINGS_API_BASE = args.embeddings_api_base
-
-# Set log level
-LOG_LEVEL = "INFO"
-
-def my_filter(record):
-    return record["level"].no >= logger.level(LOG_LEVEL).no
-
-logger.remove()
-logger.add(sys.stderr, filter=my_filter)
-
-if args.debug:
-    LOG_LEVEL = "DEBUG"
-logger.debug("Debug mode on")
-
-FUNCTIONS_MODEL = os.environ.get("FUNCTIONS_MODEL", args.functions_model)
-EMBEDDINGS_MODEL = os.environ.get("EMBEDDINGS_MODEL", args.embeddings_model)
-LLM_MODEL = os.environ.get("LLM_MODEL", args.llm_model)
-VOICE_MODEL= os.environ.get("TTS_MODEL",args.tts_model)
-STABLEDIFFUSION_MODEL = os.environ.get("STABLEDIFFUSION_MODEL",args.stablediffusion_model)
-STABLEDIFFUSION_PROMPT = os.environ.get("STABLEDIFFUSION_PROMPT", args.stablediffusion_prompt)
-PERSISTENT_DIR = os.environ.get("PERSISTENT_DIR", "/data")
-SYSTEM_PROMPT = ""
-if os.environ.get("SYSTEM_PROMPT") or args.system_prompt:
-    SYSTEM_PROMPT = os.environ.get("SYSTEM_PROMPT", args.system_prompt)
-
-LOCALAI_API_BASE = args.localai_api_base
-TTS_API_BASE = args.tts_api_base
-IMAGE_API_BASE = args.images_api_base
-EMBEDDINGS_API_BASE = args.embeddings_api_base
-
-## Constants
-REPLY_ACTION = "reply"
-PLAN_ACTION = "plan"
-
-embeddings = LocalAIEmbeddings(model=EMBEDDINGS_MODEL,openai_api_base=EMBEDDINGS_API_BASE)
-chroma_client = Chroma(collection_name="memories", persist_directory="db", embedding_function=embeddings)
-
-# Function to create images with LocalAI
-def display_avatar(agi, input_text=STABLEDIFFUSION_PROMPT, model=STABLEDIFFUSION_MODEL):
-    image_url = agi.get_avatar(input_text, model)
-    # convert the image to ascii art
-    my_art = AsciiArt.from_url(image_url)
-    my_art.to_terminal()
-
-## This function is called to ask the user if does agree on the action to take and execute
-def ask_user_confirmation(action_name, action_parameters):
-    logger.info("==> Ask user confirmation")
-    logger.info("==> action_name: {action_name}", action_name=action_name)
-    logger.info("==> action_parameters: {action_parameters}", action_parameters=action_parameters)
-    # Ask via stdin
-    logger.info("==> Do you want to execute the action? (y/n)")
-    user_input = input()
-    if user_input == "y":
-        logger.info("==> Executing action")
-        return True
-    else:
-        logger.info("==> Skipping action")
-        return False
-
-### Agent capabilities
-### These functions are called by the agent to perform actions
-###
-def save(memory, agent_actions={}, localagi=None):
-    q = json.loads(memory)
-    logger.info(">>> saving to memories: ") 
-    logger.info(q["content"])
-    chroma_client.add_texts([q["content"]],[{"id": str(uuid.uuid4())}])
-    chroma_client.persist()
-    return f"The object was saved permanently to memory."
-
-def search_memory(query, agent_actions={}, localagi=None):
-    q = json.loads(query)
-    docs = chroma_client.similarity_search(q["reasoning"])
-    text_res="Memories found in the database:\n"
-    for doc in docs:
-        text_res+="- "+doc.page_content+"\n"
-
-    #if args.postprocess:
-    #    return post_process(text_res)
-    #return text_res
-    return localagi.post_process(text_res)
-
-
-# write file to disk with content
-def save_file(arg, agent_actions={}, localagi=None):
-    arg = json.loads(arg)
-    filename = arg["filename"]
-    content = arg["content"]
-    # create persistent dir if does not exist
-    if not os.path.exists(PERSISTENT_DIR):
-        os.makedirs(PERSISTENT_DIR)
-    # write the file in the directory specified
-    filename = os.path.join(PERSISTENT_DIR, filename)
-    with open(filename, 'w') as f:
-        f.write(content)
-    return f"File {filename} saved successfully."
-
-
-def ddg(query: str, num_results: int, backend: str = "api") -> List[Dict[str, str]]:
-    """Run query through DuckDuckGo and return metadata.
-
-    Args:
-        query: The query to search for.
-        num_results: The number of results to return.
-
-    Returns:
-        A list of dictionaries with the following keys:
-            snippet - The description of the result.
-            title - The title of the result.
-            link - The link to the result.
-    """
-
-    with DDGS() as ddgs:
-        results = ddgs.text(
-            query,
-            backend=backend,
-        )
-        if results is None:
-            return [{"Result": "No good DuckDuckGo Search Result was found"}]
-
-        def to_metadata(result: Dict) -> Dict[str, str]:
-            if backend == "news":
-                return {
-                    "date": result["date"],
-                    "title": result["title"],
-                    "snippet": result["body"],
-                    "source": result["source"],
-                    "link": result["url"],
-                }
-            return {
-                "snippet": result["body"],
-                "title": result["title"],
-                "link": result["href"],
-            }
-
-        formatted_results = []
-        for i, res in enumerate(results, 1):
-            if res is not None:
-                formatted_results.append(to_metadata(res))
-            if len(formatted_results) == num_results:
-                break
-    return formatted_results
-
-## Search on duckduckgo
-def search_duckduckgo(a, agent_actions={}, localagi=None):
-    a = json.loads(a)
-    list=ddg(a["query"], args.search_results)
-
-    text_res=""   
-    for doc in list:
-        text_res+=f"""{doc["link"]}: {doc["title"]} {doc["snippet"]}\n"""  
-
-    #if args.postprocess:
-    #    return post_process(text_res)
-    return text_res
-    #l = json.dumps(list)
-    #return l
-
-### End Agent capabilities
-###
-
-### Agent action definitions
-agent_actions = {
-    "search_internet": {
-        "function": search_duckduckgo,
-        "plannable": True,
-        "description": 'For searching the internet with a query, the assistant replies with the action "search_internet" and the query to search.',
-        "signature": {
-            "name": "search_internet",
-            "description": """For searching internet.""",
-            "parameters": {
-                "type": "object",
-                "properties": {
-                    "query": {
-                        "type": "string",
-                        "description": "information to save"
-                    },
-                },
-            }
-        },
-    },
-    "save_file": {
-        "function": save_file,
-        "plannable": True,
-        "description": 'The assistant replies with the action "save_file", the filename and content to save for writing a file to disk permanently. This can be used to store the result of complex actions locally.',
-        "signature": {
-            "name": "save_file",
-            "description": """For saving a file to disk with content.""",
-            "parameters": {
-                "type": "object",
-                "properties": {
-                    "filename": {
-                        "type": "string",
-                        "description": "information to save"
-                    },
-                    "content": {
-                        "type": "string",
-                        "description": "information to save"
-                    },
-                },
-            }
-        },
-    },
-    "save_memory": {
-        "function": save,
-        "plannable": True,
-        "description": 'The assistant replies with the action "save_memory" and the string to remember or store an information that thinks it is relevant permanently.',
-        "signature": {
-            "name": "save_memory",
-            "description": """Save or store informations into memory.""",
-            "parameters": {
-                "type": "object",
-                "properties": {
-                    "content": {
-                        "type": "string",
-                        "description": "information to save"
-                    },
-                },
-                "required": ["content"]
-            }
-        },
-    },
-    "search_memory": {
-        "function": search_memory,
-        "plannable": True,
-        "description": 'The assistant replies with the action "search_memory" for searching between its memories with a query term.',
-        "signature": {
-            "name": "search_memory",
-            "description": """Search in memory""",
-            "parameters": {
-                "type": "object",
-                "properties": {
-                    "reasoning": {
-                        "type": "string",
-                        "description": "reasoning behind the intent"
-                    },
-                },
-                "required": ["reasoning"]
-            }
-        }, 
-    },
-}
-
-if __name__ == "__main__":
-    conversation_history = []
-
-    # Create a LocalAGI instance
-    logger.info("Creating LocalAGI instance")
-    localagi = LocalAGI(
-        agent_actions=agent_actions,
-        embeddings_model=EMBEDDINGS_MODEL,
-        embeddings_api_base=EMBEDDINGS_API_BASE,
-        llm_model=LLM_MODEL,
-        tts_model=VOICE_MODEL,
-        tts_api_base=TTS_API_BASE,
-        functions_model=FUNCTIONS_MODEL,
-        api_base=LOCALAI_API_BASE,
-        stablediffusion_api_base=IMAGE_API_BASE,
-        stablediffusion_model=STABLEDIFFUSION_MODEL,
-        force_action=args.force_action,
-        plan_message=args.plan_message,
-    )
-
-    # Set a system prompt if SYSTEM_PROMPT is set
-    if SYSTEM_PROMPT != "":
-        conversation_history.append({
-            "role": "system",
-            "content": SYSTEM_PROMPT
-        })
-
-    logger.info("Welcome to LocalAGI")
-
-    # Skip avatar creation if --skip-avatar is set
-    if not args.skip_avatar:
-        logger.info("Creating avatar, please wait...")
-        display_avatar(localagi)
-
-    actions = ""
-    for action in agent_actions:
-        actions+=" '"+action+"'"
-    logger.info("LocalAGI internally can do the following actions:{actions}", actions=actions)
-
-    if not args.prompt:
-        logger.info(">>> Interactive mode <<<")
-    else:
-        logger.info(">>> Prompt mode <<<")
-        logger.info(args.prompt)
-
-    # IF in prompt mode just evaluate, otherwise loop
-    if args.prompt:
-        conversation_history=localagi.evaluate(
-            args.prompt, 
-            conversation_history, 
-            critic=args.critic,
-            re_evaluate=args.re_evaluate, 
-            # Enable to lower context usage but increases LLM calls
-            postprocess=args.postprocess,
-            subtaskContext=args.subtaskContext,
-            )
-        localagi.tts_play(conversation_history[-1]["content"])
-
-    if not args.prompt or args.interactive:
-        # TODO: process functions also considering the conversation history? conversation history + input
-        logger.info(">>> Ready! What can I do for you? ( try with: plan a roadtrip to San Francisco ) <<<")
-
-        while True:
-            user_input = input(">>> ")
-            # we are going to use the args to change the evaluation behavior
-            conversation_history=localagi.evaluate(
-                user_input, 
-                conversation_history, 
-                critic=args.critic,
-                re_evaluate=args.re_evaluate, 
-                # Enable to lower context usage but increases LLM calls
-                postprocess=args.postprocess,
-                subtaskContext=args.subtaskContext,
-                )
-            localagi.tts_play(conversation_history[-1]["content"])

pkg/client/agents.go

@@ -0,0 +1,172 @@
+package localagi
+
+import (
+	"encoding/json"
+	"fmt"
+	"net/http"
+)
+
+// AgentConfig represents the configuration for an agent
+type AgentConfig struct {
+	Name          string                 `json:"name"`
+	Actions       []string               `json:"actions,omitempty"`
+	Connectors    []string               `json:"connectors,omitempty"`
+	PromptBlocks  []string               `json:"prompt_blocks,omitempty"`
+	InitialPrompt string                 `json:"initial_prompt,omitempty"`
+	Parallel      bool                   `json:"parallel,omitempty"`
+	Config        map[string]interface{} `json:"config,omitempty"`
+}
+
+// AgentStatus represents the status of an agent
+type AgentStatus struct {
+	Status string `json:"status"`
+}
+
+// ListAgents returns a list of all agents
+func (c *Client) ListAgents() ([]string, error) {
+	resp, err := c.doRequest(http.MethodGet, "/agents", nil)
+	if err != nil {
+		return nil, err
+	}
+	defer resp.Body.Close()
+
+	// The response is HTML, so we'll need to parse it properly
+	// For now, we'll just return a placeholder implementation
+	return []string{}, fmt.Errorf("ListAgents not implemented")
+}
+
+// GetAgentConfig retrieves the configuration for a specific agent
+func (c *Client) GetAgentConfig(name string) (*AgentConfig, error) {
+	path := fmt.Sprintf("/api/agent/%s/config", name)
+	resp, err := c.doRequest(http.MethodGet, path, nil)
+	if err != nil {
+		return nil, err
+	}
+	defer resp.Body.Close()
+
+	var config AgentConfig
+	if err := json.NewDecoder(resp.Body).Decode(&config); err != nil {
+		return nil, fmt.Errorf("error decoding response: %w", err)
+	}
+
+	return &config, nil
+}
+
+// CreateAgent creates a new agent with the given configuration
+func (c *Client) CreateAgent(config *AgentConfig) error {
+	resp, err := c.doRequest(http.MethodPost, "/api/agent/create", config)
+	if err != nil {
+		return err
+	}
+	defer resp.Body.Close()
+
+	var response map[string]string
+	if err := json.NewDecoder(resp.Body).Decode(&response); err != nil {
+		return fmt.Errorf("error decoding response: %w", err)
+	}
+
+	if status, ok := response["status"]; ok && status == "ok" {
+		return nil
+	}
+	return fmt.Errorf("failed to create agent: %v", response)
+}
+
+// UpdateAgentConfig updates the configuration for an existing agent
+func (c *Client) UpdateAgentConfig(name string, config *AgentConfig) error {
+	// Ensure the name in the URL matches the name in the config
+	config.Name = name
+	path := fmt.Sprintf("/api/agent/%s/config", name)
+
+	resp, err := c.doRequest(http.MethodPut, path, config)
+	if err != nil {
+		return err
+	}
+	defer resp.Body.Close()
+
+	var response map[string]string
+	if err := json.NewDecoder(resp.Body).Decode(&response); err != nil {
+		return fmt.Errorf("error decoding response: %w", err)
+	}
+
+	if status, ok := response["status"]; ok && status == "ok" {
+		return nil
+	}
+	return fmt.Errorf("failed to update agent: %v", response)
+}
+
+// DeleteAgent removes an agent
+func (c *Client) DeleteAgent(name string) error {
+	path := fmt.Sprintf("/api/agent/%s", name)
+	resp, err := c.doRequest(http.MethodDelete, path, nil)
+	if err != nil {
+		return err
+	}
+	defer resp.Body.Close()
+
+	var response map[string]string
+	if err := json.NewDecoder(resp.Body).Decode(&response); err != nil {
+		return fmt.Errorf("error decoding response: %w", err)
+	}
+
+	if status, ok := response["status"]; ok && status == "ok" {
+		return nil
+	}
+	return fmt.Errorf("failed to delete agent: %v", response)
+}
+
+// PauseAgent pauses an agent
+func (c *Client) PauseAgent(name string) error {
+	path := fmt.Sprintf("/api/agent/pause/%s", name)
+	resp, err := c.doRequest(http.MethodPut, path, nil)
+	if err != nil {
+		return err
+	}
+	defer resp.Body.Close()
+
+	var response map[string]string
+	if err := json.NewDecoder(resp.Body).Decode(&response); err != nil {
+		return fmt.Errorf("error decoding response: %w", err)
+	}
+
+	if status, ok := response["status"]; ok && status == "ok" {
+		return nil
+	}
+	return fmt.Errorf("failed to pause agent: %v", response)
+}
+
+// StartAgent starts a paused agent
+func (c *Client) StartAgent(name string) error {
+	path := fmt.Sprintf("/api/agent/start/%s", name)
+	resp, err := c.doRequest(http.MethodPut, path, nil)
+	if err != nil {
+		return err
+	}
+	defer resp.Body.Close()
+
+	var response map[string]string
+	if err := json.NewDecoder(resp.Body).Decode(&response); err != nil {
+		return fmt.Errorf("error decoding response: %w", err)
+	}
+
+	if status, ok := response["status"]; ok && status == "ok" {
+		return nil
+	}
+	return fmt.Errorf("failed to start agent: %v", response)
+}
+
+// ExportAgent exports an agent configuration
+func (c *Client) ExportAgent(name string) (*AgentConfig, error) {
+	path := fmt.Sprintf("/settings/export/%s", name)
+	resp, err := c.doRequest(http.MethodGet, path, nil)
+	if err != nil {
+		return nil, err
+	}
+	defer resp.Body.Close()
+
+	var config AgentConfig
+	if err := json.NewDecoder(resp.Body).Decode(&config); err != nil {
+		return nil, fmt.Errorf("error decoding response: %w", err)
+	}
+
+	return &config, nil
+}

pkg/client/chat.go

@@ -0,0 +1,65 @@
+package localagi
+
+import (
+	"fmt"
+	"net/http"
+	"strings"
+)
+
+// Message represents a chat message
+type Message struct {
+	Message string `json:"message"`
+}
+
+// ChatResponse represents a response from the agent
+type ChatResponse struct {
+	Response string `json:"response"`
+}
+
+// SendMessage sends a message to an agent
+func (c *Client) SendMessage(agentName, message string) error {
+	path := fmt.Sprintf("/chat/%s", agentName)
+
+	msg := Message{
+		Message: message,
+	}
+
+	resp, err := c.doRequest(http.MethodPost, path, msg)
+	if err != nil {
+		return err
+	}
+	defer resp.Body.Close()
+
+	// The response is HTML, so it's not easily parseable in this context
+	return nil
+}
+
+// Notify sends a notification to an agent
+func (c *Client) Notify(agentName, message string) error {
+	path := fmt.Sprintf("/notify/%s", agentName)
+
+	// URL encoded form data
+	form := strings.NewReader(fmt.Sprintf("message=%s", message))
+
+	req, err := http.NewRequest(http.MethodGet, c.BaseURL+path, form)
+	if err != nil {
+		return fmt.Errorf("error creating request: %w", err)
+	}
+
+	if c.APIKey != "" {
+		req.Header.Set("Authorization", "Bearer "+c.APIKey)
+	}
+	req.Header.Set("Content-Type", "application/x-www-form-urlencoded")
+
+	resp, err := c.HTTPClient.Do(req)
+	if err != nil {
+		return fmt.Errorf("error making request: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode >= 400 {
+		return fmt.Errorf("api error (status %d)", resp.StatusCode)
+	}
+
+	return nil
+}

pkg/client/client.go

@@ -0,0 +1,76 @@
+package localagi
+
+import (
+	"bytes"
+	"encoding/json"
+	"fmt"
+	"io"
+	"net/http"
+	"time"
+)
+
+// Client represents a client for the LocalAGI API
+type Client struct {
+	BaseURL    string
+	APIKey     string
+	HTTPClient *http.Client
+}
+
+// NewClient creates a new LocalAGI client
+func NewClient(baseURL string, apiKey string, timeout time.Duration) *Client {
+	if timeout == 0 {
+		timeout = time.Second * 30
+	}
+	return &Client{
+		BaseURL: baseURL,
+		APIKey:  apiKey,
+		HTTPClient: &http.Client{
+			Timeout: timeout,
+		},
+	}
+}
+
+// SetTimeout sets the HTTP client timeout
+func (c *Client) SetTimeout(timeout time.Duration) {
+	c.HTTPClient.Timeout = timeout
+}
+
+// doRequest performs an HTTP request and returns the response
+func (c *Client) doRequest(method, path string, body interface{}) (*http.Response, error) {
+	var reqBody io.Reader
+	if body != nil {
+		jsonData, err := json.Marshal(body)
+		if err != nil {
+			return nil, fmt.Errorf("error marshaling request body: %w", err)
+		}
+		reqBody = bytes.NewBuffer(jsonData)
+	}
+
+	url := fmt.Sprintf("%s%s", c.BaseURL, path)
+	req, err := http.NewRequest(method, url, reqBody)
+	if err != nil {
+		return nil, fmt.Errorf("error creating request: %w", err)
+	}
+
+	if c.APIKey != "" {
+		req.Header.Set("Authorization", "Bearer "+c.APIKey)
+	}
+
+	if body != nil {
+		req.Header.Set("Content-Type", "application/json")
+	}
+
+	resp, err := c.HTTPClient.Do(req)
+	if err != nil {
+		return nil, fmt.Errorf("error making request: %w", err)
+	}
+
+	if resp.StatusCode >= 400 {
+		// Read the error response
+		defer resp.Body.Close()
+		errorData, _ := io.ReadAll(resp.Body)
+		return resp, fmt.Errorf("api error (status %d): %s", resp.StatusCode, string(errorData))
+	}
+
+	return resp, nil
+}

pkg/client/responses.go

@@ -0,0 +1,127 @@
+package localagi
+
+import (
+	"encoding/json"
+	"fmt"
+	"net/http"
+)
+
+// RequestBody represents the message request to the AI model
+type RequestBody struct {
+	Model       string   `json:"model"`
+	Input       any      `json:"input"`
+	Temperature *float64 `json:"temperature,omitempty"`
+	MaxTokens   *int     `json:"max_output_tokens,omitempty"`
+}
+
+// InputMessage represents a user input message
+type InputMessage struct {
+	Role    string `json:"role"`
+	Content any    `json:"content"`
+}
+
+// ContentItem represents an item in a content array
+type ContentItem struct {
+	Type     string `json:"type"`
+	Text     string `json:"text,omitempty"`
+	ImageURL string `json:"image_url,omitempty"`
+}
+
+// ResponseBody represents the response from the AI model
+type ResponseBody struct {
+	CreatedAt int64             `json:"created_at"`
+	Status    string            `json:"status"`
+	Error     any               `json:"error,omitempty"`
+	Output    []ResponseMessage `json:"output"`
+}
+
+// ResponseMessage represents a message in the response
+type ResponseMessage struct {
+	Type    string               `json:"type"`
+	Status  string               `json:"status"`
+	Role    string               `json:"role"`
+	Content []MessageContentItem `json:"content"`
+}
+
+// MessageContentItem represents a content item in a message
+type MessageContentItem struct {
+	Type string `json:"type"`
+	Text string `json:"text"`
+}
+
+// GetAIResponse sends a request to the AI model and returns the response
+func (c *Client) GetAIResponse(request *RequestBody) (*ResponseBody, error) {
+	resp, err := c.doRequest(http.MethodPost, "/v1/responses", request)
+	if err != nil {
+		return nil, err
+	}
+	defer resp.Body.Close()
+
+	var response ResponseBody
+	if err := json.NewDecoder(resp.Body).Decode(&response); err != nil {
+		return nil, fmt.Errorf("error decoding response: %w", err)
+	}
+
+	// Check if there was an error in the response
+	if response.Error != nil {
+		return nil, fmt.Errorf("api error: %v", response.Error)
+	}
+
+	return &response, nil
+}
+
+// SimpleAIResponse is a helper function to get a simple text response from the AI
+func (c *Client) SimpleAIResponse(agentName, input string) (string, error) {
+	temperature := 0.7
+	request := &RequestBody{
+		Model:       agentName,
+		Input:       input,
+		Temperature: &temperature,
+	}
+
+	response, err := c.GetAIResponse(request)
+	if err != nil {
+		return "", err
+	}
+
+	// Extract the text response from the output
+	for _, msg := range response.Output {
+		if msg.Role == "assistant" {
+			for _, content := range msg.Content {
+				if content.Type == "output_text" {
+					return content.Text, nil
+				}
+			}
+		}
+	}
+
+	return "", fmt.Errorf("no text response found")
+}
+
+// ChatAIResponse sends chat messages to the AI model
+func (c *Client) ChatAIResponse(agentName string, messages []InputMessage) (string, error) {
+	temperature := 0.7
+	request := &RequestBody{
+		Model:       agentName,
+		Input:       messages,
+		Temperature: &temperature,
+	}
+
+	response, err := c.GetAIResponse(request)
+	if err != nil {
+		return "", err
+	}
+
+	// Extract the text response from the output
+	for _, msg := range response.Output {
+		if msg.Role == "assistant" {
+			for _, content := range msg.Content {
+				if content.Type == "output_text" {
+					return content.Text, nil
+				}
+			}
+		}
+	}
+
+	return "", fmt.Errorf("no text response found")
+}

pkg/config/meta.go

@@ -0,0 +1,42 @@
+package config
+
+type FieldType string
+
+const (
+	FieldTypeNumber   FieldType = "number"
+	FieldTypeText     FieldType = "text"
+	FieldTypeTextarea FieldType = "textarea"
+	FieldTypeCheckbox FieldType = "checkbox"
+	FieldTypeSelect   FieldType = "select"
+)
+
+type Tags struct {
+	Section string `json:"section,omitempty"`
+}
+
+type FieldOption struct {
+	Value string `json:"value"`
+	Label string `json:"label"`
+}
+
+type Field struct {
+	Name         string        `json:"name"`
+	Type         FieldType     `json:"type"`
+	Label        string        `json:"label"`
+	DefaultValue any           `json:"defaultValue"`
+	Placeholder  string        `json:"placeholder,omitempty"`
+	HelpText     string        `json:"helpText,omitempty"`
+	Required     bool          `json:"required,omitempty"`
+	Disabled     bool          `json:"disabled,omitempty"`
+	Options      []FieldOption `json:"options,omitempty"`
+	Min          float32       `json:"min,omitempty"`
+	Max          float32       `json:"max,omitempty"`
+	Step         float32       `json:"step,omitempty"`
+	Tags         Tags          `json:"tags,omitempty"`
+}
+
+type FieldGroup struct {
+	Name   string  `json:"name"`
+	Label  string  `json:"label"`
+	Fields []Field `json:"fields"`
+}

pkg/deepface/client.go

@@ -0,0 +1,112 @@
+package deepface
+
+// A simple Golang client for repository: https://github.com/serengil/deepface
+
+import (
+	"bytes"
+	"encoding/base64"
+	"encoding/json"
+	"fmt"
+	"io"
+	"net/http"
+	"os"
+)
+
+type DeepFaceClient struct {
+	BaseURL string
+}
+
+func NewClient(baseURL string) *DeepFaceClient {
+	return &DeepFaceClient{BaseURL: baseURL}
+}
+
+func encodeImageToBase64(imgPath string) (string, error) {
+	file, err := os.Open(imgPath)
+	if err != nil {
+		return "", err
+	}
+	defer file.Close()
+
+	buf := new(bytes.Buffer)
+	if _, err := io.Copy(buf, file); err != nil {
+		return "", err
+	}
+
+	return base64.StdEncoding.EncodeToString(buf.Bytes()), nil
+}
+
+func (c *DeepFaceClient) Represent(modelName, imgPath string) error {
+	imgBase64, err := encodeImageToBase64(imgPath)
+	if err != nil {
+		return err
+	}
+
+	data := map[string]string{
+		"model_name": modelName,
+		"img":        imgBase64,
+	}
+	jsonData, _ := json.Marshal(data)
+
+	resp, err := http.Post(c.BaseURL+"/represent", "application/json", bytes.NewBuffer(jsonData))
+	if err != nil {
+		return err
+	}
+	defer resp.Body.Close()
+
+	body, _ := io.ReadAll(resp.Body)
+	fmt.Println("Response:", string(body))
+	return nil
+}
+
+func (c *DeepFaceClient) Verify(img1Path, img2Path, modelName, detector, metric string) error {
+	img1Base64, err := encodeImageToBase64(img1Path)
+	if err != nil {
+		return err
+	}
+	img2Base64, err := encodeImageToBase64(img2Path)
+	if err != nil {
+		return err
+	}
+
+	data := map[string]string{
+		"img1":             img1Base64,
+		"img2":             img2Base64,
+		"model_name":       modelName,
+		"detector_backend": detector,
+		"distance_metric":  metric,
+	}
+	jsonData, _ := json.Marshal(data)
+
+	resp, err := http.Post(c.BaseURL+"/verify", "application/json", bytes.NewBuffer(jsonData))
+	if err != nil {
+		return err
+	}
+	defer resp.Body.Close()
+
+	body, _ := io.ReadAll(resp.Body)
+	fmt.Println("Response:", string(body))
+	return nil
+}
+
+func (c *DeepFaceClient) Analyze(imgPath string, actions []string) error {
+	imgBase64, err := encodeImageToBase64(imgPath)
+	if err != nil {
+		return err
+	}
+
+	data := map[string]interface{}{
+		"img":     imgBase64,
+		"actions": actions,
+	}
+	jsonData, _ := json.Marshal(data)
+
+	resp, err := http.Post(c.BaseURL+"/analyze", "application/json", bytes.NewBuffer(jsonData))
+	if err != nil {
+		return err
+	}
+	defer resp.Body.Close()
+
+	body, _ := io.ReadAll(resp.Body)
+	fmt.Println("Response:", string(body))
+	return nil
+}

pkg/llm/client.go

@@ -0,0 +1,28 @@
+package llm
+
+import (
+	"net/http"
+	"time"
+
+	"github.com/sashabaranov/go-openai"
+)
+
+func NewClient(APIKey, URL, timeout string) *openai.Client {
+	// Set up OpenAI client
+	if APIKey == "" {
+		//log.Fatal("OPENAI_API_KEY environment variable not set")
+		APIKey = "sk-xxx"
+	}
+	config := openai.DefaultConfig(APIKey)
+	config.BaseURL = URL
+
+	dur, err := time.ParseDuration(timeout)
+	if err != nil {
+		dur = 150 * time.Second
+	}
+
+	config.HTTPClient = &http.Client{
+		Timeout: dur,
+	}
+	return openai.NewClientWithConfig(config)
+}

pkg/llm/json.go

@@ -0,0 +1,57 @@
+package llm
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+
+	"github.com/mudler/LocalAGI/pkg/xlog"
+	"github.com/sashabaranov/go-openai"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+func GenerateTypedJSON(ctx context.Context, client *openai.Client, guidance, model string, i jsonschema.Definition, dst any) error {
+	toolName := "json"
+	decision := openai.ChatCompletionRequest{
+		Model: model,
+		Messages: []openai.ChatCompletionMessage{
+			{
+				Role:    "user",
+				Content: guidance,
+			},
+		},
+		Tools: []openai.Tool{
+			{
+
+				Type: openai.ToolTypeFunction,
+				Function: &openai.FunctionDefinition{
+					Name:       toolName,
+					Parameters: i,
+				},
+			},
+		},
+		ToolChoice: openai.ToolChoice{
+			Type:     openai.ToolTypeFunction,
+			Function: openai.ToolFunction{Name: toolName},
+		},
+	}
+
+	resp, err := client.CreateChatCompletion(ctx, decision)
+	if err != nil {
+		return err
+	}
+
+	if len(resp.Choices) != 1 {
+		return fmt.Errorf("no choices: %d", len(resp.Choices))
+	}
+
+	msg := resp.Choices[0].Message
+
+	if len(msg.ToolCalls) == 0 {
+		return fmt.Errorf("no tool calls: %d", len(msg.ToolCalls))
+	}
+
+	xlog.Debug("JSON generated", "Arguments", msg.ToolCalls[0].Function.Arguments)
+
+	return json.Unmarshal([]byte(msg.ToolCalls[0].Function.Arguments), dst)
+}

pkg/localoperator/client.go

@@ -0,0 +1,72 @@
+package localoperator
+
+import (
+	"bytes"
+	"encoding/json"
+	"fmt"
+	"net/http"
+)
+
+// Client represents a client for interacting with the LocalOperator API
+type Client struct {
+	baseURL    string
+	httpClient *http.Client
+}
+
+// NewClient creates a new API client
+func NewClient(baseURL string) *Client {
+	return &Client{
+		baseURL:    baseURL,
+		httpClient: &http.Client{},
+	}
+}
+
+// AgentRequest represents the request body for running an agent
+type AgentRequest struct {
+	Goal                string `json:"goal"`
+	MaxAttempts         int    `json:"max_attempts,omitempty"`
+	MaxNoActionAttempts int    `json:"max_no_action_attempts,omitempty"`
+}
+
+// StateDescription represents a single state in the agent's history
+type StateDescription struct {
+	CurrentURL             string `json:"current_url"`
+	PageTitle              string `json:"page_title"`
+	PageContentDescription string `json:"page_content_description"`
+	Screenshot             string `json:"screenshot"`
+	ScreenshotMimeType     string `json:"screenshot_mime_type"` // MIME type of the screenshot (e.g., "image/png")
+}
+
+// StateHistory represents the complete history of states during agent execution
+type StateHistory struct {
+	States []StateDescription `json:"states"`
+}
+
+// RunAgent sends a request to run an agent with the given goal
+func (c *Client) RunBrowserAgent(req AgentRequest) (*StateHistory, error) {
+	body, err := json.Marshal(req)
+	if err != nil {
+		return nil, fmt.Errorf("failed to marshal request: %w", err)
+	}
+
+	resp, err := c.httpClient.Post(
+		fmt.Sprintf("%s/api/browser/run", c.baseURL),
+		"application/json",
+		bytes.NewBuffer(body),
+	)
+	if err != nil {
+		return nil, fmt.Errorf("failed to send request: %w", err)
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode != http.StatusOK {
+		return nil, fmt.Errorf("unexpected status code: %d", resp.StatusCode)
+	}
+
+	var state StateHistory
+	if err := json.NewDecoder(resp.Body).Decode(&state); err != nil {
+		return nil, fmt.Errorf("failed to decode response: %w", err)
+	}
+
+	return &state, nil
+}

pkg/localrag/client.go

@@ -0,0 +1,389 @@
+// TODO: this is a duplicate of LocalRAG/pkg/client
+package localrag
+
+import (
+	"bytes"
+	"crypto/md5"
+	"encoding/hex"
+	"encoding/json"
+	"errors"
+	"fmt"
+	"io"
+	"mime/multipart"
+	"net/http"
+	"os"
+	"path/filepath"
+	"time"
+
+	"github.com/mudler/LocalAGI/core/agent"
+	"github.com/mudler/LocalAGI/pkg/xlog"
+)
+
+var _ agent.RAGDB = &WrappedClient{}
+
+type WrappedClient struct {
+	*Client
+	collection string
+}
+
+func NewWrappedClient(baseURL, apiKey, collection string) *WrappedClient {
+	wc := &WrappedClient{
+		Client:     NewClient(baseURL, apiKey),
+		collection: collection,
+	}
+
+	wc.CreateCollection(collection)
+
+	return wc
+}
+
+func (c *WrappedClient) Count() int {
+	entries, err := c.ListEntries(c.collection)
+	if err != nil {
+		return 0
+	}
+	return len(entries)
+}
+
+func (c *WrappedClient) Reset() error {
+	return c.Client.Reset(c.collection)
+}
+
+func (c *WrappedClient) Search(s string, similarity int) ([]string, error) {
+	results, err := c.Client.Search(c.collection, s, similarity)
+	if err != nil {
+		return nil, err
+	}
+	var res []string
+	for _, r := range results {
+		res = append(res, fmt.Sprintf("%s (%+v)", r.Content, r.Metadata))
+	}
+	return res, nil
+}
+
+func (c *WrappedClient) Store(s string) error {
+	// the Client API of LocalRAG takes only files at the moment.
+	// So we take the string that we want to store, write it to a file, and then store the file.
+	t := time.Now()
+	dateTime := t.Format("2006-01-02-15-04-05")
+	hash := md5.Sum([]byte(s))
+	fileName := fmt.Sprintf("%s-%s.%s", dateTime, hex.EncodeToString(hash[:]), "txt")
+
+	xlog.Debug("Storing string in LocalRAG", "collection", c.collection, "fileName", fileName)
+
+	tempdir, err := os.MkdirTemp("", "localrag")
+	if err != nil {
+		return err
+	}
+
+	defer os.RemoveAll(tempdir)
+
+	f := filepath.Join(tempdir, fileName)
+	err = os.WriteFile(f, []byte(s), 0644)
+	if err != nil {
+		return err
+	}
+
+	defer os.Remove(f)
+	return c.Client.Store(c.collection, f)
+}
+
+// Result represents a single result from a query.
+type Result struct {
+	ID        string
+	Metadata  map[string]string
+	Embedding []float32
+	Content   string
+
+	// The cosine similarity between the query and the document.
+	// The higher the value, the more similar the document is to the query.
+	// The value is in the range [-1, 1].
+	Similarity float32
+}
+
+// Client is a client for the RAG API
+type Client struct {
+	BaseURL string
+	APIKey  string
+}
+
+// NewClient creates a new RAG API client
+func NewClient(baseURL, apiKey string) *Client {
+	return &Client{
+		BaseURL: baseURL,
+		APIKey:  apiKey,
+	}
+}
+
+// Add a helper method to set the Authorization header
+func (c *Client) addAuthHeader(req *http.Request) {
+	if c.APIKey == "" {
+		return
+	}
+	req.Header.Set("Authorization", "Bearer "+c.APIKey)
+}
+
+// CreateCollection creates a new collection
+func (c *Client) CreateCollection(name string) error {
+	url := fmt.Sprintf("%s/api/collections", c.BaseURL)
+
+	type request struct {
+		Name string `json:"name"`
+	}
+
+	payload, err := json.Marshal(request{Name: name})
+	if err != nil {
+		return err
+	}
+
+	req, err := http.NewRequest(http.MethodPost, url, bytes.NewBuffer(payload))
+	if err != nil {
+		return err
+	}
+	req.Header.Set("Content-Type", "application/json")
+	c.addAuthHeader(req)
+
+	client := &http.Client{}
+	resp, err := client.Do(req)
+	if err != nil {
+		return err
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode != http.StatusCreated {
+		return errors.New("failed to create collection")
+	}
+
+	return nil
+}
+
+// ListCollections lists all collections
+func (c *Client) ListCollections() ([]string, error) {
+	url := fmt.Sprintf("%s/api/collections", c.BaseURL)
+
+	req, err := http.NewRequest(http.MethodGet, url, nil)
+	if err != nil {
+		return nil, err
+	}
+	c.addAuthHeader(req)
+
+	client := &http.Client{}
+	resp, err := client.Do(req)
+	if err != nil {
+		return nil, err
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode != http.StatusOK {
+		return nil, errors.New("failed to list collections")
+	}
+
+	var collections []string
+	err = json.NewDecoder(resp.Body).Decode(&collections)
+	if err != nil {
+		return nil, err
+	}
+
+	return collections, nil
+}
+
+// ListEntries lists all entries in a collection
+func (c *Client) ListEntries(collection string) ([]string, error) {
+	url := fmt.Sprintf("%s/api/collections/%s/entries", c.BaseURL, collection)
+
+	req, err := http.NewRequest(http.MethodGet, url, nil)
+	if err != nil {
+		return nil, err
+	}
+	c.addAuthHeader(req)
+
+	client := &http.Client{}
+	resp, err := client.Do(req)
+	if err != nil {
+		return nil, err
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode != http.StatusOK {
+		return nil, errors.New("failed to list entries")
+	}
+
+	var entries []string
+	err = json.NewDecoder(resp.Body).Decode(&entries)
+	if err != nil {
+		return nil, err
+	}
+
+	return entries, nil
+}
+
+// DeleteEntry deletes an entry in a collection
+func (c *Client) DeleteEntry(collection, entry string) ([]string, error) {
+	url := fmt.Sprintf("%s/api/collections/%s/entry/delete", c.BaseURL, collection)
+
+	type request struct {
+		Entry string `json:"entry"`
+	}
+
+	payload, err := json.Marshal(request{Entry: entry})
+	if err != nil {
+		return nil, err
+	}
+
+	req, err := http.NewRequest(http.MethodDelete, url, bytes.NewBuffer(payload))
+	if err != nil {
+		return nil, err
+	}
+	req.Header.Set("Content-Type", "application/json")
+	c.addAuthHeader(req)
+
+	client := &http.Client{}
+	resp, err := client.Do(req)
+	if err != nil {
+		return nil, err
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode != http.StatusOK {
+		bodyResult := new(bytes.Buffer)
+		bodyResult.ReadFrom(resp.Body)
+		return nil, errors.New("failed to delete entry: " + bodyResult.String())
+	}
+
+	var results []string
+	err = json.NewDecoder(resp.Body).Decode(&results)
+	if err != nil {
+		return nil, err
+	}
+
+	return results, nil
+}
+
+// Search searches a collection
+func (c *Client) Search(collection, query string, maxResults int) ([]Result, error) {
+	url := fmt.Sprintf("%s/api/collections/%s/search", c.BaseURL, collection)
+
+	type request struct {
+		Query      string `json:"query"`
+		MaxResults int    `json:"max_results"`
+	}
+
+	payload, err := json.Marshal(request{Query: query, MaxResults: maxResults})
+	if err != nil {
+		return nil, err
+	}
+
+	req, err := http.NewRequest(http.MethodPost, url, bytes.NewBuffer(payload))
+	if err != nil {
+		return nil, err
+	}
+	req.Header.Set("Content-Type", "application/json")
+	c.addAuthHeader(req)
+
+	client := &http.Client{}
+	resp, err := client.Do(req)
+	if err != nil {
+		return nil, err
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode != http.StatusOK {
+		return nil, errors.New("failed to search collection")
+	}
+
+	var results []Result
+	err = json.NewDecoder(resp.Body).Decode(&results)
+	if err != nil {
+		return nil, err
+	}
+
+	return results, nil
+}
+
+// Reset resets a collection
+func (c *Client) Reset(collection string) error {
+	url := fmt.Sprintf("%s/api/collections/%s/reset", c.BaseURL, collection)
+
+	req, err := http.NewRequest(http.MethodPost, url, nil)
+	if err != nil {
+		return err
+	}
+	c.addAuthHeader(req)
+
+	client := &http.Client{}
+	resp, err := client.Do(req)
+	if err != nil {
+		return err
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode != http.StatusOK {
+		b := new(bytes.Buffer)
+		b.ReadFrom(resp.Body)
+		return errors.New("failed to reset collection: " + b.String())
+	}
+
+	return nil
+}
+
+// Store uploads a file to a collection
+func (c *Client) Store(collection, filePath string) error {
+	url := fmt.Sprintf("%s/api/collections/%s/upload", c.BaseURL, collection)
+
+	file, err := os.Open(filePath)
+	if err != nil {
+		return err
+	}
+	defer file.Close()
+
+	body := &bytes.Buffer{}
+	writer := multipart.NewWriter(body)
+
+	part, err := writer.CreateFormFile("file", file.Name())
+	if err != nil {
+		return err
+	}
+
+	_, err = io.Copy(part, file)
+	if err != nil {
+		return err
+	}
+
+	err = writer.Close()
+	if err != nil {
+		return err
+	}
+
+	req, err := http.NewRequest(http.MethodPost, url, body)
+	if err != nil {
+		return err
+	}
+	req.Header.Set("Content-Type", writer.FormDataContentType())
+	c.addAuthHeader(req)
+
+	client := &http.Client{}
+	resp, err := client.Do(req)
+	if err != nil {
+		return err
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode != http.StatusOK {
+		b := new(bytes.Buffer)
+		b.ReadFrom(resp.Body)
+
+		type response struct {
+			Error string `json:"error"`
+		}
+
+		var r response
+		err = json.Unmarshal(b.Bytes(), &r)
+		if err == nil {
+			return errors.New("failed to upload file: " + r.Error)
+		}
+
+		return errors.New("failed to upload file")
+	}
+
+	return nil
+}

pkg/stdio/client.go

@@ -0,0 +1,325 @@
+package stdio
+
+import (
+	"bytes"
+	"context"
+	"encoding/json"
+	"fmt"
+	"io"
+	"log"
+	"net/http"
+	"net/url"
+	"sync"
+	"time"
+
+	"github.com/gorilla/websocket"
+)
+
+// Client implements the transport.Interface for stdio processes
+type Client struct {
+	baseURL   string
+	processes map[string]*Process
+	groups    map[string][]string
+	mu        sync.RWMutex
+}
+
+// NewClient creates a new stdio transport client
+func NewClient(baseURL string) *Client {
+	return &Client{
+		baseURL:   baseURL,
+		processes: make(map[string]*Process),
+		groups:    make(map[string][]string),
+	}
+}
+
+// CreateProcess starts a new process in a group
+func (c *Client) CreateProcess(ctx context.Context, command string, args []string, env []string, groupID string) (*Process, error) {
+	log.Printf("Creating process: command=%s, args=%v, groupID=%s", command, args, groupID)
+
+	req := struct {
+		Command string   `json:"command"`
+		Args    []string `json:"args"`
+		Env     []string `json:"env"`
+		GroupID string   `json:"group_id"`
+	}{
+		Command: command,
+		Args:    args,
+		Env:     env,
+		GroupID: groupID,
+	}
+
+	reqBody, err := json.Marshal(req)
+	if err != nil {
+		return nil, fmt.Errorf("failed to marshal request: %w", err)
+	}
+
+	url := fmt.Sprintf("%s/processes", c.baseURL)
+	log.Printf("Sending POST request to %s", url)
+
+	resp, err := http.Post(url, "application/json", bytes.NewReader(reqBody))
+	if err != nil {
+		return nil, fmt.Errorf("failed to start process: %w", err)
+	}
+	defer resp.Body.Close()
+
+	log.Printf("Received response with status: %d", resp.StatusCode)
+
+	var result struct {
+		ID string `json:"id"`
+	}
+
+	body, _ := io.ReadAll(resp.Body)
+
+	if err := json.Unmarshal(body, &result); err != nil {
+		return nil, fmt.Errorf("failed to decode response: %w. body: %s", err, string(body))
+	}
+
+	log.Printf("Successfully created process with ID: %s", result.ID)
+
+	process := &Process{
+		ID:        result.ID,
+		GroupID:   groupID,
+		CreatedAt: time.Now(),
+	}
+
+	c.mu.Lock()
+	c.processes[process.ID] = process
+	if groupID != "" {
+		c.groups[groupID] = append(c.groups[groupID], process.ID)
+	}
+	c.mu.Unlock()
+
+	return process, nil
+}
+
+// GetProcess returns a process by ID
+func (c *Client) GetProcess(id string) (*Process, error) {
+	c.mu.RLock()
+	process, exists := c.processes[id]
+	c.mu.RUnlock()
+
+	if !exists {
+		return nil, fmt.Errorf("process not found: %s", id)
+	}
+
+	return process, nil
+}
+
+// GetGroupProcesses returns all processes in a group
+func (c *Client) GetGroupProcesses(groupID string) ([]*Process, error) {
+	c.mu.RLock()
+	processIDs, exists := c.groups[groupID]
+	if !exists {
+		c.mu.RUnlock()
+		return nil, fmt.Errorf("group not found: %s", groupID)
+	}
+
+	processes := make([]*Process, 0, len(processIDs))
+	for _, pid := range processIDs {
+		if process, exists := c.processes[pid]; exists {
+			processes = append(processes, process)
+		}
+	}
+	c.mu.RUnlock()
+
+	return processes, nil
+}
+
+// StopProcess stops a single process
+func (c *Client) StopProcess(id string) error {
+	c.mu.Lock()
+	process, exists := c.processes[id]
+	if !exists {
+		c.mu.Unlock()
+		return fmt.Errorf("process not found: %s", id)
+	}
+
+	// Remove from group if it exists
+	if process.GroupID != "" {
+		groupProcesses := c.groups[process.GroupID]
+		for i, pid := range groupProcesses {
+			if pid == id {
+				c.groups[process.GroupID] = append(groupProcesses[:i], groupProcesses[i+1:]...)
+				break
+			}
+		}
+		if len(c.groups[process.GroupID]) == 0 {
+			delete(c.groups, process.GroupID)
+		}
+	}
+
+	delete(c.processes, id)
+	c.mu.Unlock()
+
+	req, err := http.NewRequest(
+		"DELETE",
+		fmt.Sprintf("%s/processes/%s", c.baseURL, id),
+		nil,
+	)
+	if err != nil {
+		return fmt.Errorf("failed to create request: %w", err)
+	}
+
+	resp, err := http.DefaultClient.Do(req)
+	if err != nil {
+		return fmt.Errorf("failed to stop process: %w", err)
+	}
+	resp.Body.Close()
+
+	return nil
+}
+
+// StopGroup stops all processes in a group
+func (c *Client) StopGroup(groupID string) error {
+	c.mu.Lock()
+	processIDs, exists := c.groups[groupID]
+	if !exists {
+		c.mu.Unlock()
+		return fmt.Errorf("group not found: %s", groupID)
+	}
+	c.mu.Unlock()
+
+	for _, pid := range processIDs {
+		if err := c.StopProcess(pid); err != nil {
+			return fmt.Errorf("failed to stop process %s in group %s: %w", pid, groupID, err)
+		}
+	}
+
+	return nil
+}
+
+// ListGroups returns all group IDs
+func (c *Client) ListGroups() []string {
+	c.mu.RLock()
+	defer c.mu.RUnlock()
+
+	groups := make([]string, 0, len(c.groups))
+	for groupID := range c.groups {
+		groups = append(groups, groupID)
+	}
+	return groups
+}
+
+// GetProcessIO returns io.Reader and io.Writer for a process
+func (c *Client) GetProcessIO(id string) (io.Reader, io.Writer, error) {
+	log.Printf("Getting IO for process: %s", id)
+
+	process, err := c.GetProcess(id)
+	if err != nil {
+		return nil, nil, err
+	}
+
+	// Parse the base URL to get the host
+	baseURL, err := url.Parse(c.baseURL)
+	if err != nil {
+		return nil, nil, fmt.Errorf("failed to parse base URL: %w", err)
+	}
+
+	// Connect to WebSocket
+	u := url.URL{
+		Scheme: "ws",
+		Host:   baseURL.Host,
+		Path:   fmt.Sprintf("/ws/%s", process.ID),
+	}
+
+	log.Printf("Connecting to WebSocket at: %s", u.String())
+
+	conn, _, err := websocket.DefaultDialer.Dial(u.String(), nil)
+	if err != nil {
+		return nil, nil, fmt.Errorf("failed to connect to WebSocket: %w", err)
+	}
+
+	log.Printf("Successfully connected to WebSocket for process: %s", id)
+
+	// Create reader and writer
+	reader := &websocketReader{conn: conn}
+	writer := &websocketWriter{conn: conn}
+
+	return reader, writer, nil
+}
+
+// websocketReader implements io.Reader for WebSocket
+type websocketReader struct {
+	conn *websocket.Conn
+}
+
+func (r *websocketReader) Read(p []byte) (n int, err error) {
+	_, message, err := r.conn.ReadMessage()
+	if err != nil {
+		return 0, err
+	}
+	n = copy(p, message)
+	return n, nil
+}
+
+// websocketWriter implements io.Writer for WebSocket
+type websocketWriter struct {
+	conn *websocket.Conn
+}
+
+func (w *websocketWriter) Write(p []byte) (n int, err error) {
+	// Use BinaryMessage type for better compatibility
+	err = w.conn.WriteMessage(websocket.BinaryMessage, p)
+	if err != nil {
+		return 0, fmt.Errorf("failed to write WebSocket message: %w", err)
+	}
+	return len(p), nil
+}
+
+// Close closes all connections and stops all processes
+func (c *Client) Close() error {
+	c.mu.Lock()
+	defer c.mu.Unlock()
+
+	// Stop all processes
+	for id := range c.processes {
+		if err := c.StopProcess(id); err != nil {
+			return fmt.Errorf("failed to stop process %s: %w", id, err)
+		}
+	}
+
+	return nil
+}
+
+// RunProcess executes a command and returns its output
+func (c *Client) RunProcess(ctx context.Context, command string, args []string, env []string) (string, error) {
+	log.Printf("Running one-time process: command=%s, args=%v", command, args)
+
+	req := struct {
+		Command string   `json:"command"`
+		Args    []string `json:"args"`
+		Env     []string `json:"env"`
+	}{
+		Command: command,
+		Args:    args,
+		Env:     env,
+	}
+
+	reqBody, err := json.Marshal(req)
+	if err != nil {
+		return "", fmt.Errorf("failed to marshal request: %w", err)
+	}
+
+	url := fmt.Sprintf("%s/run", c.baseURL)
+	log.Printf("Sending POST request to %s", url)
+
+	resp, err := http.Post(url, "application/json", bytes.NewReader(reqBody))
+	if err != nil {
+		return "", fmt.Errorf("failed to execute process: %w", err)
+	}
+	defer resp.Body.Close()
+
+	log.Printf("Received response with status: %d", resp.StatusCode)
+
+	var result struct {
+		Output string `json:"output"`
+	}
+
+	if err := json.NewDecoder(resp.Body).Decode(&result); err != nil {
+		body, _ := io.ReadAll(resp.Body)
+		return "", fmt.Errorf("failed to decode response: %w. body: %s", err, string(body))
+	}
+
+	log.Printf("Successfully executed process with output length: %d", len(result.Output))
+	return result.Output, nil
+}

pkg/stdio/client_suite_test.go

@@ -0,0 +1,28 @@
+package stdio
+
+import (
+	"os"
+	"testing"
+
+	. "github.com/onsi/ginkgo/v2"
+	. "github.com/onsi/gomega"
+)
+
+func TestSTDIOTransport(t *testing.T) {
+	RegisterFailHandler(Fail)
+	RunSpecs(t, "STDIOTransport test suite")
+}
+
+var baseURL string
+
+func init() {
+	baseURL = os.Getenv("LOCALAGI_MCPBOX_URL")
+	if baseURL == "" {
+		baseURL = "http://localhost:8080"
+	}
+}
+
+var _ = AfterSuite(func() {
+	client := NewClient(baseURL)
+	client.StopGroup("test-group")
+})

pkg/stdio/client_test.go

@@ -0,0 +1,235 @@
+package stdio
+
+import (
+	"context"
+	"time"
+
+	mcp "github.com/metoro-io/mcp-golang"
+	"github.com/metoro-io/mcp-golang/transport/stdio"
+	"github.com/mudler/LocalAGI/pkg/xlog"
+	. "github.com/onsi/ginkgo/v2"
+	. "github.com/onsi/gomega"
+)
+
+var _ = Describe("Client", func() {
+	var (
+		client *Client
+	)
+
+	BeforeEach(func() {
+		client = NewClient(baseURL)
+	})
+
+	AfterEach(func() {
+		if client != nil {
+			Expect(client.Close()).To(Succeed())
+		}
+	})
+
+	Context("Process Management", func() {
+		It("should create and stop a process", func() {
+			ctx := context.Background()
+			// Use a command that doesn't exit immediately
+			process, err := client.CreateProcess(ctx, "sh", []string{"-c", "echo 'Hello, World!'; sleep 10"}, []string{}, "test-group")
+			Expect(err).NotTo(HaveOccurred())
+			Expect(process).NotTo(BeNil())
+			Expect(process.ID).NotTo(BeEmpty())
+
+			// Get process IO
+			reader, writer, err := client.GetProcessIO(process.ID)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(reader).NotTo(BeNil())
+			Expect(writer).NotTo(BeNil())
+
+			// Write to process
+			_, err = writer.Write([]byte("test input\n"))
+			Expect(err).NotTo(HaveOccurred())
+
+			// Read from process with timeout
+			buf := make([]byte, 1024)
+			readDone := make(chan struct{})
+			var readErr error
+			var readN int
+
+			go func() {
+				readN, readErr = reader.Read(buf)
+				close(readDone)
+			}()
+
+			// Wait for read with timeout
+			select {
+			case <-readDone:
+				Expect(readErr).NotTo(HaveOccurred())
+				Expect(readN).To(BeNumerically(">", 0))
+				Expect(string(buf[:readN])).To(ContainSubstring("Hello, World!"))
+			case <-time.After(5 * time.Second):
+				Fail("Timeout waiting for process output")
+			}
+
+			// Stop the process
+			err = client.StopProcess(process.ID)
+			Expect(err).NotTo(HaveOccurred())
+		})
+
+		It("should manage process groups", func() {
+			ctx := context.Background()
+			groupID := "test-group"
+
+			// Create multiple processes in the same group
+			process1, err := client.CreateProcess(ctx, "sh", []string{"-c", "echo 'Process 1'; sleep 1"}, []string{}, groupID)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(process1).NotTo(BeNil())
+
+			process2, err := client.CreateProcess(ctx, "sh", []string{"-c", "echo 'Process 2'; sleep 1"}, []string{}, groupID)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(process2).NotTo(BeNil())
+
+			// Get group processes
+			processes, err := client.GetGroupProcesses(groupID)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(processes).To(HaveLen(2))
+
+			// List groups
+			groups := client.ListGroups()
+			Expect(groups).To(ContainElement(groupID))
+
+			// Stop the group
+			err = client.StopGroup(groupID)
+			Expect(err).NotTo(HaveOccurred())
+		})
+
+		It("should run a one-time process", func() {
+			ctx := context.Background()
+			output, err := client.RunProcess(ctx, "echo", []string{"One-time process"}, []string{})
+			Expect(err).NotTo(HaveOccurred())
+			Expect(output).To(ContainSubstring("One-time process"))
+		})
+
+		It("should handle process with environment variables", func() {
+			ctx := context.Background()
+			env := []string{"TEST_VAR=test_value"}
+			process, err := client.CreateProcess(ctx, "sh", []string{"-c", "env | grep TEST_VAR; sleep 1"}, env, "test-group")
+			Expect(err).NotTo(HaveOccurred())
+			Expect(process).NotTo(BeNil())
+
+			// Get process IO
+			reader, _, err := client.GetProcessIO(process.ID)
+			Expect(err).NotTo(HaveOccurred())
+
+			// Read environment variables with timeout
+			buf := make([]byte, 1024)
+			readDone := make(chan struct{})
+			var readErr error
+			var readN int
+
+			go func() {
+				readN, readErr = reader.Read(buf)
+				close(readDone)
+			}()
+
+			// Wait for read with timeout
+			select {
+			case <-readDone:
+				Expect(readErr).NotTo(HaveOccurred())
+				Expect(readN).To(BeNumerically(">", 0))
+				Expect(string(buf[:readN])).To(ContainSubstring("TEST_VAR=test_value"))
+			case <-time.After(5 * time.Second):
+				Fail("Timeout waiting for process output")
+			}
+
+			// Stop the process
+			err = client.StopProcess(process.ID)
+			Expect(err).NotTo(HaveOccurred())
+		})
+
+		It("should handle long-running processes", func() {
+			ctx := context.Background()
+			process, err := client.CreateProcess(ctx, "sh", []string{"-c", "echo 'Starting long process'; sleep 5"}, []string{}, "test-group")
+			Expect(err).NotTo(HaveOccurred())
+			Expect(process).NotTo(BeNil())
+
+			// Get process IO
+			reader, _, err := client.GetProcessIO(process.ID)
+			Expect(err).NotTo(HaveOccurred())
+
+			// Read initial output
+			buf := make([]byte, 1024)
+			readDone := make(chan struct{})
+			var readErr error
+			var readN int
+
+			go func() {
+				readN, readErr = reader.Read(buf)
+				close(readDone)
+			}()
+
+			// Wait for read with timeout
+			select {
+			case <-readDone:
+				Expect(readErr).NotTo(HaveOccurred())
+				Expect(readN).To(BeNumerically(">", 0))
+				Expect(string(buf[:readN])).To(ContainSubstring("Starting long process"))
+			case <-time.After(5 * time.Second):
+				Fail("Timeout waiting for process output")
+			}
+
+			// Wait a bit to ensure process is running
+			time.Sleep(time.Second)
+
+			// Stop the process
+			err = client.StopProcess(process.ID)
+			Expect(err).NotTo(HaveOccurred())
+		})
+
+		It("MCP", func() {
+			ctx := context.Background()
+			process, err := client.CreateProcess(ctx,
+				"docker", []string{"run", "-i", "--rm", "-e", "GITHUB_PERSONAL_ACCESS_TOKEN", "ghcr.io/github/github-mcp-server"},
+				[]string{"GITHUB_PERSONAL_ACCESS_TOKEN=test"}, "test-group")
+			Expect(err).NotTo(HaveOccurred())
+			Expect(process).NotTo(BeNil())
+			Expect(process.ID).NotTo(BeEmpty())
+
+			defer client.StopProcess(process.ID)
+
+			// MCP client
+
+			read, writer, err := client.GetProcessIO(process.ID)
+			Expect(err).NotTo(HaveOccurred())
+			Expect(read).NotTo(BeNil())
+			Expect(writer).NotTo(BeNil())
+
+			transport := stdio.NewStdioServerTransportWithIO(read, writer)
+
+			// Create a new client
+			mcpClient := mcp.NewClient(transport)
+			// Initialize the client
+			response, e := mcpClient.Initialize(ctx)
+			Expect(e).NotTo(HaveOccurred())
+			Expect(response).NotTo(BeNil())
+
+			Expect(mcpClient.Ping(ctx)).To(Succeed())
+
+			xlog.Debug("Client initialized: %v", response.Instructions)
+
+			alltools := []mcp.ToolRetType{}
+			var cursor *string
+			for {
+				tools, err := mcpClient.ListTools(ctx, cursor)
+				Expect(err).NotTo(HaveOccurred())
+				Expect(tools).NotTo(BeNil())
+				Expect(tools.Tools).NotTo(BeEmpty())
+				alltools = append(alltools, tools.Tools...)
+
+				if tools.NextCursor == nil {
+					break // No more pages
+				}
+				cursor = tools.NextCursor
+			}
+
+			for _, tool := range alltools {
+				xlog.Debug("Tool: %v", tool)
+			}
+		})
+	})
+})

pkg/stdio/server.go

@@ -0,0 +1,473 @@
+package stdio
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"io"
+	"log"
+	"net/http"
+	"os"
+	"os/exec"
+	"sync"
+	"time"
+
+	"github.com/gorilla/websocket"
+	"github.com/mudler/LocalAGI/pkg/xlog"
+)
+
+// Process represents a running process with its stdio streams
+type Process struct {
+	ID        string
+	GroupID   string
+	Cmd       *exec.Cmd
+	Stdin     io.WriteCloser
+	Stdout    io.ReadCloser
+	Stderr    io.ReadCloser
+	CreatedAt time.Time
+}
+
+// Server handles process management and stdio streaming
+type Server struct {
+	processes map[string]*Process
+	groups    map[string][]string // maps group ID to process IDs
+	mu        sync.RWMutex
+	upgrader  websocket.Upgrader
+}
+
+// NewServer creates a new stdio server
+func NewServer() *Server {
+	return &Server{
+		processes: make(map[string]*Process),
+		groups:    make(map[string][]string),
+		upgrader:  websocket.Upgrader{},
+	}
+}
+
+// StartProcess starts a new process and returns its ID
+func (s *Server) StartProcess(ctx context.Context, command string, args []string, env []string, groupID string) (string, error) {
+	xlog.Debug("Starting process", "command", command, "args", args, "groupID", groupID)
+
+	cmd := exec.CommandContext(ctx, command, args...)
+
+	if len(env) > 0 {
+		cmd.Env = append(os.Environ(), env...)
+		xlog.Debug("Process environment", "env", cmd.Env)
+	}
+
+	stdin, err := cmd.StdinPipe()
+	if err != nil {
+		return "", fmt.Errorf("failed to create stdin pipe: %w", err)
+	}
+
+	stdout, err := cmd.StdoutPipe()
+	if err != nil {
+		return "", fmt.Errorf("failed to create stdout pipe: %w", err)
+	}
+
+	stderr, err := cmd.StderrPipe()
+	if err != nil {
+		return "", fmt.Errorf("failed to create stderr pipe: %w", err)
+	}
+
+	if err := cmd.Start(); err != nil {
+		return "", fmt.Errorf("failed to start process: %w", err)
+	}
+
+	process := &Process{
+		ID:        fmt.Sprintf("%d", time.Now().UnixNano()),
+		GroupID:   groupID,
+		Cmd:       cmd,
+		Stdin:     stdin,
+		Stdout:    stdout,
+		Stderr:    stderr,
+		CreatedAt: time.Now(),
+	}
+
+	s.mu.Lock()
+	s.processes[process.ID] = process
+	if groupID != "" {
+		s.groups[groupID] = append(s.groups[groupID], process.ID)
+	}
+	s.mu.Unlock()
+
+	xlog.Debug("Successfully started process", "id", process.ID, "pid", cmd.Process.Pid)
+	return process.ID, nil
+}
+
+// StopProcess stops a running process
+func (s *Server) StopProcess(id string) error {
+	s.mu.Lock()
+	process, exists := s.processes[id]
+	if !exists {
+		s.mu.Unlock()
+		return fmt.Errorf("process not found: %s", id)
+	}
+
+	xlog.Debug("Stopping process", "processID", id, "pid", process.Cmd.Process.Pid)
+
+	// Remove from group if it exists
+	if process.GroupID != "" {
+		groupProcesses := s.groups[process.GroupID]
+		for i, pid := range groupProcesses {
+			if pid == id {
+				s.groups[process.GroupID] = append(groupProcesses[:i], groupProcesses[i+1:]...)
+				break
+			}
+		}
+		if len(s.groups[process.GroupID]) == 0 {
+			delete(s.groups, process.GroupID)
+		}
+	}
+
+	delete(s.processes, id)
+	s.mu.Unlock()
+
+	if err := process.Cmd.Process.Kill(); err != nil {
+		xlog.Debug("Failed to kill process", "processID", id, "pid", process.Cmd.Process.Pid, "error", err)
+		return fmt.Errorf("failed to kill process: %w", err)
+	}
+
+	xlog.Debug("Successfully killed process", "processID", id, "pid", process.Cmd.Process.Pid)
+	return nil
+}
+
+// StopGroup stops all processes in a group
+func (s *Server) StopGroup(groupID string) error {
+	s.mu.Lock()
+	processIDs, exists := s.groups[groupID]
+	if !exists {
+		s.mu.Unlock()
+		return fmt.Errorf("group not found: %s", groupID)
+	}
+	s.mu.Unlock()
+
+	for _, pid := range processIDs {
+		if err := s.StopProcess(pid); err != nil {
+			return fmt.Errorf("failed to stop process %s in group %s: %w", pid, groupID, err)
+		}
+	}
+
+	return nil
+}
+
+// GetGroupProcesses returns all processes in a group
+func (s *Server) GetGroupProcesses(groupID string) ([]*Process, error) {
+	s.mu.RLock()
+	processIDs, exists := s.groups[groupID]
+	if !exists {
+		s.mu.RUnlock()
+		return nil, fmt.Errorf("group not found: %s", groupID)
+	}
+
+	processes := make([]*Process, 0, len(processIDs))
+	for _, pid := range processIDs {
+		if process, exists := s.processes[pid]; exists {
+			processes = append(processes, process)
+		}
+	}
+	s.mu.RUnlock()
+
+	return processes, nil
+}
+
+// ListGroups returns all group IDs
+func (s *Server) ListGroups() []string {
+	s.mu.RLock()
+	defer s.mu.RUnlock()
+
+	groups := make([]string, 0, len(s.groups))
+	for groupID := range s.groups {
+		groups = append(groups, groupID)
+	}
+	return groups
+}
+
+// GetProcess returns a process by ID
+func (s *Server) GetProcess(id string) (*Process, error) {
+	s.mu.RLock()
+	process, exists := s.processes[id]
+	s.mu.RUnlock()
+
+	if !exists {
+		return nil, fmt.Errorf("process not found: %s", id)
+	}
+
+	return process, nil
+}
+
+// ListProcesses returns all running processes
+func (s *Server) ListProcesses() []*Process {
+	s.mu.RLock()
+	defer s.mu.RUnlock()
+
+	processes := make([]*Process, 0, len(s.processes))
+	for _, p := range s.processes {
+		processes = append(processes, p)
+	}
+
+	return processes
+}
+
+// RunProcess executes a command and returns its output
+func (s *Server) RunProcess(ctx context.Context, command string, args []string, env []string) (string, error) {
+	cmd := exec.CommandContext(ctx, command, args...)
+
+	if len(env) > 0 {
+		cmd.Env = append(os.Environ(), env...)
+	}
+
+	output, err := cmd.CombinedOutput()
+	if err != nil {
+		return string(output), fmt.Errorf("process failed: %w", err)
+	}
+
+	return string(output), nil
+}
+
+// Start starts the HTTP server
+func (s *Server) Start(addr string) error {
+	http.HandleFunc("/processes", s.handleProcesses)
+	http.HandleFunc("/processes/", s.handleProcess)
+	http.HandleFunc("/ws/", s.handleWebSocket)
+	http.HandleFunc("/groups", s.handleGroups)
+	http.HandleFunc("/groups/", s.handleGroup)
+	http.HandleFunc("/run", s.handleRun)
+
+	return http.ListenAndServe(addr, nil)
+}
+
+func (s *Server) handleProcesses(w http.ResponseWriter, r *http.Request) {
+	log.Printf("Handling /processes request: method=%s", r.Method)
+
+	switch r.Method {
+	case http.MethodGet:
+		processes := s.ListProcesses()
+		json.NewEncoder(w).Encode(processes)
+	case http.MethodPost:
+		var req struct {
+			Command string   `json:"command"`
+			Args    []string `json:"args"`
+			Env     []string `json:"env"`
+			GroupID string   `json:"group_id"`
+		}
+		if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
+			http.Error(w, err.Error(), http.StatusBadRequest)
+			return
+		}
+
+		id, err := s.StartProcess(context.Background(), req.Command, req.Args, req.Env, req.GroupID)
+		if err != nil {
+			http.Error(w, err.Error(), http.StatusInternalServerError)
+			return
+		}
+
+		w.Header().Set("Content-Type", "application/json")
+		json.NewEncoder(w).Encode(map[string]string{"id": id})
+	default:
+		http.Error(w, "Method not allowed", http.StatusMethodNotAllowed)
+	}
+}
+
+func (s *Server) handleProcess(w http.ResponseWriter, r *http.Request) {
+	id := r.URL.Path[len("/processes/"):]
+
+	switch r.Method {
+	case http.MethodGet:
+		process, err := s.GetProcess(id)
+		if err != nil {
+			http.Error(w, err.Error(), http.StatusNotFound)
+			return
+		}
+		json.NewEncoder(w).Encode(process)
+	case http.MethodDelete:
+		if err := s.StopProcess(id); err != nil {
+			http.Error(w, err.Error(), http.StatusNotFound)
+			return
+		}
+		w.WriteHeader(http.StatusNoContent)
+	default:
+		http.Error(w, "Method not allowed", http.StatusMethodNotAllowed)
+	}
+}
+
+func (s *Server) handleWebSocket(w http.ResponseWriter, r *http.Request) {
+	id := r.URL.Path[len("/ws/"):]
+	xlog.Debug("Handling WebSocket connection", "processID", id)
+
+	process, err := s.GetProcess(id)
+	if err != nil {
+		http.Error(w, err.Error(), http.StatusNotFound)
+		return
+	}
+
+	if process.Cmd.ProcessState != nil && process.Cmd.ProcessState.Exited() {
+		xlog.Debug("Process already exited", "processID", id)
+		http.Error(w, "Process already exited", http.StatusGone)
+		return
+	}
+
+	xlog.Debug("Process is running", "processID", id, "pid", process.Cmd.Process.Pid)
+
+	conn, err := s.upgrader.Upgrade(w, r, nil)
+	if err != nil {
+		http.Error(w, err.Error(), http.StatusInternalServerError)
+		return
+	}
+	defer conn.Close()
+
+	xlog.Debug("WebSocket connection established", "processID", id)
+
+	// Create a done channel to signal process completion
+	done := make(chan struct{})
+
+	// Handle stdin
+	go func() {
+		defer func() {
+			select {
+			case <-done:
+				xlog.Debug("Process stdin handler done", "processID", id)
+			default:
+				xlog.Debug("WebSocket stdin connection closed", "processID", id)
+			}
+		}()
+
+		for {
+			_, message, err := conn.ReadMessage()
+			if err != nil {
+				if websocket.IsUnexpectedCloseError(err, websocket.CloseGoingAway, websocket.CloseNormalClosure) {
+					xlog.Debug("WebSocket stdin unexpected error", "processID", id, "error", err)
+				}
+				return
+			}
+			xlog.Debug("Received message", "processID", id, "message", string(message))
+			if _, err := process.Stdin.Write(message); err != nil {
+				if err != io.EOF {
+					xlog.Debug("WebSocket stdin write error", "processID", id, "error", err)
+				}
+				return
+			}
+			xlog.Debug("Message sent to process", "processID", id, "message", string(message))
+		}
+	}()
+
+	// Handle stdout and stderr
+	go func() {
+		defer func() {
+			select {
+			case <-done:
+				xlog.Debug("Process output handler done", "processID", id)
+			default:
+				xlog.Debug("WebSocket output connection closed", "processID", id)
+			}
+		}()
+
+		// Create a buffer for reading
+		buf := make([]byte, 4096)
+		reader := io.MultiReader(process.Stdout, process.Stderr)
+
+		for {
+			n, err := reader.Read(buf)
+			if err != nil {
+				if err != io.EOF {
+					xlog.Debug("Read error", "processID", id, "error", err)
+				}
+				return
+			}
+
+			if n > 0 {
+				xlog.Debug("Sending message", "processID", id, "size", n)
+				if err := conn.WriteMessage(websocket.BinaryMessage, buf[:n]); err != nil {
+					if websocket.IsUnexpectedCloseError(err, websocket.CloseGoingAway, websocket.CloseNormalClosure) {
+						xlog.Debug("WebSocket output write error", "processID", id, "error", err)
+					}
+					return
+				}
+				xlog.Debug("Message sent to client", "processID", id, "size", n)
+			}
+		}
+	}()
+
+	// Wait for process to exit
+	xlog.Debug("Waiting for process to exit", "processID", id)
+	err = process.Cmd.Wait()
+	close(done) // Signal that the process is done
+
+	if err != nil {
+		xlog.Debug("Process exited with error",
+			"processID", id,
+			"pid", process.Cmd.Process.Pid,
+			"error", err)
+	} else {
+		xlog.Debug("Process exited successfully",
+			"processID", id,
+			"pid", process.Cmd.Process.Pid)
+	}
+}
+
+// Add new handlers for group management
+func (s *Server) handleGroups(w http.ResponseWriter, r *http.Request) {
+	switch r.Method {
+	case http.MethodGet:
+		groups := s.ListGroups()
+		json.NewEncoder(w).Encode(groups)
+	default:
+		http.Error(w, "Method not allowed", http.StatusMethodNotAllowed)
+	}
+}
+
+func (s *Server) handleGroup(w http.ResponseWriter, r *http.Request) {
+	groupID := r.URL.Path[len("/groups/"):]
+
+	switch r.Method {
+	case http.MethodGet:
+		processes, err := s.GetGroupProcesses(groupID)
+		if err != nil {
+			http.Error(w, err.Error(), http.StatusNotFound)
+			return
+		}
+		json.NewEncoder(w).Encode(processes)
+	case http.MethodDelete:
+		if err := s.StopGroup(groupID); err != nil {
+			http.Error(w, err.Error(), http.StatusNotFound)
+			return
+		}
+		w.WriteHeader(http.StatusNoContent)
+	default:
+		http.Error(w, "Method not allowed", http.StatusMethodNotAllowed)
+	}
+}
+
+func (s *Server) handleRun(w http.ResponseWriter, r *http.Request) {
+	if r.Method != http.MethodPost {
+		http.Error(w, "Method not allowed", http.StatusMethodNotAllowed)
+		return
+	}
+
+	log.Printf("Handling /run request")
+
+	var req struct {
+		Command string   `json:"command"`
+		Args    []string `json:"args"`
+		Env     []string `json:"env"`
+	}
+	if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
+		http.Error(w, err.Error(), http.StatusBadRequest)
+		return
+	}
+
+	log.Printf("Executing one-time process: command=%s, args=%v", req.Command, req.Args)
+
+	output, err := s.RunProcess(r.Context(), req.Command, req.Args, req.Env)
+	if err != nil {
+		http.Error(w, err.Error(), http.StatusInternalServerError)
+		return
+	}
+
+	log.Printf("One-time process completed with output length: %d", len(output))
+
+	w.Header().Set("Content-Type", "application/json")
+	json.NewEncoder(w).Encode(map[string]string{
+		"output": output,
+	})
+}

pkg/utils/html.go

@@ -0,0 +1,9 @@
+package utils
+
+import "strings"
+
+func HTMLify(s string) string {
+	s = strings.TrimSpace(s)
+	s = strings.ReplaceAll(s, "\n", "<br>")
+	return s
+}

pkg/vectorstore/chromem.go

@@ -0,0 +1,113 @@
+package vectorstore
+
+import (
+	"context"
+	"fmt"
+	"runtime"
+
+	"github.com/philippgille/chromem-go"
+	"github.com/sashabaranov/go-openai"
+)
+
+type ChromemDB struct {
+	collectionName  string
+	collection      *chromem.Collection
+	index           int
+	client          *openai.Client
+	db              *chromem.DB
+	embeddingsModel string
+}
+
+func NewChromemDB(collection, path string, openaiClient *openai.Client, embeddingsModel string) (*ChromemDB, error) {
+	// db, err := chromem.NewPersistentDB(path, true)
+	// if err != nil {
+	// 	return nil, err
+	// }
+	db := chromem.NewDB()
+
+	chromem := &ChromemDB{
+		collectionName:  collection,
+		index:           1,
+		db:              db,
+		client:          openaiClient,
+		embeddingsModel: embeddingsModel,
+	}
+
+	c, err := db.GetOrCreateCollection(collection, nil, chromem.embedding())
+	if err != nil {
+		return nil, err
+	}
+	chromem.collection = c
+
+	return chromem, nil
+}
+
+func (c *ChromemDB) Count() int {
+	return c.collection.Count()
+}
+
+func (c *ChromemDB) Reset() error {
+	if err := c.db.DeleteCollection(c.collectionName); err != nil {
+		return err
+	}
+	collection, err := c.db.GetOrCreateCollection(c.collectionName, nil, c.embedding())
+	if err != nil {
+		return err
+	}
+	c.collection = collection
+
+	return nil
+}
+
+func (c *ChromemDB) embedding() chromem.EmbeddingFunc {
+	return chromem.EmbeddingFunc(
+		func(ctx context.Context, text string) ([]float32, error) {
+			resp, err := c.client.CreateEmbeddings(ctx,
+				openai.EmbeddingRequestStrings{
+					Input: []string{text},
+					Model: openai.EmbeddingModel(c.embeddingsModel),
+				},
+			)
+			if err != nil {
+				return []float32{}, fmt.Errorf("error getting keys: %v", err)
+			}
+
+			if len(resp.Data) == 0 {
+				return []float32{}, fmt.Errorf("no response from OpenAI API")
+			}
+
+			embedding := resp.Data[0].Embedding
+
+			return embedding, nil
+		},
+	)
+}
+
+func (c *ChromemDB) Store(s string) error {
+	defer func() {
+		c.index++
+	}()
+	if s == "" {
+		return fmt.Errorf("empty string")
+	}
+	return c.collection.AddDocuments(context.Background(), []chromem.Document{
+		{
+			Content: s,
+			ID:      fmt.Sprint(c.index),
+		},
+	}, runtime.NumCPU())
+}
+
+func (c *ChromemDB) Search(s string, similarEntries int) ([]string, error) {
+	res, err := c.collection.Query(context.Background(), s, similarEntries, nil, nil)
+	if err != nil {
+		return nil, err
+	}
+
+	var results []string
+	for _, r := range res {
+		results = append(results, r.Content)
+	}
+
+	return results, nil
+}

pkg/vectorstore/localai.go

@@ -0,0 +1,86 @@
+package vectorstore
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/sashabaranov/go-openai"
+)
+
+type LocalAIRAGDB struct {
+	client       *StoreClient
+	openaiClient *openai.Client
+}
+
+func NewLocalAIRAGDB(storeClient *StoreClient, openaiClient *openai.Client) *LocalAIRAGDB {
+	return &LocalAIRAGDB{
+		client:       storeClient,
+		openaiClient: openaiClient,
+	}
+}
+
+func (db *LocalAIRAGDB) Reset() error {
+	return fmt.Errorf("not implemented")
+}
+
+func (db *LocalAIRAGDB) Count() int {
+	return 0
+}
+
+func (db *LocalAIRAGDB) Store(s string) error {
+	resp, err := db.openaiClient.CreateEmbeddings(context.TODO(),
+		openai.EmbeddingRequestStrings{
+			Input: []string{s},
+			Model: openai.AdaEmbeddingV2,
+		},
+	)
+	if err != nil {
+		return fmt.Errorf("error getting keys: %v", err)
+	}
+
+	if len(resp.Data) == 0 {
+		return fmt.Errorf("no response from OpenAI API")
+	}
+
+	embedding := resp.Data[0].Embedding
+
+	setReq := SetRequest{
+		Keys:   [][]float32{embedding},
+		Values: []string{s},
+	}
+	err = db.client.Set(setReq)
+	if err != nil {
+		return fmt.Errorf("error setting keys: %v", err)
+	}
+
+	return nil
+}
+
+func (db *LocalAIRAGDB) Search(s string, similarEntries int) ([]string, error) {
+	resp, err := db.openaiClient.CreateEmbeddings(context.TODO(),
+		openai.EmbeddingRequestStrings{
+			Input: []string{s},
+			Model: openai.AdaEmbeddingV2,
+		},
+	)
+	if err != nil {
+		return []string{}, fmt.Errorf("error getting keys: %v", err)
+	}
+
+	if len(resp.Data) == 0 {
+		return []string{}, fmt.Errorf("no response from OpenAI API")
+	}
+	embedding := resp.Data[0].Embedding
+
+	// Find example
+	findReq := FindRequest{
+		TopK: similarEntries, // Number of similar entries you want to find
+		Key:  embedding,      // The key you're looking for similarities to
+	}
+	findResp, err := db.client.Find(findReq)
+	if err != nil {
+		return []string{}, fmt.Errorf("error finding keys: %v", err)
+	}
+
+	return findResp.Values, nil
+}

pkg/vectorstore/store.go

@@ -0,0 +1,161 @@
+package vectorstore
+
+import (
+	"bytes"
+	"encoding/json"
+	"fmt"
+	"io/ioutil"
+	"net/http"
+)
+
+// Define a struct to hold your store API client
+type StoreClient struct {
+	BaseURL  string
+	APIToken string
+	Client   *http.Client
+}
+
+// Define request and response struct formats based on the API documentation
+type SetRequest struct {
+	Keys   [][]float32 `json:"keys"`
+	Values []string    `json:"values"`
+}
+
+type GetRequest struct {
+	Keys [][]float32 `json:"keys"`
+}
+
+type GetResponse struct {
+	Keys   [][]float32 `json:"keys"`
+	Values []string    `json:"values"`
+}
+
+type DeleteRequest struct {
+	Keys [][]float32 `json:"keys"`
+}
+
+type FindRequest struct {
+	TopK int       `json:"topk"`
+	Key  []float32 `json:"key"`
+}
+
+type FindResponse struct {
+	Keys         [][]float32 `json:"keys"`
+	Values       []string    `json:"values"`
+	Similarities []float32   `json:"similarities"`
+}
+
+// Constructor for StoreClient
+func NewStoreClient(baseUrl, apiToken string) *StoreClient {
+	return &StoreClient{
+		BaseURL:  baseUrl,
+		APIToken: apiToken,
+		Client:   &http.Client{},
+	}
+}
+
+// Implement Set method
+func (c *StoreClient) Set(req SetRequest) error {
+	return c.doRequest("stores/set", req)
+}
+
+// Implement Get method
+func (c *StoreClient) Get(req GetRequest) (*GetResponse, error) {
+	body, err := c.doRequestWithResponse("stores/get", req)
+	if err != nil {
+		return nil, err
+	}
+
+	var resp GetResponse
+	err = json.Unmarshal(body, &resp)
+	if err != nil {
+		return nil, err
+	}
+
+	return &resp, nil
+}
+
+// Implement Delete method
+func (c *StoreClient) Delete(req DeleteRequest) error {
+	return c.doRequest("stores/delete", req)
+}
+
+// Implement Find method
+func (c *StoreClient) Find(req FindRequest) (*FindResponse, error) {
+	body, err := c.doRequestWithResponse("stores/find", req)
+	if err != nil {
+		return nil, err
+	}
+
+	var resp FindResponse
+	err = json.Unmarshal(body, &resp)
+	if err != nil {
+		return nil, err
+	}
+
+	return &resp, nil
+}
+
+// Helper function to perform a request without expecting a response body
+func (c *StoreClient) doRequest(path string, data interface{}) error {
+	jsonData, err := json.Marshal(data)
+	if err != nil {
+		return err
+	}
+
+	req, err := http.NewRequest("POST", c.BaseURL+"/"+path, bytes.NewBuffer(jsonData))
+	if err != nil {
+		return err
+	}
+	// Set Bearer token
+	if c.APIToken != "" {
+		req.Header.Set("Authorization", "Bearer "+c.APIToken)
+	}
+	req.Header.Set("Content-Type", "application/json")
+
+	resp, err := c.Client.Do(req)
+	if err != nil {
+		return err
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode != http.StatusOK {
+		return fmt.Errorf("API request to %s failed with status code %d", path, resp.StatusCode)
+	}
+
+	return nil
+}
+
+// Helper function to perform a request and parse the response body
+func (c *StoreClient) doRequestWithResponse(path string, data interface{}) ([]byte, error) {
+	jsonData, err := json.Marshal(data)
+	if err != nil {
+		return nil, err
+	}
+
+	req, err := http.NewRequest("POST", c.BaseURL+"/"+path, bytes.NewBuffer(jsonData))
+	if err != nil {
+		return nil, err
+	}
+	req.Header.Set("Content-Type", "application/json")
+	// Set Bearer token
+	if c.APIToken != "" {
+		req.Header.Set("Authorization", "Bearer "+c.APIToken)
+	}
+	resp, err := c.Client.Do(req)
+	if err != nil {
+		return nil, err
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode != http.StatusOK {
+		return nil, fmt.Errorf("API request to %s failed with status code %d", path, resp.StatusCode)
+	}
+
+	body, err := ioutil.ReadAll(resp.Body)
+	if err != nil {
+		return nil, err
+	}
+
+	return body, nil
+}

pkg/xlog/xlog.go

@@ -0,0 +1,71 @@
+package xlog
+
+import (
+	"context"
+	"log/slog"
+	"os"
+	"runtime"
+)
+
+var logger *slog.Logger
+
+func init() {
+	var level = slog.LevelDebug
+
+	switch os.Getenv("LOG_LEVEL") {
+	case "info":
+		level = slog.LevelInfo
+	case "warn":
+		level = slog.LevelWarn
+	case "error":
+		level = slog.LevelError
+	case "debug":
+		level = slog.LevelDebug
+	}
+
+	var opts = &slog.HandlerOptions{
+		Level: level,
+	}
+
+	var handler slog.Handler
+
+	if os.Getenv("LOG_FORMAT") == "json" {
+		handler = slog.NewJSONHandler(os.Stdout, opts)
+	} else {
+		handler = slog.NewTextHandler(os.Stdout, opts)
+	}
+	logger = slog.New(handler)
+}
+
+func _log(level slog.Level, msg string, args ...any) {
+	_, f, l, _ := runtime.Caller(2)
+	group := slog.Group(
+		"source",
+		slog.Attr{
+			Key:   "file",
+			Value: slog.AnyValue(f),
+		},
+		slog.Attr{
+			Key:   "L",
+			Value: slog.AnyValue(l),
+		},
+	)
+	args = append(args, group)
+	logger.Log(context.Background(), level, msg, args...)
+}
+
+func Info(msg string, args ...any) {
+	_log(slog.LevelInfo, msg, args...)
+}
+
+func Debug(msg string, args ...any) {
+	_log(slog.LevelDebug, msg, args...)
+}
+
+func Error(msg string, args ...any) {
+	_log(slog.LevelError, msg, args...)
+}
+
+func Warn(msg string, args ...any) {
+	_log(slog.LevelWarn, msg, args...)
+}

pkg/xstrings/split.go

@@ -0,0 +1,72 @@
+package xstrings
+
+import (
+	"strings"
+)
+
+// SplitTextByLength splits text into chunks of specified maxLength,
+// preserving complete words and special characters like newlines.
+// It returns a slice of strings, each with length <= maxLength.
+func SplitParagraph(text string, maxLength int) []string {
+	// Handle edge cases
+	if maxLength <= 0 || len(text) == 0 {
+		return []string{text}
+	}
+
+	var chunks []string
+	remainingText := text
+
+	for len(remainingText) > 0 {
+		// If remaining text fits in a chunk, add it and we're done
+		if len(remainingText) <= maxLength {
+			chunks = append(chunks, remainingText)
+			break
+		}
+
+		// Try to find a good split point near the max length
+		splitIndex := maxLength
+
+		// Look backward from the max length to find a space or newline
+		for splitIndex > 0 && !isWhitespace(rune(remainingText[splitIndex])) {
+			splitIndex--
+		}
+
+		// If we couldn't find a good split point (no whitespace),
+		// look forward for the next whitespace
+		if splitIndex == 0 {
+			splitIndex = maxLength
+			// If we can't find whitespace forward, we'll have to split a word
+			for splitIndex < len(remainingText) && !isWhitespace(rune(remainingText[splitIndex])) {
+				splitIndex++
+			}
+
+			// If we still couldn't find whitespace, take the whole string
+			if splitIndex == len(remainingText) {
+				chunks = append(chunks, remainingText)
+				break
+			}
+		}
+
+		// Add the chunk up to the split point
+		chunk := remainingText[:splitIndex]
+
+		// Preserve trailing newlines with the current chunk
+		if splitIndex < len(remainingText) && remainingText[splitIndex] == '\n' {
+			chunk += string(remainingText[splitIndex])
+			splitIndex++
+		}
+
+		chunks = append(chunks, chunk)
+
+		// Remove leading whitespace from the next chunk
+		remainingText = remainingText[splitIndex:]
+		remainingText = strings.TrimLeftFunc(remainingText, isWhitespace)
+	}
+
+	return chunks
+}
+
+// Helper function to determine if a character is whitespace
+func isWhitespace(r rune) bool {
+	return r == ' ' || r == '\t' || r == '\n' || r == '\r'
+}

pkg/xstrings/split_test.go

@@ -0,0 +1,79 @@
+package xstrings_test
+
+import (
+	xtrings "github.com/mudler/LocalAGI/pkg/xstrings"
+	. "github.com/onsi/ginkgo/v2"
+	. "github.com/onsi/gomega"
+)
+
+var _ = Describe("SplitParagraph", func() {
+	It("should return the text as a single chunk if it's shorter than maxLen", func() {
+		text := "Short text"
+		maxLen := 20
+		result := xtrings.SplitParagraph(text, maxLen)
+		Expect(result).To(Equal([]string{"Short text"}))
+	})
+
+	It("should split the text into chunks of maxLen without truncating words", func() {
+		text := "This is a longer text that needs to be split into chunks."
+		maxLen := 10
+		result := xtrings.SplitParagraph(text, maxLen)
+		Expect(result).To(Equal([]string{"This is a", "longer", "text that", "needs to", "be split", "into", "chunks."}))
+	})
+
+	It("should handle texts with multiple spaces and newlines correctly", func() {
+		text := "This  is\na\ntext  with\n\nmultiple spaces   and\nnewlines."
+		maxLen := 10
+		result := xtrings.SplitParagraph(text, maxLen)
+		Expect(result).To(Equal([]string{"This  is\na\n", "text  with\n", "multiple", "spaces  ", "and\n", "newlines."}))
+	})
+
+	It("should handle a text with a single word longer than maxLen", func() {
+		text := "supercalifragilisticexpialidocious"
+		maxLen := 10
+		result := xtrings.SplitParagraph(text, maxLen)
+		Expect(result).To(Equal([]string{"supercalifragilisticexpialidocious"}))
+	})
+
+	It("should handle a text with empty lines", func() {
+		text := "line1\n\nline2"
+		maxLen := 10
+		result := xtrings.SplitParagraph(text, maxLen)
+		Expect(result).To(Equal([]string{"line1\n\n", "line2"}))
+	})
+
+	It("should handle a text with leading and trailing spaces", func() {
+		text := "   leading spaces and trailing spaces   "
+		maxLen := 15
+		result := xtrings.SplitParagraph(text, maxLen)
+		Expect(result).To(Equal([]string{"   leading", "spaces and", "trailing spaces"}))
+	})
+
+	It("should handle a text with only spaces", func() {
+		text := "   "
+		maxLen := 10
+		result := xtrings.SplitParagraph(text, maxLen)
+		Expect(result).To(Equal([]string{"   "}))
+	})
+
+	It("should handle empty string", func() {
+		text := ""
+		maxLen := 10
+		result := xtrings.SplitParagraph(text, maxLen)
+		Expect(result).To(Equal([]string{""}))
+	})
+
+	It("should handle a text with only newlines", func() {
+		text := "\n\n\n"
+		maxLen := 10
+		result := xtrings.SplitParagraph(text, maxLen)
+		Expect(result).To(Equal([]string{"\n\n\n"}))
+	})
+
+	It("should handle a text with special characters", func() {
+		text := "This is a text with special characters !@#$%^&*()"
+		maxLen := 20
+		result := xtrings.SplitParagraph(text, maxLen)
+		Expect(result).To(Equal([]string{"This is a text with", "special characters", "!@#$%^&*()"}))
+	})
+})

pkg/xstrings/uniq.go

@@ -0,0 +1,15 @@
+package xstrings
+
+type Comparable interface{ ~int | ~int64 | ~string }
+
+func UniqueSlice[T Comparable](s []T) []T {
+	keys := make(map[T]bool)
+	list := []T{}
+	for _, entry := range s {
+		if _, value := keys[entry]; !value {
+			keys[entry] = true
+			list = append(list, entry)
+		}
+	}
+	return list
+}

pkg/xstrings/xstrings_suite_test.go

@@ -0,0 +1,13 @@
+package xstrings_test
+
+import (
+	"testing"
+
+	. "github.com/onsi/ginkgo/v2"
+	. "github.com/onsi/gomega"
+)
+
+func TestXStrings(t *testing.T) {
+	RegisterFailHandler(Fail)
+	RunSpecs(t, "XStrings test suite")
+}

requirements.txt

@@ -1,8 +0,0 @@
-langchain
-openai
-chromadb
-pysqlite3-binary
-requests
-ascii-magic
-loguru
-duckduckgo_search

services/actions.go

@@ -0,0 +1,305 @@
+package services
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+
+	"github.com/mudler/LocalAGI/core/action"
+	"github.com/mudler/LocalAGI/core/state"
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/config"
+	"github.com/mudler/LocalAGI/pkg/xlog"
+
+	"github.com/mudler/LocalAGI/services/actions"
+)
+
+const (
+	// Actions
+	ActionSearch                         = "search"
+	ActionCustom                         = "custom"
+	ActionBrowserAgentRunner             = "browser-agent-runner"
+	ActionGithubIssueLabeler             = "github-issue-labeler"
+	ActionGithubIssueOpener              = "github-issue-opener"
+	ActionGithubIssueCloser              = "github-issue-closer"
+	ActionGithubIssueSearcher            = "github-issue-searcher"
+	ActionGithubRepositoryGet            = "github-repository-get-content"
+	ActionGithubRepositoryCreateOrUpdate = "github-repository-create-or-update-content"
+	ActionGithubIssueReader              = "github-issue-reader"
+	ActionGithubIssueCommenter           = "github-issue-commenter"
+	ActionGithubPRReader                 = "github-pr-reader"
+	ActionGithubPRCommenter              = "github-pr-commenter"
+	ActionGithubPRReviewer               = "github-pr-reviewer"
+	ActionGithubPRCreator                = "github-pr-creator"
+	ActionGithubGetAllContent            = "github-get-all-repository-content"
+	ActionGithubREADME                   = "github-readme"
+	ActionScraper                        = "scraper"
+	ActionWikipedia                      = "wikipedia"
+	ActionBrowse                         = "browse"
+	ActionTwitterPost                    = "twitter-post"
+	ActionSendMail                       = "send-mail"
+	ActionGenerateImage                  = "generate_image"
+	ActionCounter                        = "counter"
+	ActionCallAgents                     = "call_agents"
+	ActionShellcommand                   = "shell-command"
+)
+
+var AvailableActions = []string{
+	ActionSearch,
+	ActionCustom,
+	ActionGithubIssueLabeler,
+	ActionGithubIssueOpener,
+	ActionGithubIssueCloser,
+	ActionGithubIssueSearcher,
+	ActionGithubRepositoryGet,
+	ActionGithubGetAllContent,
+	ActionBrowserAgentRunner,
+	ActionGithubRepositoryCreateOrUpdate,
+	ActionGithubIssueReader,
+	ActionGithubIssueCommenter,
+	ActionGithubPRReader,
+	ActionGithubPRCommenter,
+	ActionGithubPRReviewer,
+	ActionGithubPRCreator,
+	ActionGithubREADME,
+	ActionScraper,
+	ActionBrowse,
+	ActionWikipedia,
+	ActionSendMail,
+	ActionGenerateImage,
+	ActionTwitterPost,
+	ActionCounter,
+	ActionCallAgents,
+	ActionShellcommand,
+}
+
+func Actions(actionsConfigs map[string]string) func(a *state.AgentConfig) func(ctx context.Context, pool *state.AgentPool) []types.Action {
+	return func(a *state.AgentConfig) func(ctx context.Context, pool *state.AgentPool) []types.Action {
+		return func(ctx context.Context, pool *state.AgentPool) []types.Action {
+			allActions := []types.Action{}
+
+			agentName := a.Name
+
+			for _, a := range a.Actions {
+				var config map[string]string
+				if err := json.Unmarshal([]byte(a.Config), &config); err != nil {
+					xlog.Error("Error unmarshalling action config", "error", err)
+					continue
+				}
+
+				a, err := Action(a.Name, agentName, config, pool, actionsConfigs)
+				if err != nil {
+					continue
+				}
+				allActions = append(allActions, a)
+			}
+
+			return allActions
+		}
+	}
+
+}
+
+func Action(name, agentName string, config map[string]string, pool *state.AgentPool, actionsConfigs map[string]string) (types.Action, error) {
+	var a types.Action
+	var err error
+
+	switch name {
+	case ActionCustom:
+		a, err = action.NewCustom(config, "")
+	case ActionGenerateImage:
+		a = actions.NewGenImage(config)
+	case ActionSearch:
+		a = actions.NewSearch(config)
+	case ActionGithubIssueLabeler:
+		a = actions.NewGithubIssueLabeler(config)
+	case ActionGithubIssueOpener:
+		a = actions.NewGithubIssueOpener(config)
+	case ActionGithubIssueCloser:
+		a = actions.NewGithubIssueCloser(config)
+	case ActionGithubIssueSearcher:
+		a = actions.NewGithubIssueSearch(config)
+	case ActionBrowserAgentRunner:
+		a = actions.NewBrowserAgentRunner(config, actionsConfigs["browser-agent-runner-base-url"])
+	case ActionGithubIssueReader:
+		a = actions.NewGithubIssueReader(config)
+	case ActionGithubPRReader:
+		a = actions.NewGithubPRReader(config)
+	case ActionGithubPRCommenter:
+		a = actions.NewGithubPRCommenter(config)
+	case ActionGithubPRReviewer:
+		a = actions.NewGithubPRReviewer(config)
+	case ActionGithubPRCreator:
+		a = actions.NewGithubPRCreator(config)
+	case ActionGithubGetAllContent:
+		a = actions.NewGithubRepositoryGetAllContent(config)
+	case ActionGithubIssueCommenter:
+		a = actions.NewGithubIssueCommenter(config)
+	case ActionGithubRepositoryGet:
+		a = actions.NewGithubRepositoryGetContent(config)
+	case ActionGithubRepositoryCreateOrUpdate:
+		a = actions.NewGithubRepositoryCreateOrUpdateContent(config)
+	case ActionGithubREADME:
+		a = actions.NewGithubRepositoryREADME(config)
+	case ActionScraper:
+		a = actions.NewScraper(config)
+	case ActionWikipedia:
+		a = actions.NewWikipedia(config)
+	case ActionBrowse:
+		a = actions.NewBrowse(config)
+	case ActionSendMail:
+		a = actions.NewSendMail(config)
+	case ActionTwitterPost:
+		a = actions.NewPostTweet(config)
+	case ActionCounter:
+		a = actions.NewCounter(config)
+	case ActionCallAgents:
+		a = actions.NewCallAgent(config, agentName, pool.InternalAPI())
+	case ActionShellcommand:
+		a = actions.NewShell(config)
+	default:
+		xlog.Error("Action not found", "name", name)
+		return nil, fmt.Errorf("Action not found")
+	}
+
+	if err != nil {
+		return nil, err
+	}
+
+	return a, nil
+}
+
+func ActionsConfigMeta() []config.FieldGroup {
+	return []config.FieldGroup{
+		{
+			Name:   "search",
+			Label:  "Search",
+			Fields: actions.SearchConfigMeta(),
+		},
+		{
+			Name:   "browser-agent-runner",
+			Label:  "Browser Agent Runner",
+			Fields: actions.BrowserAgentRunnerConfigMeta(),
+		},
+		{
+			Name:   "generate_image",
+			Label:  "Generate Image",
+			Fields: actions.GenImageConfigMeta(),
+		},
+		{
+			Name:   "github-issue-labeler",
+			Label:  "GitHub Issue Labeler",
+			Fields: actions.GithubIssueLabelerConfigMeta(),
+		},
+		{
+			Name:   "github-issue-opener",
+			Label:  "GitHub Issue Opener",
+			Fields: actions.GithubIssueOpenerConfigMeta(),
+		},
+		{
+			Name:   "github-issue-closer",
+			Label:  "GitHub Issue Closer",
+			Fields: actions.GithubIssueCloserConfigMeta(),
+		},
+		{
+			Name:   "github-issue-commenter",
+			Label:  "GitHub Issue Commenter",
+			Fields: actions.GithubIssueCommenterConfigMeta(),
+		},
+		{
+			Name:   "github-issue-reader",
+			Label:  "GitHub Issue Reader",
+			Fields: actions.GithubIssueReaderConfigMeta(),
+		},
+		{
+			Name:   "github-issue-searcher",
+			Label:  "GitHub Issue Search",
+			Fields: actions.GithubIssueSearchConfigMeta(),
+		},
+		{
+			Name:   "github-repository-get-content",
+			Label:  "GitHub Repository Get Content",
+			Fields: actions.GithubRepositoryGetContentConfigMeta(),
+		},
+		{
+			Name:   "github-get-all-repository-content",
+			Label:  "GitHub Get All Repository Content",
+			Fields: actions.GithubRepositoryGetAllContentConfigMeta(),
+		},
+		{
+			Name:   "github-repository-create-or-update-content",
+			Label:  "GitHub Repository Create/Update Content",
+			Fields: actions.GithubRepositoryCreateOrUpdateContentConfigMeta(),
+		},
+		{
+			Name:   "github-readme",
+			Label:  "GitHub Repository README",
+			Fields: actions.GithubRepositoryREADMEConfigMeta(),
+		},
+		{
+			Name:   "github-pr-reader",
+			Label:  "GitHub PR Reader",
+			Fields: actions.GithubPRReaderConfigMeta(),
+		},
+		{
+			Name:   "github-pr-commenter",
+			Label:  "GitHub PR Commenter",
+			Fields: actions.GithubPRCommenterConfigMeta(),
+		},
+		{
+			Name:   "github-pr-reviewer",
+			Label:  "GitHub PR Reviewer",
+			Fields: actions.GithubPRReviewerConfigMeta(),
+		},
+		{
+			Name:   "github-pr-creator",
+			Label:  "GitHub PR Creator",
+			Fields: actions.GithubPRCreatorConfigMeta(),
+		},
+		{
+			Name:   "twitter-post",
+			Label:  "Twitter Post",
+			Fields: actions.TwitterPostConfigMeta(),
+		},
+		{
+			Name:   "send-mail",
+			Label:  "Send Mail",
+			Fields: actions.SendMailConfigMeta(),
+		},
+		{
+			Name:   "shell-command",
+			Label:  "Shell Command",
+			Fields: actions.ShellConfigMeta(),
+		},
+		{
+			Name:   "custom",
+			Label:  "Custom",
+			Fields: action.CustomConfigMeta(),
+		},
+		{
+			Name:   "scraper",
+			Label:  "Scraper",
+			Fields: []config.Field{},
+		},
+		{
+			Name:   "wikipedia",
+			Label:  "Wikipedia",
+			Fields: []config.Field{},
+		},
+		{
+			Name:   "browse",
+			Label:  "Browse",
+			Fields: []config.Field{},
+		},
+		{
+			Name:   "counter",
+			Label:  "Counter",
+			Fields: []config.Field{},
+		},
+		{
+			Name:   "call_agents",
+			Label:  "Call Agents",
+			Fields: []config.Field{},
+		},
+	}
+}

services/actions/actions_suite_test.go

@@ -0,0 +1,13 @@
+package actions_test
+
+import (
+	"testing"
+
+	. "github.com/onsi/ginkgo/v2"
+	. "github.com/onsi/gomega"
+)
+
+func TestActions(t *testing.T) {
+	RegisterFailHandler(Fail)
+	RunSpecs(t, "Agent actions test suite")
+}

services/actions/browse.go

@@ -0,0 +1,72 @@
+package actions
+
+import (
+	"context"
+	"fmt"
+	"io"
+	"net/http"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/sashabaranov/go-openai/jsonschema"
+	"jaytaylor.com/html2text"
+)
+
+func NewBrowse(config map[string]string) *BrowseAction {
+
+	return &BrowseAction{}
+}
+
+type BrowseAction struct{}
+
+func (a *BrowseAction) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+	result := struct {
+		URL string `json:"url"`
+	}{}
+	err := params.Unmarshal(&result)
+	if err != nil {
+		fmt.Printf("error: %v", err)
+
+		return types.ActionResult{}, err
+	}
+	// download page with http.Client
+	client := &http.Client{}
+	req, err := http.NewRequest("GET", result.URL, nil)
+	if err != nil {
+		return types.ActionResult{}, err
+	}
+	resp, err := client.Do(req)
+	if err != nil {
+		return types.ActionResult{}, err
+	}
+	defer resp.Body.Close()
+	pagebyte, err := io.ReadAll(resp.Body)
+	if err != nil {
+		return types.ActionResult{}, err
+	}
+
+	rendered, err := html2text.FromString(string(pagebyte), html2text.Options{PrettyTables: true})
+
+	if err != nil {
+		return types.ActionResult{}, err
+	}
+
+	return types.ActionResult{Result: fmt.Sprintf("The webpage '%s' content is:\n%s", result.URL, rendered)}, nil
+}
+
+func (a *BrowseAction) Definition() types.ActionDefinition {
+	return types.ActionDefinition{
+		Name:        "browse",
+		Description: "Use this tool to visit an URL. It browse a website page and return the text content.",
+		Properties: map[string]jsonschema.Definition{
+			"url": {
+				Type:        jsonschema.String,
+				Description: "The website URL.",
+			},
+		},
+		Required: []string{"url"},
+	}
+}
+
+func (a *BrowseAction) Plannable() bool {
+	return true
+}

services/actions/browseragentrunner.go

@@ -0,0 +1,121 @@
+package actions
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/config"
+	api "github.com/mudler/LocalAGI/pkg/localoperator"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+const (
+	MetadataBrowserAgentHistory = "browser_agent_history"
+)
+
+type BrowserAgentRunner struct {
+	baseURL, customActionName string
+	client                    *api.Client
+}
+
+func NewBrowserAgentRunner(config map[string]string, defaultURL string) *BrowserAgentRunner {
+	if config["baseURL"] == "" {
+		config["baseURL"] = defaultURL
+	}
+
+	client := api.NewClient(config["baseURL"])
+
+	return &BrowserAgentRunner{
+		client:           client,
+		baseURL:          config["baseURL"],
+		customActionName: config["customActionName"],
+	}
+}
+
+func (b *BrowserAgentRunner) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+	result := api.AgentRequest{}
+	err := params.Unmarshal(&result)
+	if err != nil {
+		return types.ActionResult{}, fmt.Errorf("failed to unmarshal params: %w", err)
+	}
+
+	req := api.AgentRequest{
+		Goal:                result.Goal,
+		MaxAttempts:         result.MaxAttempts,
+		MaxNoActionAttempts: result.MaxNoActionAttempts,
+	}
+
+	stateHistory, err := b.client.RunBrowserAgent(req)
+	if err != nil {
+		return types.ActionResult{}, fmt.Errorf("failed to run browser agent: %w", err)
+	}
+
+	// Format the state history into a readable string
+	var historyStr string
+	// for i, state := range stateHistory.States {
+	// 	historyStr += fmt.Sprintf("State %d:\n", i+1)
+	// 	historyStr += fmt.Sprintf("  URL: %s\n", state.CurrentURL)
+	// 	historyStr += fmt.Sprintf("  Title: %s\n", state.PageTitle)
+	// 	historyStr += fmt.Sprintf("  Description: %s\n\n", state.PageContentDescription)
+	// }
+
+	historyStr += fmt.Sprintf("  URL: %s\n", stateHistory.States[len(stateHistory.States)-1].CurrentURL)
+	historyStr += fmt.Sprintf("  Title: %s\n", stateHistory.States[len(stateHistory.States)-1].PageTitle)
+	historyStr += fmt.Sprintf("  Description: %s\n\n", stateHistory.States[len(stateHistory.States)-1].PageContentDescription)
+
+	return types.ActionResult{
+		Result:   fmt.Sprintf("Browser agent completed successfully. History:\n%s", historyStr),
+		Metadata: map[string]interface{}{MetadataBrowserAgentHistory: stateHistory},
+	}, nil
+}
+
+func (b *BrowserAgentRunner) Definition() types.ActionDefinition {
+	actionName := "run_browser_agent"
+	if b.customActionName != "" {
+		actionName = b.customActionName
+	}
+	description := "Run a browser agent to achieve a specific goal, for example: 'Go to https://www.google.com and search for 'LocalAI', and tell me what's on the first page'"
+	return types.ActionDefinition{
+		Name:        types.ActionDefinitionName(actionName),
+		Description: description,
+		Properties: map[string]jsonschema.Definition{
+			"goal": {
+				Type:        jsonschema.String,
+				Description: "The goal for the browser agent to achieve",
+			},
+			"max_attempts": {
+				Type:        jsonschema.Number,
+				Description: "Maximum number of attempts the agent can make (optional)",
+			},
+			"max_no_action_attempts": {
+				Type:        jsonschema.Number,
+				Description: "Maximum number of attempts without taking an action (optional)",
+			},
+		},
+		Required: []string{"goal"},
+	}
+}
+
+func (a *BrowserAgentRunner) Plannable() bool {
+	return true
+}
+
+// BrowserAgentRunnerConfigMeta returns the metadata for Browser Agent Runner action configuration fields
+func BrowserAgentRunnerConfigMeta() []config.Field {
+	return []config.Field{
+		{
+			Name:     "baseURL",
+			Label:    "Base URL",
+			Type:     config.FieldTypeText,
+			Required: false,
+			HelpText: "Base URL of the LocalOperator API",
+		},
+		{
+			Name:     "customActionName",
+			Label:    "Custom Action Name",
+			Type:     config.FieldTypeText,
+			HelpText: "Custom name for this action",
+		},
+	}
+}

services/actions/callagents.go

@@ -0,0 +1,127 @@
+package actions
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/mudler/LocalAGI/core/state"
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/sashabaranov/go-openai"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+func NewCallAgent(config map[string]string, agentName string, pool *state.AgentPoolInternalAPI) *CallAgentAction {
+	return &CallAgentAction{
+		pool:   pool,
+		myName: agentName,
+	}
+}
+
+type CallAgentAction struct {
+	pool   *state.AgentPoolInternalAPI
+	myName string
+}
+
+func (a *CallAgentAction) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+	result := struct {
+		AgentName string `json:"agent_name"`
+		Message   string `json:"message"`
+	}{}
+	err := params.Unmarshal(&result)
+	if err != nil {
+		fmt.Printf("error: %v", err)
+
+		return types.ActionResult{}, err
+	}
+
+	ag := a.pool.GetAgent(result.AgentName)
+	if ag == nil {
+		return types.ActionResult{}, fmt.Errorf("agent '%s' not found", result.AgentName)
+	}
+
+	resp := ag.Ask(
+		types.WithConversationHistory(
+			[]openai.ChatCompletionMessage{
+				{
+					Role:    "user",
+					Content: result.Message,
+				},
+			},
+		),
+	)
+	if resp.Error != nil {
+		return types.ActionResult{}, err
+	}
+
+	metadata := make(map[string]interface{})
+
+	for _, s := range resp.State {
+		for k, v := range s.Metadata {
+			if existingValue, ok := metadata[k]; ok {
+				switch existingValue := existingValue.(type) {
+				case []string:
+					switch v := v.(type) {
+					case []string:
+						metadata[k] = append(existingValue, v...)
+					case string:
+						metadata[k] = append(existingValue, v)
+					}
+				case string:
+					switch v := v.(type) {
+					case []string:
+						metadata[k] = append([]string{existingValue}, v...)
+					case string:
+						metadata[k] = []string{existingValue, v}
+					}
+				}
+			} else {
+				metadata[k] = v
+			}
+		}
+	}
+
+	return types.ActionResult{Result: resp.Response, Metadata: metadata}, nil
+}
+
+func (a *CallAgentAction) Definition() types.ActionDefinition {
+	allAgents := a.pool.AllAgents()
+
+	agents := []string{}
+
+	for _, ag := range allAgents {
+		if ag != a.myName {
+			agents = append(agents, ag)
+		}
+	}
+
+	description := "Use this tool to call another agent. Available agents and their roles are:"
+
+	for _, agent := range agents {
+		agentConfig := a.pool.GetConfig(agent)
+		if agentConfig == nil {
+			continue
+		}
+		description += fmt.Sprintf("\n\t- %s: %s", agent, agentConfig.Description)
+	}
+
+	return types.ActionDefinition{
+		Name:        "call_agent",
+		Description: description,
+		Properties: map[string]jsonschema.Definition{
+			"agent_name": {
+				Type:        jsonschema.String,
+				Description: "The name of the agent to call.",
+				Enum:        agents,
+			},
+			"message": {
+				Type:        jsonschema.String,
+				Description: "The message to send to the agent.",
+			},
+		},
+		Required: []string{"agent_name", "message"},
+	}
+}
+
+func (a *CallAgentAction) Plannable() bool {
+	return true
+}

services/actions/counter.go

@@ -0,0 +1,98 @@
+package actions
+
+import (
+	"context"
+	"fmt"
+	"sync"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+// CounterAction manages named counters that can be created, updated, and queried
+type CounterAction struct {
+	counters map[string]int
+	mutex    sync.RWMutex
+}
+
+// NewCounter creates a new counter action
+func NewCounter(config map[string]string) *CounterAction {
+	return &CounterAction{
+		counters: make(map[string]int),
+		mutex:    sync.RWMutex{},
+	}
+}
+
+// Run executes the counter action
+func (a *CounterAction) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+	// Parse parameters
+	request := struct {
+		Name       string `json:"name"`
+		Adjustment int    `json:"adjustment"`
+	}{}
+
+	if err := params.Unmarshal(&request); err != nil {
+		return types.ActionResult{}, fmt.Errorf("invalid parameters: %w", err)
+	}
+
+	if request.Name == "" {
+		return types.ActionResult{}, fmt.Errorf("counter name cannot be empty")
+	}
+
+	a.mutex.Lock()
+	defer a.mutex.Unlock()
+
+	// Get current value or initialize if it doesn't exist
+	currentValue, exists := a.counters[request.Name]
+
+	// Update the counter
+	newValue := currentValue + request.Adjustment
+	a.counters[request.Name] = newValue
+
+	// Prepare the response message
+	var message string
+	if !exists && request.Adjustment == 0 {
+		message = fmt.Sprintf("Created counter '%s' with initial value 0", request.Name)
+	} else if !exists {
+		message = fmt.Sprintf("Created counter '%s' with initial value %d", request.Name, newValue)
+	} else if request.Adjustment > 0 {
+		message = fmt.Sprintf("Increased counter '%s' by %d to %d", request.Name, request.Adjustment, newValue)
+	} else if request.Adjustment < 0 {
+		message = fmt.Sprintf("Decreased counter '%s' by %d to %d", request.Name, -request.Adjustment, newValue)
+	} else {
+		message = fmt.Sprintf("Current value of counter '%s' is %d", request.Name, newValue)
+	}
+
+	return types.ActionResult{
+		Result: message,
+		Metadata: map[string]any{
+			"counter_name":  request.Name,
+			"counter_value": newValue,
+			"adjustment":    request.Adjustment,
+			"is_new":        !exists,
+		},
+	}, nil
+}
+
+// Definition returns the action definition
+func (a *CounterAction) Definition() types.ActionDefinition {
+	return types.ActionDefinition{
+		Name:        "counter",
+		Description: "Create, update, or query named counters. Specify a name and an adjustment value (positive to increase, negative to decrease, zero to query).",
+		Properties: map[string]jsonschema.Definition{
+			"name": {
+				Type:        jsonschema.String,
+				Description: "The name of the counter to create, update, or query.",
+			},
+			"adjustment": {
+				Type:        jsonschema.Integer,
+				Description: "The value to adjust the counter by. Positive to increase, negative to decrease, zero to query the current value.",
+			},
+		},
+		Required: []string{"name", "adjustment"},
+	}
+}
+
+func (a *CounterAction) Plannable() bool {
+	return true
+}

services/actions/genimage.go

@@ -0,0 +1,128 @@
+package actions
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/config"
+	"github.com/sashabaranov/go-openai"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+const (
+	MetadataImages = "images_url"
+)
+
+func NewGenImage(config map[string]string) *GenImageAction {
+	defaultConfig := openai.DefaultConfig(config["apiKey"])
+	defaultConfig.BaseURL = config["apiURL"]
+
+	return &GenImageAction{
+		client:     openai.NewClientWithConfig(defaultConfig),
+		imageModel: config["model"],
+	}
+}
+
+type GenImageAction struct {
+	client     *openai.Client
+	imageModel string
+}
+
+func (a *GenImageAction) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+	result := struct {
+		Prompt string `json:"prompt"`
+		Size   string `json:"size"`
+	}{}
+	err := params.Unmarshal(&result)
+	if err != nil {
+		return types.ActionResult{}, err
+	}
+
+	if result.Prompt == "" {
+		return types.ActionResult{}, fmt.Errorf("prompt is required")
+	}
+
+	req := openai.ImageRequest{
+		Prompt: result.Prompt,
+		Model:  a.imageModel,
+	}
+
+	switch result.Size {
+	case "256x256":
+		req.Size = openai.CreateImageSize256x256
+	case "512x512":
+		req.Size = openai.CreateImageSize512x512
+	case "1024x1024":
+		req.Size = openai.CreateImageSize1024x1024
+	default:
+		req.Size = openai.CreateImageSize256x256
+	}
+
+	resp, err := a.client.CreateImage(ctx, req)
+	if err != nil {
+		return types.ActionResult{Result: "Failed to generate image " + err.Error()}, err
+	}
+
+	if len(resp.Data) == 0 {
+		return types.ActionResult{Result: "Failed to generate image"}, nil
+	}
+
+	return types.ActionResult{
+		Result: fmt.Sprintf("The image was generated and available at: %s", resp.Data[0].URL),
+		Metadata: map[string]interface{}{
+			MetadataImages: []string{resp.Data[0].URL},
+		}}, nil
+}
+
+func (a *GenImageAction) Definition() types.ActionDefinition {
+	return types.ActionDefinition{
+		Name:        "generate_image",
+		Description: "Generate image with.",
+		Properties: map[string]jsonschema.Definition{
+			"prompt": {
+				Type:        jsonschema.String,
+				Description: "The image prompt to generate the image.",
+			},
+			"size": {
+				Type:        jsonschema.String,
+				Description: "The image prompt to generate the image.",
+				Enum:        []string{"256x256", "512x512", "1024x1024"},
+			},
+		},
+		Required: []string{"prompt"},
+	}
+}
+
+func (a *GenImageAction) Plannable() bool {
+	return true
+}
+
+// GenImageConfigMeta returns the metadata for GenImage action configuration fields
+func GenImageConfigMeta() []config.Field {
+	return []config.Field{
+		{
+			Name:     "apiKey",
+			Label:    "API Key",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "OpenAI API key for image generation",
+		},
+		{
+			Name:         "apiURL",
+			Label:        "API URL",
+			Type:         config.FieldTypeText,
+			Required:     true,
+			DefaultValue: "https://api.openai.com/v1",
+			HelpText:     "OpenAI API URL",
+		},
+		{
+			Name:         "model",
+			Label:        "Model",
+			Type:         config.FieldTypeText,
+			Required:     true,
+			DefaultValue: "dall-e-3",
+			HelpText:     "Image generation model to use (e.g., dall-e-3)",
+		},
+	}
+}

services/actions/genimage_test.go

@@ -0,0 +1,70 @@
+package actions_test
+
+import (
+	"context"
+	"os"
+
+	"github.com/mudler/LocalAGI/core/types"
+
+	. "github.com/mudler/LocalAGI/services/actions"
+	. "github.com/onsi/ginkgo/v2"
+	. "github.com/onsi/gomega"
+)
+
+var _ = Describe("GenImageAction", func() {
+	var (
+		ctx    context.Context
+		action *GenImageAction
+		params types.ActionParams
+		config map[string]string
+	)
+
+	BeforeEach(func() {
+		ctx = context.Background()
+		apiKey := os.Getenv("OPENAI_API_KEY")
+		apiURL := os.Getenv("OPENAI_API_URL")
+		testModel := os.Getenv("OPENAI_MODEL")
+		if apiURL == "" {
+			Skip("OPENAI_API_URL must be set")
+		}
+		config = map[string]string{
+			"apiKey": apiKey,
+			"apiURL": apiURL,
+			"model":  testModel,
+		}
+		action = NewGenImage(config)
+	})
+
+	Describe("Run", func() {
+		It("should generate an image with valid prompt and size", func() {
+			params = types.ActionParams{
+				"prompt": "test prompt",
+				"size":   "256x256",
+			}
+
+			url, err := action.Run(ctx, params)
+			Expect(err).ToNot(HaveOccurred())
+			Expect(url).ToNot(BeEmpty())
+		})
+
+		It("should return an error if the prompt is not provided", func() {
+			params = types.ActionParams{
+				"size": "256x256",
+			}
+
+			_, err := action.Run(ctx, params)
+			Expect(err).To(HaveOccurred())
+		})
+	})
+
+	Describe("Definition", func() {
+		It("should return the correct action definition", func() {
+			definition := action.Definition()
+			Expect(definition.Name.String()).To(Equal("generate_image"))
+			Expect(definition.Description).To(Equal("Generate image with."))
+			Expect(definition.Properties).To(HaveKey("prompt"))
+			Expect(definition.Properties).To(HaveKey("size"))
+			Expect(definition.Required).To(ContainElement("prompt"))
+		})
+	})
+})

services/actions/githubissuecloser.go

@@ -0,0 +1,154 @@
+package actions
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/google/go-github/v69/github"
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/config"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+type GithubIssuesCloser struct {
+	token, repository, owner, customActionName string
+	client                                     *github.Client
+}
+
+func NewGithubIssueCloser(config map[string]string) *GithubIssuesCloser {
+	client := github.NewClient(nil).WithAuthToken(config["token"])
+	return &GithubIssuesCloser{
+		client:           client,
+		token:            config["token"],
+		repository:       config["repository"],
+		owner:            config["owner"],
+		customActionName: config["customActionName"],
+	}
+}
+
+func (g *GithubIssuesCloser) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+	result := struct {
+		Repository  string `json:"repository"`
+		Owner       string `json:"owner"`
+		IssueNumber int    `json:"issue_number"`
+	}{}
+	err := params.Unmarshal(&result)
+	if err != nil {
+		fmt.Printf("error: %v", err)
+
+		return types.ActionResult{}, err
+	}
+
+	if g.repository != "" {
+		result.Repository = g.repository
+	}
+
+	if g.owner != "" {
+		result.Owner = g.owner
+	}
+	// _, _, err = g.client.Issues.CreateComment(
+	// 	g.context,
+	// 	result.Owner, result.Repository,
+	// 	result.IssueNumber, &github.IssueComment{
+	// 		//Body: &result.Text,
+	// 	},
+	// )
+	// if err != nil {
+	// 	fmt.Printf("error: %v", err)
+
+	// 	return "", err
+	// }
+
+	_, _, err = g.client.Issues.Edit(ctx, result.Owner, result.Repository, result.IssueNumber, &github.IssueRequest{
+		State: github.String("closed"),
+	})
+
+	if err != nil {
+		fmt.Printf("error: %v", err)
+
+		return types.ActionResult{}, err
+	}
+
+	resultString := fmt.Sprintf("Closed issue %d in repository %s/%s", result.IssueNumber, result.Owner, result.Repository)
+	if err != nil {
+		resultString = fmt.Sprintf("Error closing issue %d in repository %s/%s: %v", result.IssueNumber, result.Owner, result.Repository, err)
+	}
+	return types.ActionResult{Result: resultString}, err
+}
+
+func (g *GithubIssuesCloser) Definition() types.ActionDefinition {
+	actionName := "close_github_issue"
+	if g.customActionName != "" {
+		actionName = g.customActionName
+	}
+	if g.repository != "" && g.owner != "" {
+		return types.ActionDefinition{
+			Name:        types.ActionDefinitionName(actionName),
+			Description: "Closes a Github issue.",
+			Properties: map[string]jsonschema.Definition{
+				"issue_number": {
+					Type:        jsonschema.Number,
+					Description: "The issue number to close",
+				},
+			},
+			Required: []string{"issue_number"},
+		}
+	}
+
+	return types.ActionDefinition{
+		Name:        types.ActionDefinitionName(actionName),
+		Description: "Closes a Github issue.",
+		Properties: map[string]jsonschema.Definition{
+			"repository": {
+				Type:        jsonschema.String,
+				Description: "The repository to close the issue in.",
+			},
+			"owner": {
+				Type:        jsonschema.String,
+				Description: "The owner of the repository.",
+			},
+			"issue_number": {
+				Type:        jsonschema.Number,
+				Description: "The issue number to close",
+			},
+		},
+		Required: []string{"issue_number", "repository", "owner"},
+	}
+}
+
+func (a *GithubIssuesCloser) Plannable() bool {
+	return true
+}
+
+// GithubIssueCloserConfigMeta returns the metadata for GitHub Issue Closer action configuration fields
+func GithubIssueCloserConfigMeta() []config.Field {
+	return []config.Field{
+		{
+			Name:     "token",
+			Label:    "GitHub Token",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "GitHub API token with repository access",
+		},
+		{
+			Name:     "repository",
+			Label:    "Repository",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "GitHub repository name",
+		},
+		{
+			Name:     "owner",
+			Label:    "Owner",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "GitHub repository owner",
+		},
+		{
+			Name:     "customActionName",
+			Label:    "Custom Action Name",
+			Type:     config.FieldTypeText,
+			HelpText: "Custom name for this action",
+		},
+	}
+}

services/actions/githubissuecomment.go

@@ -0,0 +1,141 @@
+package actions
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/google/go-github/v69/github"
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/config"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+type GithubIssuesCommenter struct {
+	token, repository, owner, customActionName string
+	client                                     *github.Client
+}
+
+func NewGithubIssueCommenter(config map[string]string) *GithubIssuesCommenter {
+	client := github.NewClient(nil).WithAuthToken(config["token"])
+
+	return &GithubIssuesCommenter{
+		client:           client,
+		token:            config["token"],
+		customActionName: config["customActionName"],
+		repository:       config["repository"],
+		owner:            config["owner"],
+	}
+}
+
+func (g *GithubIssuesCommenter) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+	result := struct {
+		Repository  string `json:"repository"`
+		Owner       string `json:"owner"`
+		Comment     string `json:"comment"`
+		IssueNumber int    `json:"issue_number"`
+	}{}
+	err := params.Unmarshal(&result)
+	if err != nil {
+		return types.ActionResult{}, err
+	}
+
+	if g.repository != "" && g.owner != "" {
+		result.Repository = g.repository
+		result.Owner = g.owner
+	}
+
+	_, _, err = g.client.Issues.CreateComment(ctx, result.Owner, result.Repository, result.IssueNumber,
+		&github.IssueComment{
+			Body: &result.Comment,
+		})
+	resultString := fmt.Sprintf("Added comment to issue %d in repository %s/%s", result.IssueNumber, result.Owner, result.Repository)
+	if err != nil {
+		resultString = fmt.Sprintf("Error adding comment to issue %d in repository %s/%s: %v", result.IssueNumber, result.Owner, result.Repository, err)
+	}
+	return types.ActionResult{Result: resultString}, err
+}
+
+func (g *GithubIssuesCommenter) Definition() types.ActionDefinition {
+	actionName := "add_comment_to_github_issue"
+	if g.customActionName != "" {
+		actionName = g.customActionName
+	}
+	description := "Add a comment to a Github issue to a repository."
+	if g.repository != "" && g.owner != "" {
+		return types.ActionDefinition{
+			Name:        types.ActionDefinitionName(actionName),
+			Description: description,
+			Properties: map[string]jsonschema.Definition{
+				"issue_number": {
+					Type:        jsonschema.Number,
+					Description: "The number of the issue to add the label to.",
+				},
+				"comment": {
+					Type:        jsonschema.String,
+					Description: "The comment to add to the issue.",
+				},
+			},
+			Required: []string{"issue_number", "comment"},
+		}
+	}
+	return types.ActionDefinition{
+		Name:        types.ActionDefinitionName(actionName),
+		Description: description,
+		Properties: map[string]jsonschema.Definition{
+			"issue_number": {
+				Type:        jsonschema.Number,
+				Description: "The number of the issue to add the label to.",
+			},
+			"repository": {
+				Type:        jsonschema.String,
+				Description: "The repository to add the label to.",
+			},
+			"owner": {
+				Type:        jsonschema.String,
+				Description: "The owner of the repository.",
+			},
+			"comment": {
+				Type:        jsonschema.String,
+				Description: "The comment to add to the issue.",
+			},
+		},
+		Required: []string{"issue_number", "repository", "owner", "comment"},
+	}
+}
+
+func (a *GithubIssuesCommenter) Plannable() bool {
+	return true
+}
+
+// GithubIssueCommenterConfigMeta returns the metadata for GitHub Issue Commenter action configuration fields
+func GithubIssueCommenterConfigMeta() []config.Field {
+	return []config.Field{
+		{
+			Name:     "token",
+			Label:    "GitHub Token",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "GitHub API token with repository access",
+		},
+		{
+			Name:     "repository",
+			Label:    "Repository",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "GitHub repository name",
+		},
+		{
+			Name:     "owner",
+			Label:    "Owner",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "GitHub repository owner",
+		},
+		{
+			Name:     "customActionName",
+			Label:    "Custom Action Name",
+			Type:     config.FieldTypeText,
+			HelpText: "Custom name for this action",
+		},
+	}
+}

services/actions/githubissuelabeler.go

@@ -0,0 +1,163 @@
+package actions
+
+import (
+	"context"
+	"fmt"
+	"strings"
+
+	"github.com/google/go-github/v69/github"
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/config"
+	"github.com/mudler/LocalAGI/pkg/xlog"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+type GithubIssuesLabeler struct {
+	token, repository, owner, customActionName string
+	availableLabels                            []string
+	client                                     *github.Client
+}
+
+func NewGithubIssueLabeler(config map[string]string) *GithubIssuesLabeler {
+	client := github.NewClient(nil).WithAuthToken(config["token"])
+
+	// Get available labels
+	availableLabels := []string{"bug", "enhancement"}
+
+	if config["availableLabels"] != "" {
+		availableLabels = strings.Split(config["availableLabels"], ",")
+	}
+
+	return &GithubIssuesLabeler{
+		client:           client,
+		token:            config["token"],
+		customActionName: config["customActionName"],
+		repository:       config["repository"],
+		owner:            config["owner"],
+		availableLabels:  availableLabels,
+	}
+}
+
+func (g *GithubIssuesLabeler) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+	result := struct {
+		Repository  string `json:"repository"`
+		Owner       string `json:"owner"`
+		Label       string `json:"label"`
+		IssueNumber int    `json:"issue_number"`
+	}{}
+	err := params.Unmarshal(&result)
+	if err != nil {
+		return types.ActionResult{}, err
+	}
+
+	if g.repository != "" && g.owner != "" {
+		result.Repository = g.repository
+		result.Owner = g.owner
+	}
+
+	labels, _, err := g.client.Issues.AddLabelsToIssue(ctx, result.Owner, result.Repository, result.IssueNumber, []string{result.Label})
+	//labelsNames := []string{}
+	for _, l := range labels {
+		xlog.Info("Label added", "label", l.Name)
+		//labelsNames = append(labelsNames, l.GetName())
+	}
+
+	resultString := fmt.Sprintf("Added label '%s' to issue %d in repository %s/%s", result.Label, result.IssueNumber, result.Owner, result.Repository)
+	if err != nil {
+		resultString = fmt.Sprintf("Error adding label '%s' to issue %d in repository %s/%s: %v", result.Label, result.IssueNumber, result.Owner, result.Repository, err)
+	}
+	return types.ActionResult{Result: resultString}, err
+}
+
+func (g *GithubIssuesLabeler) Definition() types.ActionDefinition {
+	actionName := "add_label_to_github_issue"
+	if g.customActionName != "" {
+		actionName = g.customActionName
+	}
+	if g.repository != "" && g.owner != "" {
+		return types.ActionDefinition{
+			Name:        types.ActionDefinitionName(actionName),
+			Description: "Add a label to a Github issue. You might want to assign labels to issues to categorize them.",
+			Properties: map[string]jsonschema.Definition{
+				"issue_number": {
+					Type:        jsonschema.Number,
+					Description: "The number of the issue to add the label to.",
+				},
+				"label": {
+					Type:        jsonschema.String,
+					Description: "The label to add to the issue.",
+					Enum:        g.availableLabels,
+				},
+			},
+			Required: []string{"issue_number", "label"},
+		}
+	}
+	return types.ActionDefinition{
+		Name:        types.ActionDefinitionName(actionName),
+		Description: "Add a label to a Github issue. You might want to assign labels to issues to categorize them.",
+		Properties: map[string]jsonschema.Definition{
+			"issue_number": {
+				Type:        jsonschema.Number,
+				Description: "The number of the issue to add the label to.",
+			},
+			"repository": {
+				Type:        jsonschema.String,
+				Description: "The repository to add the label to.",
+			},
+			"owner": {
+				Type:        jsonschema.String,
+				Description: "The owner of the repository.",
+			},
+			"label": {
+				Type:        jsonschema.String,
+				Description: "The label to add to the issue.",
+				Enum:        g.availableLabels,
+			},
+		},
+		Required: []string{"issue_number", "repository", "owner", "label"},
+	}
+}
+
+func (a *GithubIssuesLabeler) Plannable() bool {
+	return true
+}
+
+// GithubIssueLabelerConfigMeta returns the metadata for GitHub Issue Labeler action configuration fields
+func GithubIssueLabelerConfigMeta() []config.Field {
+	return []config.Field{
+		{
+			Name:     "token",
+			Label:    "GitHub Token",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "GitHub API token with repository access",
+		},
+		{
+			Name:     "repository",
+			Label:    "Repository",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "GitHub repository name",
+		},
+		{
+			Name:     "owner",
+			Label:    "Owner",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "GitHub repository owner",
+		},
+		{
+			Name:         "availableLabels",
+			Label:        "Available Labels",
+			Type:         config.FieldTypeText,
+			HelpText:     "Comma-separated list of available labels",
+			DefaultValue: "bug,enhancement",
+		},
+		{
+			Name:     "customActionName",
+			Label:    "Custom Action Name",
+			Type:     config.FieldTypeText,
+			HelpText: "Custom name for this action",
+		},
+	}
+}

services/actions/githubissueopener.go

@@ -0,0 +1,147 @@
+package actions
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/google/go-github/v69/github"
+	"github.com/mudler/LocalAGI/core/types"
+	"github.com/mudler/LocalAGI/pkg/config"
+	"github.com/sashabaranov/go-openai/jsonschema"
+)
+
+type GithubIssuesOpener struct {
+	token, repository, owner, customActionName string
+	client                                     *github.Client
+}
+
+func NewGithubIssueOpener(config map[string]string) *GithubIssuesOpener {
+	client := github.NewClient(nil).WithAuthToken(config["token"])
+
+	return &GithubIssuesOpener{
+		client:           client,
+		token:            config["token"],
+		repository:       config["repository"],
+		owner:            config["owner"],
+		customActionName: config["customActionName"],
+	}
+}
+
+func (g *GithubIssuesOpener) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+	result := struct {
+		Title      string `json:"title"`
+		Body       string `json:"text"`
+		Repository string `json:"repository"`
+		Owner      string `json:"owner"`
+	}{}
+	err := params.Unmarshal(&result)
+	if err != nil {
+		fmt.Printf("error: %v", err)
+
+		return types.ActionResult{}, err
+	}
+
+	if g.repository != "" && g.owner != "" {
+		result.Repository = g.repository
+		result.Owner = g.owner
+	}
+
+	issue := &github.IssueRequest{
+		Title: &result.Title,
+		Body:  &result.Body,
+	}
+
+	resultString := ""
+	createdIssue, _, err := g.client.Issues.Create(ctx, result.Owner, result.Repository, issue)
+	if err != nil {
+		resultString = fmt.Sprintf("Error creating issue: %v", err)
+	} else {
+		resultString = fmt.Sprintf("Created issue %d in repository %s/%s: %s", createdIssue.GetNumber(), result.Owner, result.Repository, createdIssue.GetURL())
+	}
+
+	return types.ActionResult{Result: resultString}, err
+}
+
+func (g *GithubIssuesOpener) Definition() types.ActionDefinition {
+	actionName := "create_github_issue"
+	if g.customActionName != "" {
+		actionName = g.customActionName
+	}
+	if g.repository != "" && g.owner != "" {
+		return types.ActionDefinition{
+			Name:        types.ActionDefinitionName(actionName),
+			Description: "Create a new issue on a GitHub repository.",
+			Properties: map[string]jsonschema.Definition{
+				"text": {
+					Type:        jsonschema.String,
+					Description: "The text of the new issue",
+				},
+				"title": {
+					Type:        jsonschema.String,
+					Description: "The title of the issue.",
+				},
+			},
+			Required: []string{"title", "text"},
+		}
+	}
+	return types.ActionDefinition{
+		Name:        types.ActionDefinitionName(actionName),
+		Description: "Create a new issue on a GitHub repository.",
+		Properties: map[string]jsonschema.Definition{
+			"text": {
+				Type:        jsonschema.String,
+				Description: "The text of the new issue",
+			},
+			"title": {
+				Type:        jsonschema.String,
+				Description: "The title of the issue.",
+			},
+			"owner": {
+				Type:        jsonschema.String,
+				Description: "The owner of the repository.",
+			},
+			"repository": {
+				Type:        jsonschema.String,
+				Description: "The repository where to create the issue.",
+			},
+		},
+		Required: []string{"title", "text", "owner", "repository"},
+	}
+}
+
+func (a *GithubIssuesOpener) Plannable() bool {
+	return true
+}
+
+// GithubIssueOpenerConfigMeta returns the metadata for GitHub Issue Opener action configuration fields
+func GithubIssueOpenerConfigMeta() []config.Field {
+	return []config.Field{
+		{
+			Name:     "token",
+			Label:    "GitHub Token",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "GitHub API token with repository access",
+		},
+		{
+			Name:     "repository",
+			Label:    "Repository",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "GitHub repository name",
+		},
+		{
+			Name:     "owner",
+			Label:    "Owner",
+			Type:     config.FieldTypeText,
+			Required: true,
+			HelpText: "GitHub repository owner",
+		},
+		{
+			Name:     "customActionName",
+			Label:    "Custom Action Name",
+			Type:     config.FieldTypeText,
+			HelpText: "Custom name for this action",
+		},
+	}
+}