chore: use qwen3 as default

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

.github/workflows/image.yml

@@ -84,3 +84,77 @@ jobs:
           #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

@@ -15,7 +15,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
     - name: Checkout code
-      uses: actions/checkout@v2
+      uses: actions/checkout@v4
     - run: |
         # Add Docker's official GPG key:
         sudo apt-get update

Dockerfile.mcpbox

@@ -0,0 +1,49 @@
+# 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 ubuntu:22.04
+
+ENV DEBIAN_FRONTEND=noninteractive
+
+# Install runtime dependencies
+RUN apt-get update && apt-get install -y ca-certificates tzdata docker.io bash wget curl
+
+# 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"]

Makefile

@@ -1,15 +1,17 @@
 GOCMD?=go
 IMAGE_NAME?=webui
+MCPBOX_IMAGE_NAME?=mcpbox
 ROOT_DIR:=$(shell dirname $(realpath $(lastword $(MAKEFILE_LIST))))
 
-prepare-tests:
+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_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 ./...
+	LOCALAGI_MCPBOX_URL="http://localhost:9090" LOCALAGI_MODEL="qwen3-8b" 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
@@ -23,10 +25,16 @@ build: webui/react-ui/dist
 
 .PHONY: run
 run: webui/react-ui/dist
-	$(GOCMD) run ./
+	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

@@ -2,7 +2,7 @@
   <img src="./webui/react-ui/public/logo_1.png" alt="LocalAGI Logo" width="220"/>
 </p>
 
-<h3 align="center"><em>Your AI. Your Hardware. Your Rules.</em></h3>
+<h3 align="center"><em>Your AI. Your Hardware. Your Rules</em></h3>
 
 <div align="center">
   
@@ -13,9 +13,9 @@
 
 </div>
 
-We empower you building AI Agents that you can run locally, without coding.
+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.
 
-**LocalAGI** is a powerful, self-hostable AI Agent platform designed for maximum privacy and flexibility. 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).
+**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).
 
 ## 🛡️ Take Back Your Privacy
 
@@ -37,6 +37,7 @@ LocalAGI ensures your data stays exactly where you want it—on your hardware. N
 - 🖼 **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.
 
 ## 🛠️ Quickstart
 
@@ -68,6 +69,11 @@ Now you can access and manage your agents at [http://localhost:8080](http://loca
 
 Still having issues? see this Youtube video: https://youtu.be/HtVwIxW3ePg
 
+## Videos
+
+[![Creating a basic agent](https://img.youtube.com/vi/HtVwIxW3ePg/mqdefault.jpg)](https://youtu.be/HtVwIxW3ePg)
+[![Agent Observability](https://img.youtube.com/vi/v82rswGJt_M/mqdefault.jpg)](https://youtu.be/v82rswGJt_M)
+
 ## 📚🆕 Local Stack Family
 
 🆕 LocalAI is now part of a comprehensive suite of AI tools designed to work together:
@@ -114,7 +120,7 @@ LocalAGI supports multiple hardware configurations through Docker Compose profil
 - 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`
+  - Text: `qwen3-8b`
   - Multimodal: `minicpm-v-2_6`
   - Image: `sd-1.5-ggml`
 - Environment variables:
@@ -130,7 +136,7 @@ LocalAGI supports multiple hardware configurations through Docker Compose profil
 - 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`
+  - Text: `qwen3-8b`
   - Multimodal: `minicpm-v-2_6`
   - Image: `sd-1.5-ggml`
 - Environment variables:
@@ -161,7 +167,7 @@ docker compose -f docker-compose.intel.yaml up
 ```
 
 If no models are specified, it will use the defaults:
-- Text model: `gemma-3-12b-it-qat`
+- Text model: `qwen3-8b`
 - Multimodal model: `minicpm-v-2_6`
 - Image model: `sd-1.5-ggml`
 
@@ -179,14 +185,6 @@ Good (relatively small) models that have been tested are:
 - **✓ 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
@@ -194,6 +192,8 @@ LocalAGI is part of the powerful Local family of privacy-focused AI tools:
 ![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
 

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)
+}

core/action/custom.go

@@ -95,6 +95,11 @@ func (a *CustomAction) Run(ctx context.Context, params types.ActionParams) (type
 
 func (a *CustomAction) Definition() types.ActionDefinition {
 
+	if a.i == nil {
+		xlog.Error("Interpreter is not initialized for custom action", "action", a.config["name"])
+		return 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)

core/agent/agent.go

@@ -180,6 +180,12 @@ func (a *Agent) Execute(j *types.Job) *types.JobResult {
 	}()
 
 	if j.Obs != nil {
+		if len(j.ConversationHistory) > 0 {
+			m := j.ConversationHistory[len(j.ConversationHistory)-1]
+			j.Obs.Creation = &types.Creation{ ChatCompletionMessage: &m }
+			a.observer.Update(*j.Obs)
+		}
+
 		j.Result.AddFinalizer(func(ccm []openai.ChatCompletionMessage) {
 			j.Obs.Completion = &types.Completion{
 				Conversation: ccm,
@@ -241,6 +247,7 @@ func (a *Agent) Stop() {
 	a.Lock()
 	defer a.Unlock()
 	xlog.Debug("Stopping agent", "agent", a.Character.Name)
+	a.closeMCPSTDIOServers()
 	a.context.Cancel()
 }
 

core/agent/mcp.go

@@ -3,12 +3,14 @@ package agent
 import (
 	"context"
 	"encoding/json"
-	"errors"
 
 	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"
 )
 
@@ -19,6 +21,12 @@ type MCPServer struct {
 	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
@@ -79,34 +87,15 @@ type ToolInputSchema struct {
 	Required   []string               `json:"required,omitempty"`
 }
 
-func (a *Agent) initMCPActions() error {
+func (a *Agent) addTools(client *mcp.Client) (types.Actions, error) {
 
-	a.mcpActions = nil
-	var err error
-
-	generatedActions := types.Actions{}
-
-	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("Initializing client", "server", mcpServer.URL)
+	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(), "server", mcpServer)
-			if err == nil {
-				err = e
-			} else {
-				err = errors.Join(err, e)
-			}
-			continue
+		xlog.Error("Failed to initialize client", "error", e.Error())
+		return nil, e
 	}
 
 	xlog.Debug("Client initialized: %v", response.Instructions)
@@ -116,7 +105,7 @@ func (a *Agent) initMCPActions() error {
 		tools, err := client.ListTools(a.context, cursor)
 		if err != nil {
 			xlog.Error("Failed to list tools", "error", err.Error())
-				return err
+			return nil, err
 		}
 
 		for _, t := range tools.Tools {
@@ -125,14 +114,14 @@ func (a *Agent) initMCPActions() error {
 				desc = *t.Description
 			}
 
-				xlog.Debug("Tool", "mcpServer", mcpServer, "name", t.Name, "description", desc)
+			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", "mcpServer", mcpServer, "tool", t.Name, "schema", string(dat))
+			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
@@ -156,9 +145,81 @@ func (a *Agent) initMCPActions() error {
 		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/options.go

@@ -51,7 +51,9 @@ type options struct {
 	conversationsPath string
 
 	mcpServers                  []MCPServer
-
+	mcpStdioServers             []MCPSTDIOServer
+	mcpBoxURL                   string
+	mcpPrepareScript            string
 	newConversationsSubscribers []func(openai.ChatCompletionMessage)
 
 	observer     Observer
@@ -207,6 +209,27 @@ func WithMCPServers(servers ...MCPServer) Option {
 	}
 }
 
+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

core/state/config.go

@@ -2,6 +2,8 @@ package state
 
 import (
 	"encoding/json"
+	"fmt"
+	"strings"
 
 	"github.com/mudler/LocalAGI/core/agent"
 	"github.com/mudler/LocalAGI/core/types"
@@ -34,6 +36,9 @@ type AgentConfig struct {
 	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"`
 
@@ -248,7 +253,7 @@ func NewAgentConfigMeta(
 				Name:         "enable_reasoning",
 				Label:        "Enable Reasoning",
 				Type:         "checkbox",
-				DefaultValue: false,
+				DefaultValue: true,
 				HelpText:     "Enable agent to explain its reasoning process",
 				Tags:         config.Tags{Section: "AdvancedSettings"},
 			},
@@ -271,6 +276,22 @@ func NewAgentConfigMeta(
 				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{
 			{
@@ -297,3 +318,148 @@ type Connector interface {
 	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/pool.go

@@ -33,6 +33,7 @@ type AgentPool struct {
 	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
@@ -72,7 +73,7 @@ func loadPoolFromFile(path string) (*AgentPoolData, error) {
 }
 
 func NewAgentPool(
-	defaultModel, defaultMultimodalModel, imageModel, apiURL, apiKey, directory string,
+	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,
@@ -98,6 +99,7 @@ func NewAgentPool(
 			apiURL:                 apiURL,
 			defaultModel:           defaultModel,
 			defaultMultimodalModel: defaultMultimodalModel,
+			mcpBoxURL:              mcpBoxURL,
 			imageModel:             imageModel,
 			localRAGAPI:            LocalRAGAPI,
 			apiKey:                 apiKey,
@@ -123,6 +125,7 @@ func NewAgentPool(
 		pooldir:                directory,
 		defaultModel:           defaultModel,
 		defaultMultimodalModel: defaultMultimodalModel,
+		mcpBoxURL:              mcpBoxURL,
 		imageModel:             imageModel,
 		apiKey:                 apiKey,
 		agents:                 make(map[string]*Agent),
@@ -336,6 +339,10 @@ func (a *AgentPool) startAgentWithConfig(name string, config *AgentConfig, obs O
 		model = config.Model
 	}
 
+	if config.MCPBoxURL != "" {
+		a.mcpBoxURL = config.MCPBoxURL
+	}
+
 	if config.PeriodicRuns == "" {
 		config.PeriodicRuns = "10m"
 	}
@@ -396,7 +403,10 @@ func (a *AgentPool) startAgentWithConfig(name string, config *AgentConfig, obs O
 		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,

core/types/observable.go

@@ -6,6 +6,7 @@ import (
 )
 
 type Creation struct {
+	ChatCompletionMessage *openai.ChatCompletionMessage `json:"chat_completion_message,omitempty"`
 	ChatCompletionRequest *openai.ChatCompletionRequest `json:"chat_completion_request,omitempty"`
 	FunctionDefinition    *openai.FunctionDefinition    `json:"function_definition,omitempty"`
 	FunctionParams        ActionParams                  `json:"function_params,omitempty"`

docker-compose.intel.yaml

@@ -12,6 +12,16 @@ services:
       - /dev/dri/card1
       - /dev/dri/renderD129
 
+  mcpbox:
+    extends:
+      file: docker-compose.yaml
+      service: mcpbox
+
+  dind:
+    extends:
+      file: docker-compose.yaml
+      service: dind
+
   localrecall:
     extends:
       file: docker-compose.yaml

docker-compose.nvidia.yaml

@@ -17,6 +17,16 @@ services:
               count: 1
               capabilities: [gpu]
 
+  mcpbox:
+    extends:
+      file: docker-compose.yaml
+      service: mcpbox
+    
+  dind:
+    extends:
+      file: docker-compose.yaml
+      service: dind
+
   localrecall:
     extends:
       file: docker-compose.yaml

docker-compose.yaml

@@ -7,7 +7,7 @@ services:
     # Image list (dockerhub): https://hub.docker.com/r/localai/localai
     image: localai/localai:master-ffmpeg-core
     command: 
-    - ${MODEL_NAME:-gemma-3-12b-it-qat}
+    - ${MODEL_NAME:-qwen3-8b}
     - ${MULTIMODAL_MODEL:-minicpm-v-2_6}
     - ${IMAGE_MODEL:-sd-1.5-ggml}
     - granite-embedding-107m-multilingual
@@ -46,12 +46,44 @@ services:
     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.mcpbox
+    ports:
+      - "8080"
+    volumes:
+      - ./volumes/mcpbox:/app/data
+    environment:
+      - DOCKER_HOST=tcp://dind:2375
+    depends_on:
+      dind:
+        condition: service_healthy
+    healthcheck:
+      test: ["CMD", "wget", "-q", "-O", "-", "http://localhost:8080/processes"]
+      interval: 30s
+      timeout: 10s
+      retries: 3
+
+  dind:
+    image: docker:dind
+    privileged: true
+    environment:
+      - DOCKER_TLS_CERTDIR=""
+    healthcheck:
+      test: ["CMD", "docker", "info"]
+      interval: 10s
+      timeout: 5s
+      retries: 3
+
   localagi:
     depends_on:
       localai:
         condition: service_healthy
       localrecall-healthcheck:
         condition: service_completed_successfully
+      mcpbox:
+        condition: service_healthy
     build:
       context: .
       dockerfile: Dockerfile.webui
@@ -59,7 +91,7 @@ services:
       - 8080:3000
     #image: quay.io/mudler/localagi:master
     environment:
-      - LOCALAGI_MODEL=${MODEL_NAME:-gemma-3-12b-it-qat}
+      - LOCALAGI_MODEL=${MODEL_NAME:-qwen3-8b}
       - 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
@@ -68,6 +100,7 @@ services:
       - 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:

main.go

@@ -23,6 +23,7 @@ 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 == "" {
@@ -61,9 +62,11 @@ func main() {
 		apiURL,
 		apiKey,
 		stateDir,
+		mcpboxURL,
 		localRAG,
 		services.Actions(map[string]string{
 			"browser-agent-runner-base-url": localOperatorBaseURL,
+			"deep-research-runner-base-url": localOperatorBaseURL,
 		}),
 		services.Connectors,
 		services.DynamicPrompts,

pkg/localoperator/client.go

@@ -1,72 +1,149 @@
-package api
+package localoperator
 
 import (
 	"bytes"
 	"encoding/json"
 	"fmt"
+	"io"
 	"net/http"
+	"time"
 )
 
-// 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 {
+func NewClient(baseURL string, timeout ...time.Duration) *Client {
+	defaultTimeout := 30 * time.Second
+	if len(timeout) > 0 {
+		defaultTimeout = timeout[0]
+	}
+
 	return &Client{
 		baseURL: baseURL,
-		httpClient: &http.Client{},
+		httpClient: &http.Client{
+			Timeout: defaultTimeout,
+		},
 	}
 }
 
-// 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 DesktopAgentRequest struct {
+	AgentRequest
+	DesktopURL string `json:"desktop_url"`
+}
+
+type DeepResearchRequest struct {
+	Topic               string `json:"topic"`
+	MaxCycles           int    `json:"max_cycles,omitempty"`
+	MaxNoActionAttempts int    `json:"max_no_action_attempts,omitempty"`
+	MaxResults          int    `json:"max_results,omitempty"`
+}
+
+// Response types
 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")
+	ScreenshotMimeType     string `json:"screenshot_mime_type"`
 }
 
-// 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)
-	}
+type DesktopStateDescription struct {
+	ScreenContent  string `json:"screen_content"`
+	ScreenshotPath string `json:"screenshot_path"`
+}
 
-	resp, err := c.httpClient.Post(
-		fmt.Sprintf("%s/api/browser/run", c.baseURL),
-		"application/json",
-		bytes.NewBuffer(body),
-	)
+type DesktopStateHistory struct {
+	States []DesktopStateDescription `json:"states"`
+}
+
+type SearchResult struct {
+	Title       string `json:"title"`
+	URL         string `json:"url"`
+	Description string `json:"description"`
+}
+
+type ResearchResult struct {
+	Topic          string         `json:"topic"`
+	Summary        string         `json:"summary"`
+	Sources        []SearchResult `json:"sources"`
+	KnowledgeGaps  []string       `json:"knowledge_gaps"`
+	SearchQueries  []string       `json:"search_queries"`
+	ResearchCycles int            `json:"research_cycles"`
+	CompletionTime time.Duration  `json:"completion_time"`
+}
+
+func (c *Client) RunBrowserAgent(req AgentRequest) (*StateHistory, error) {
+	return post[*StateHistory](c.httpClient, c.baseURL+"/api/browser/run", req)
+}
+
+func (c *Client) RunDesktopAgent(req DesktopAgentRequest) (*DesktopStateHistory, error) {
+	return post[*DesktopStateHistory](c.httpClient, c.baseURL+"/api/desktop/run", req)
+}
+
+func (c *Client) RunDeepResearch(req DeepResearchRequest) (*ResearchResult, error) {
+	return post[*ResearchResult](c.httpClient, c.baseURL+"/api/deep-research/run", req)
+}
+
+func (c *Client) Readyz() (string, error) {
+	return c.get("/readyz")
+}
+
+func (c *Client) Healthz() (string, error) {
+	return c.get("/healthz")
+}
+
+func (c *Client) get(path string) (string, error) {
+	resp, err := c.httpClient.Get(c.baseURL + path)
 	if err != nil {
-		return nil, fmt.Errorf("failed to send request: %w", err)
+		return "", fmt.Errorf("failed to make request: %w", err)
 	}
 	defer resp.Body.Close()
 
 	if resp.StatusCode != http.StatusOK {
-		return nil, fmt.Errorf("unexpected status code: %d", resp.StatusCode)
+		body, _ := io.ReadAll(resp.Body)
+		return "", fmt.Errorf("unexpected status code: %d, body: %s", resp.StatusCode, string(body))
 	}
 
-	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
+	return resp.Status, nil
+}
+
+func post[T any](client *http.Client, url string, body interface{}) (T, error) {
+	var result T
+	jsonBody, err := json.Marshal(body)
+	if err != nil {
+		return result, fmt.Errorf("failed to marshal request body: %w", err)
+	}
+
+	fmt.Println("Sending request", "url", url, "body", string(jsonBody))
+
+	resp, err := client.Post(url, "application/json", bytes.NewBuffer(jsonBody))
+	if err != nil {
+		return result, fmt.Errorf("failed to make request: %w", err)
+	}
+	defer resp.Body.Close()
+
+	fmt.Println("Response", "status", resp.StatusCode)
+
+	if resp.StatusCode != http.StatusOK {
+		body, _ := io.ReadAll(resp.Body)
+		return result, fmt.Errorf("unexpected status code: %d, body: %s", resp.StatusCode, string(body))
+	}
+
+	if err := json.NewDecoder(resp.Body).Decode(&result); err != nil {
+		return result, fmt.Errorf("failed to decode response: %w", err)
+	}
+
+	return result, 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,
+	})
+}

services/actions.go

@@ -19,6 +19,7 @@ const (
 	ActionSearch                         = "search"
 	ActionCustom                         = "custom"
 	ActionBrowserAgentRunner             = "browser-agent-runner"
+	ActionDeepResearchRunner             = "deep-research-runner"
 	ActionGithubIssueLabeler             = "github-issue-labeler"
 	ActionGithubIssueOpener              = "github-issue-opener"
 	ActionGithubIssueCloser              = "github-issue-closer"
@@ -54,6 +55,7 @@ var AvailableActions = []string{
 	ActionGithubRepositoryGet,
 	ActionGithubGetAllContent,
 	ActionBrowserAgentRunner,
+	ActionDeepResearchRunner,
 	ActionGithubRepositoryCreateOrUpdate,
 	ActionGithubIssueReader,
 	ActionGithubIssueCommenter,
@@ -121,6 +123,8 @@ func Action(name, agentName string, config map[string]string, pool *state.AgentP
 		a = actions.NewGithubIssueSearch(config)
 	case ActionBrowserAgentRunner:
 		a = actions.NewBrowserAgentRunner(config, actionsConfigs["browser-agent-runner-base-url"])
+	case ActionDeepResearchRunner:
+		a = actions.NewDeepResearchRunner(config, actionsConfigs["deep-research-runner-base-url"])
 	case ActionGithubIssueReader:
 		a = actions.NewGithubIssueReader(config)
 	case ActionGithubPRReader:
@@ -181,6 +185,11 @@ func ActionsConfigMeta() []config.FieldGroup {
 			Label:  "Browser Agent Runner",
 			Fields: actions.BrowserAgentRunnerConfigMeta(),
 		},
+		{
+			Name:   "deep-research-runner",
+			Label:  "Deep Research Runner",
+			Fields: actions.DeepResearchRunnerConfigMeta(),
+		},
 		{
 			Name:   "generate_image",
 			Label:  "Generate Image",

services/actions/browseragentrunner.go

@@ -3,6 +3,7 @@ package actions
 import (
 	"context"
 	"fmt"
+	"time"
 
 	"github.com/mudler/LocalAGI/core/types"
 	"github.com/mudler/LocalAGI/pkg/config"
@@ -10,6 +11,10 @@ import (
 	"github.com/sashabaranov/go-openai/jsonschema"
 )
 
+const (
+	MetadataBrowserAgentHistory = "browser_agent_history"
+)
+
 type BrowserAgentRunner struct {
 	baseURL, customActionName string
 	client                    *api.Client
@@ -20,7 +25,7 @@ func NewBrowserAgentRunner(config map[string]string, defaultURL string) *Browser
 		config["baseURL"] = defaultURL
 	}
 
-	client := api.NewClient(config["baseURL"])
+	client := api.NewClient(config["baseURL"], 15*time.Minute)
 
 	return &BrowserAgentRunner{
 		client:           client,
@@ -62,7 +67,7 @@ func (b *BrowserAgentRunner) Run(ctx context.Context, params types.ActionParams)
 
 	return types.ActionResult{
 		Result:   fmt.Sprintf("Browser agent completed successfully. History:\n%s", historyStr),
-		Metadata: map[string]interface{}{"browser_agent_history": stateHistory},
+		Metadata: map[string]interface{}{MetadataBrowserAgentHistory: stateHistory},
 	}, nil
 }
 

services/actions/deepresearchrunner.go

@@ -0,0 +1,130 @@
+package actions
+
+import (
+	"context"
+	"fmt"
+	"time"
+
+	"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 (
+	MetadataDeepResearchResult = "deep_research_result"
+)
+
+type DeepResearchRunner struct {
+	baseURL, customActionName string
+	client                    *api.Client
+}
+
+func NewDeepResearchRunner(config map[string]string, defaultURL string) *DeepResearchRunner {
+	if config["baseURL"] == "" {
+		config["baseURL"] = defaultURL
+	}
+
+	client := api.NewClient(config["baseURL"], 15*time.Minute)
+
+	return &DeepResearchRunner{
+		client:           client,
+		baseURL:          config["baseURL"],
+		customActionName: config["customActionName"],
+	}
+}
+
+func (d *DeepResearchRunner) Run(ctx context.Context, params types.ActionParams) (types.ActionResult, error) {
+	result := api.DeepResearchRequest{}
+	err := params.Unmarshal(&result)
+	if err != nil {
+		return types.ActionResult{}, fmt.Errorf("failed to unmarshal params: %w", err)
+	}
+
+	req := api.DeepResearchRequest{
+		Topic:               result.Topic,
+		MaxCycles:           result.MaxCycles,
+		MaxNoActionAttempts: result.MaxNoActionAttempts,
+		MaxResults:          result.MaxResults,
+	}
+
+	researchResult, err := d.client.RunDeepResearch(req)
+	if err != nil {
+		return types.ActionResult{}, fmt.Errorf("failed to run deep research: %w", err)
+	}
+
+	// Format the research result into a readable string
+	var resultStr string
+
+	resultStr += "Deep research result\n"
+	resultStr += fmt.Sprintf("Topic: %s\n", researchResult.Topic)
+	resultStr += fmt.Sprintf("Summary: %s\n", researchResult.Summary)
+	resultStr += fmt.Sprintf("Research Cycles: %d\n", researchResult.ResearchCycles)
+	resultStr += fmt.Sprintf("Completion Time: %s\n\n", researchResult.CompletionTime)
+
+	if len(researchResult.Sources) > 0 {
+		resultStr += "Sources:\n"
+		for _, source := range researchResult.Sources {
+			resultStr += fmt.Sprintf("- %s (%s)\n  %s\n", source.Title, source.URL, source.Description)
+		}
+	}
+
+	return types.ActionResult{
+		Result:   fmt.Sprintf("Deep research completed successfully.\n%s", resultStr),
+		Metadata: map[string]interface{}{MetadataDeepResearchResult: researchResult},
+	}, nil
+}
+
+func (d *DeepResearchRunner) Definition() types.ActionDefinition {
+	actionName := "run_deep_research"
+	if d.customActionName != "" {
+		actionName = d.customActionName
+	}
+	description := "Run a deep research on a specific topic, gathering information from multiple sources and providing a comprehensive summary"
+	return types.ActionDefinition{
+		Name:        types.ActionDefinitionName(actionName),
+		Description: description,
+		Properties: map[string]jsonschema.Definition{
+			"topic": {
+				Type:        jsonschema.String,
+				Description: "The topic to research",
+			},
+			"max_cycles": {
+				Type:        jsonschema.Number,
+				Description: "Maximum number of research cycles to perform (optional)",
+			},
+			"max_no_action_attempts": {
+				Type:        jsonschema.Number,
+				Description: "Maximum number of attempts without taking an action (optional)",
+			},
+			"max_results": {
+				Type:        jsonschema.Number,
+				Description: "Maximum number of results to collect (optional)",
+			},
+		},
+		Required: []string{"topic"},
+	}
+}
+
+func (d *DeepResearchRunner) Plannable() bool {
+	return true
+}
+
+// DeepResearchRunnerConfigMeta returns the metadata for Deep Research Runner action configuration fields
+func DeepResearchRunnerConfigMeta() []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/connectors/discord.go

@@ -30,9 +30,15 @@ func NewDiscord(config map[string]string) *Discord {
 		duration = 5 * time.Minute
 	}
 
+	token := config["token"]
+
+	if !strings.HasPrefix(token, "Bot ") {
+		token = "Bot " + token
+	}
+
 	return &Discord{
 		conversationTracker: NewConversationTracker[string](duration),
-		token:               config["token"],
+		token:               token,
 		defaultChannel:      config["defaultChannel"],
 	}
 }

services/connectors/slack.go

@@ -11,6 +11,7 @@ import (
 	"time"
 
 	"github.com/mudler/LocalAGI/pkg/config"
+	"github.com/mudler/LocalAGI/pkg/localoperator"
 	"github.com/mudler/LocalAGI/pkg/xlog"
 	"github.com/mudler/LocalAGI/pkg/xstrings"
 	"github.com/mudler/LocalAGI/services/actions"
@@ -167,8 +168,38 @@ func replaceUserIDsWithNamesInMessage(api *slack.Client, message string) string
 	return message
 }
 
-func generateAttachmentsFromJobResponse(j *types.JobResult) (attachments []slack.Attachment) {
+func generateAttachmentsFromJobResponse(j *types.JobResult, api *slack.Client, channelID, ts string) (attachments []slack.Attachment) {
 	for _, state := range j.State {
+		// coming from the browser agent
+		if history, exists := state.Metadata[actions.MetadataBrowserAgentHistory]; exists {
+			if historyStruct, ok := history.(*localoperator.StateHistory); ok {
+				state := historyStruct.States[len(historyStruct.States)-1]
+				// Decode base64 screenshot and upload to Slack
+				if state.Screenshot != "" {
+					screenshotData, err := base64.StdEncoding.DecodeString(state.Screenshot)
+					if err != nil {
+						xlog.Error(fmt.Sprintf("Error decoding screenshot: %v", err))
+						continue
+					}
+
+					data := string(screenshotData)
+					// Upload the file to Slack
+					_, err = api.UploadFileV2(slack.UploadFileV2Parameters{
+						Reader:          bytes.NewReader(screenshotData),
+						FileSize:        len(data),
+						ThreadTimestamp: ts,
+						Channel:         channelID,
+						Filename:        "screenshot.png",
+						InitialComment:  "Browser Agent Screenshot",
+					})
+					if err != nil {
+						xlog.Error(fmt.Sprintf("Error uploading screenshot: %v", err))
+						continue
+					}
+				}
+			}
+		}
+
 		// coming from the search action
 		if urls, exists := state.Metadata[actions.MetadataUrls]; exists {
 			for _, url := range xstrings.UniqueSlice(urls.([]string)) {
@@ -375,7 +406,7 @@ func replyWithPostMessage(finalResponse string, api *slack.Client, ev *slackeven
 				slack.MsgOptionEnableLinkUnfurl(),
 				slack.MsgOptionText(message, true),
 				slack.MsgOptionPostMessageParameters(postMessageParams),
-				slack.MsgOptionAttachments(generateAttachmentsFromJobResponse(res)...),
+				slack.MsgOptionAttachments(generateAttachmentsFromJobResponse(res, api, ev.Channel, "")...),
 			)
 			if err != nil {
 				xlog.Error(fmt.Sprintf("Error posting message: %v", err))
@@ -387,7 +418,7 @@ func replyWithPostMessage(finalResponse string, api *slack.Client, ev *slackeven
 			slack.MsgOptionEnableLinkUnfurl(),
 			slack.MsgOptionText(res.Response, true),
 			slack.MsgOptionPostMessageParameters(postMessageParams),
-			slack.MsgOptionAttachments(generateAttachmentsFromJobResponse(res)...),
+			slack.MsgOptionAttachments(generateAttachmentsFromJobResponse(res, api, ev.Channel, "")...),
 		//	slack.MsgOptionTS(ts),
 		)
 		if err != nil {
@@ -408,7 +439,7 @@ func replyToUpdateMessage(finalResponse string, api *slack.Client, ev *slackeven
 			slack.MsgOptionLinkNames(true),
 			slack.MsgOptionEnableLinkUnfurl(),
 			slack.MsgOptionText(messages[0], true),
-			slack.MsgOptionAttachments(generateAttachmentsFromJobResponse(res)...),
+			slack.MsgOptionAttachments(generateAttachmentsFromJobResponse(res, api, ev.Channel, msgTs)...),
 		)
 		if err != nil {
 			xlog.Error(fmt.Sprintf("Error updating final message: %v", err))
@@ -435,7 +466,7 @@ func replyToUpdateMessage(finalResponse string, api *slack.Client, ev *slackeven
 			slack.MsgOptionLinkNames(true),
 			slack.MsgOptionEnableLinkUnfurl(),
 			slack.MsgOptionText(finalResponse, true),
-			slack.MsgOptionAttachments(generateAttachmentsFromJobResponse(res)...),
+			slack.MsgOptionAttachments(generateAttachmentsFromJobResponse(res, api, ev.Channel, msgTs)...),
 		)
 		if err != nil {
 			xlog.Error(fmt.Sprintf("Error updating final message: %v", err))

slack.yaml

@@ -23,6 +23,7 @@ oauth_config:
       - commands
       - groups:history
       - files:read
+      - files:write
       - im:history
       - im:read
       - im:write

webui/app.go

@@ -419,6 +419,30 @@ func (a *App) Chat(pool *state.AgentPool) func(c *fiber.Ctx) error {
 	}
 }
 
+func (a *App) GetActionDefinition(pool *state.AgentPool) func(c *fiber.Ctx) error {
+	return func(c *fiber.Ctx) error {
+		payload := struct {
+			Config map[string]string `json:"config"`
+		}{}
+
+		if err := c.BodyParser(&payload); err != nil {
+			xlog.Error("Error parsing action payload", "error", err)
+			return errorJSONMessage(c, err.Error())
+		}
+
+		actionName := c.Params("name")
+
+		xlog.Debug("Executing action", "action", actionName, "config", payload.Config)
+		a, err := services.Action(actionName, "", payload.Config, pool, map[string]string{})
+		if err != nil {
+			xlog.Error("Error creating action", "error", err)
+			return errorJSONMessage(c, err.Error())
+		}
+
+		return c.JSON(a.Definition())
+	}
+}
+
 func (a *App) ExecuteAction(pool *state.AgentPool) func(c *fiber.Ctx) error {
 	return func(c *fiber.Ctx) error {
 		payload := struct {

webui/react-ui/src/components/CollapsibleRawSections.jsx

@@ -0,0 +1,103 @@
+import React, { useState } from 'react';
+import hljs from 'highlight.js/lib/core';
+import json from 'highlight.js/lib/languages/json';
+import 'highlight.js/styles/monokai.css';
+
+hljs.registerLanguage('json', json);
+
+export default function CollapsibleRawSections({ container }) {
+  const [showCreation, setShowCreation] = useState(false);
+  const [showProgress, setShowProgress] = useState(false);
+  const [showCompletion, setShowCompletion] = useState(false);
+  const [copied, setCopied] = useState({ creation: false, progress: false, completion: false });
+
+  const handleCopy = (section, data) => {
+    navigator.clipboard.writeText(JSON.stringify(data, null, 2));
+    setCopied(prev => ({ ...prev, [section]: true }));
+    setTimeout(() => setCopied(prev => ({ ...prev, [section]: false })), 1200);
+  };
+
+  return (
+    <div>
+      {/* Creation Section */}
+      {container.creation && (
+        <div>
+          <h4 style={{ display: 'flex', alignItems: 'center' }}>
+            <span
+              style={{ cursor: 'pointer', display: 'flex', alignItems: 'center', flex: 1 }}
+              onClick={() => setShowCreation(v => !v)}
+            >
+              <i className={`fas fa-chevron-${showCreation ? 'down' : 'right'}`} style={{ marginRight: 6 }} />
+              Creation
+            </span>
+            <button
+              title="Copy Creation JSON"
+              onClick={e => { e.stopPropagation(); handleCopy('creation', container.creation); }}
+              style={{ marginLeft: 8, border: 'none', background: 'none', cursor: 'pointer', color: '#ccc' }}
+            >
+              {copied.creation ? <span style={{ color: '#6f6' }}>Copied!</span> : <i className="fas fa-copy" />}
+            </button>
+          </h4>
+          {showCreation && (
+            <pre className="hljs"><code>
+              <div dangerouslySetInnerHTML={{ __html: hljs.highlight(JSON.stringify(container.creation || {}, null, 2), { language: 'json' }).value }} />
+            </code></pre>
+          )}
+        </div>
+      )}
+      {/* Progress Section */}
+      {container.progress && container.progress.length > 0 && (
+        <div>
+          <h4 style={{ display: 'flex', alignItems: 'center' }}>
+            <span
+              style={{ cursor: 'pointer', display: 'flex', alignItems: 'center', flex: 1 }}
+              onClick={() => setShowProgress(v => !v)}
+            >
+              <i className={`fas fa-chevron-${showProgress ? 'down' : 'right'}`} style={{ marginRight: 6 }} />
+              Progress
+            </span>
+            <button
+              title="Copy Progress JSON"
+              onClick={e => { e.stopPropagation(); handleCopy('progress', container.progress); }}
+              style={{ marginLeft: 8, border: 'none', background: 'none', cursor: 'pointer', color: '#ccc' }}
+            >
+              {copied.progress ? <span style={{ color: '#6f6' }}>Copied!</span> : <i className="fas fa-copy" />}
+            </button>
+          </h4>
+          {showProgress && (
+            <pre className="hljs"><code>
+              <div dangerouslySetInnerHTML={{ __html: hljs.highlight(JSON.stringify(container.progress || {}, null, 2), { language: 'json' }).value }} />
+            </code></pre>
+          )}
+        </div>
+      )}
+      {/* Completion Section */}
+      {container.completion && (
+        <div>
+          <h4 style={{ display: 'flex', alignItems: 'center' }}>
+            <span
+              style={{ cursor: 'pointer', display: 'flex', alignItems: 'center', flex: 1 }}
+              onClick={() => setShowCompletion(v => !v)}
+            >
+              <i className={`fas fa-chevron-${showCompletion ? 'down' : 'right'}`} style={{ marginRight: 6 }} />
+              Completion
+            </span>
+            <button
+              title="Copy Completion JSON"
+              onClick={e => { e.stopPropagation(); handleCopy('completion', container.completion); }}
+              style={{ marginLeft: 8, border: 'none', background: 'none', cursor: 'pointer', color: '#ccc' }}
+            >
+              {copied.completion ? <span style={{ color: '#6f6' }}>Copied!</span> : <i className="fas fa-copy" />}
+            </button>
+          </h4>
+          {showCompletion && (
+            <pre className="hljs"><code>
+              <div dangerouslySetInnerHTML={{ __html: hljs.highlight(JSON.stringify(container.completion || {}, null, 2), { language: 'json' }).value }} />
+            </code></pre>
+          )}
+        </div>
+      )}
+    </div>
+  );
+}
+

webui/react-ui/src/pages/ActionsPlayground.jsx

@@ -1,6 +1,11 @@
 import { useState, useEffect } from 'react';
 import { useOutletContext, useNavigate } from 'react-router-dom';
-import { actionApi } from '../utils/api';
+import { actionApi, agentApi } from '../utils/api';
+import FormFieldDefinition from '../components/common/FormFieldDefinition';
+import hljs from 'highlight.js/lib/core';
+import json from 'highlight.js/lib/languages/json';
+import 'highlight.js/styles/monokai.css';
+hljs.registerLanguage('json', json);
 
 function ActionsPlayground() {
   const { showToast } = useOutletContext();
@@ -12,6 +17,10 @@ function ActionsPlayground() {
   const [result, setResult] = useState(null);
   const [loading, setLoading] = useState(false);
   const [loadingActions, setLoadingActions] = useState(true);
+  const [actionMetadata, setActionMetadata] = useState(null);
+  const [agentMetadata, setAgentMetadata] = useState(null);
+  const [configFields, setConfigFields] = useState([]);
+  const [paramFields, setParamFields] = useState([]);
 
   // Update document title
   useEffect(() => {
@@ -36,21 +45,106 @@ function ActionsPlayground() {
     };
 
     fetchActions();
-  }, [showToast]);
+  }, []);
+
+  // Fetch agent metadata on mount
+  useEffect(() => {
+    const fetchAgentMetadata = async () => {
+      try {
+        const metadata = await agentApi.getAgentConfigMetadata();
+        setAgentMetadata(metadata);
+      } catch (err) {
+        console.error('Error fetching agent metadata:', err);
+        showToast('Failed to load agent metadata', 'error');
+      }
+    };
+
+    fetchAgentMetadata();
+  }, []);
+
+  // Fetch action definition when action is selected or config changes
+  useEffect(() => {
+    if (!selectedAction) return;
+
+    const fetchActionDefinition = async () => {
+      try {
+        // Get config fields from agent metadata
+        const actionMeta = agentMetadata?.actions?.find(action => action.name === selectedAction);
+        const configFields = actionMeta?.fields || [];
+        console.debug('Config fields:', configFields);
+        setConfigFields(configFields);
+
+        // Parse current config to pass to action definition
+        let currentConfig = {};
+        try {
+          currentConfig = JSON.parse(configJson);
+        } catch (err) {
+          console.error('Error parsing current config:', err);
+        }
+
+        // Get parameter fields from action definition
+        const paramFields = await actionApi.getActionDefinition(selectedAction, currentConfig);
+        console.debug('Parameter fields:', paramFields);
+        setParamFields(paramFields);
+
+        // Reset JSON to match the new fields
+        setConfigJson(JSON.stringify(currentConfig, null, 2));
+        setParamsJson(JSON.stringify({}, null, 2));
+        setResult(null);
+      } catch (err) {
+        console.error('Error fetching action definition:', err);
+        showToast('Failed to load action definition', 'error');
+      }
+    };
+
+    fetchActionDefinition();
+  }, [selectedAction, agentMetadata]);
 
   // Handle action selection
   const handleActionChange = (e) => {
     setSelectedAction(e.target.value);
+    setConfigJson('{}');
+    setParamsJson('{}');
     setResult(null);
   };
 
-  // Handle JSON input changes
-  const handleConfigChange = (e) => {
-    setConfigJson(e.target.value);
+  // Helper to generate onChange handlers for form fields
+  const makeFieldChangeHandler = (fields, updateFn) => (e) => {
+    let value;
+    if (e && e.target) {
+      const fieldName = e.target.name;
+      const fieldDef = fields.find(f => f.name === fieldName);
+      const fieldType = fieldDef ? fieldDef.type : undefined;
+      if (fieldType === 'checkbox') {
+        value = e.target.checked;
+      } else if (fieldType === 'number') {
+        value = e.target.value === '' ? '' : Number(e.target.value);
+      } else {
+        value = e.target.value;
+      }
+      updateFn(fieldName, value);
+    }
   };
 
-  const handleParamsChange = (e) => {
-    setParamsJson(e.target.value);
+  // Handle form field changes
+  const handleConfigChange = (field, value) => {
+    try {
+      const config = JSON.parse(configJson);
+      config[field] = value;
+      setConfigJson(JSON.stringify(config, null, 2));
+    } catch (err) {
+      console.error('Error updating config:', err);
+    }
+  };
+
+  const handleParamsChange = (field, value) => {
+    try {
+      const params = JSON.parse(paramsJson);
+      params[field] = value;
+      setParamsJson(JSON.stringify(params, null, 2));
+    } catch (err) {
+      console.error('Error updating params:', err);
+    }
   };
 
   // Execute the selected action
@@ -135,34 +229,31 @@ function ActionsPlayground() {
         
         {selectedAction && (
           <div className="section-box">
-            <h2>Action Configuration</h2>
             
             <form onSubmit={handleExecuteAction}>
-              <div className="form-group mb-6">
-                <label htmlFor="config-json">Configuration (JSON):</label>
-                <textarea 
-                  id="config-json"
-                  value={configJson}
-                  onChange={handleConfigChange}
-                  className="form-control"
-                  rows="5"
-                  placeholder='{"key": "value"}'
+              {configFields.length > 0 && (
+                <>
+                <h2>Configuration</h2>
+                <FormFieldDefinition
+                  fields={configFields}
+                  values={JSON.parse(configJson)}
+                  onChange={makeFieldChangeHandler(configFields, handleConfigChange)}
+                  idPrefix="config_"
                 />
-                <p className="text-xs text-gray-400 mt-1">Enter JSON configuration for the action</p>
-              </div>
+                </>
+              )}
 
-              <div className="form-group mb-6">
-                <label htmlFor="params-json">Parameters (JSON):</label>
-                <textarea 
-                  id="params-json"
-                  value={paramsJson}
-                  onChange={handleParamsChange}
-                  className="form-control"
-                  rows="5"
-                  placeholder='{"key": "value"}'
+              {paramFields.length > 0 && (
+                <>
+                <h2>Parameters</h2>
+                <FormFieldDefinition
+                  fields={paramFields}
+                  values={JSON.parse(paramsJson)}
+                  onChange={makeFieldChangeHandler(paramFields, handleParamsChange)}
+                  idPrefix="param_"
                 />
-                <p className="text-xs text-gray-400 mt-1">Enter JSON parameters for the action</p>
-              </div>
+                </>
+              )}
               
               <div className="flex justify-end">
                 <button 
@@ -194,9 +285,9 @@ function ActionsPlayground() {
               backgroundColor: 'rgba(30, 30, 30, 0.7)'
             }}>
               {typeof result === 'object' ? (
-                <pre style={{ margin: 0, whiteSpace: 'pre-wrap', wordBreak: 'break-word' }}>
-                  {JSON.stringify(result, null, 2)}
-                </pre>
+                <pre className="hljs"><code>
+                  <div dangerouslySetInnerHTML={{ __html: hljs.highlight(JSON.stringify(result, null, 2), { language: 'json' }).value }}></div>
+                </code></pre>
               ) : (
                 <pre style={{ margin: 0, whiteSpace: 'pre-wrap', wordBreak: 'break-word' }}>
                   {result}

webui/react-ui/src/pages/AgentStatus.jsx

@@ -1,4 +1,181 @@
 import { useState, useEffect } from 'react';
+import CollapsibleRawSections from '../components/CollapsibleRawSections';
+
+function ObservableSummary({ observable }) {
+  // --- CREATION SUMMARIES ---
+  const creation = observable?.creation || {};
+  // ChatCompletionRequest summary
+  let creationChatMsg = '';
+  // Prefer chat_completion_message if present (for jobs/top-level containers)
+  if (creation?.chat_completion_message && creation.chat_completion_message.content) {
+    creationChatMsg = creation.chat_completion_message.content;
+  } else {
+    const messages = creation?.chat_completion_request?.messages;
+    if (Array.isArray(messages) && messages.length > 0) {
+      const lastMsg = messages[messages.length - 1];
+      creationChatMsg = lastMsg?.content || '';
+    }
+  }
+  // FunctionDefinition summary
+  let creationFunctionDef = '';
+  if (creation?.function_definition?.name) {
+    creationFunctionDef = `Function: ${creation.function_definition.name}`;
+  }
+  // FunctionParams summary
+  let creationFunctionParams = '';
+  if (creation?.function_params && Object.keys(creation.function_params).length > 0) {
+    creationFunctionParams = `Params: ${JSON.stringify(creation.function_params)}`;
+  }
+
+  // --- COMPLETION SUMMARIES ---
+  const completion = observable?.completion || {};
+  // ChatCompletionResponse summary
+  let completionChatMsg = '';
+  const chatCompletion = completion?.chat_completion_response;
+  if (
+    chatCompletion &&
+    Array.isArray(chatCompletion.choices) &&
+    chatCompletion.choices.length > 0
+  ) {
+    const lastChoice = chatCompletion.choices[chatCompletion.choices.length - 1];
+    // Prefer tool_call summary if present
+    let toolCallSummary = '';
+    const toolCalls = lastChoice?.message?.tool_calls;
+    if (Array.isArray(toolCalls) && toolCalls.length > 0) {
+      toolCallSummary = toolCalls.map(tc => {
+        let args = '';
+        // For OpenAI-style, arguments are in tc.function.arguments, function name in tc.function.name
+        if (tc.function && tc.function.arguments) {
+          try {
+            args = typeof tc.function.arguments === 'string' ? tc.function.arguments : JSON.stringify(tc.function.arguments);
+          } catch (e) {
+            args = '[Unserializable arguments]';
+          }
+        }
+        const toolName = tc.function?.name || tc.name || 'unknown';
+        return `Tool call: ${toolName}(${args})`;
+      }).join('\n');
+    }
+    completionChatMsg = lastChoice?.message?.content || '';
+    // Attach toolCallSummary to completionChatMsg for rendering
+    if (toolCallSummary) {
+      completionChatMsg = { toolCallSummary, message: completionChatMsg };
+    }
+    // Else, it's just a string
+
+  }
+  // Conversation summary
+  let completionConversation = '';
+  if (Array.isArray(completion?.conversation) && completion.conversation.length > 0) {
+    const lastConv = completion.conversation[completion.conversation.length - 1];
+    completionConversation = lastConv?.content ? `${lastConv.content}` : '';
+  }
+  // ActionResult summary
+  let completionActionResult = '';
+  if (completion?.action_result) {
+    completionActionResult = `Action Result: ${String(completion.action_result).slice(0, 100)}`;
+  }
+  // AgentState summary
+  let completionAgentState = '';
+  if (completion?.agent_state) {
+    completionAgentState = `Agent State: ${JSON.stringify(completion.agent_state)}`;
+  }
+  // Error summary
+  let completionError = '';
+  if (completion?.error) {
+    completionError = `Error: ${completion.error}`;
+  }
+
+  // Only show if any summary is present
+  if (!creationChatMsg && !creationFunctionDef && !creationFunctionParams &&
+      !completionChatMsg && !completionConversation && !completionActionResult && !completionAgentState && !completionError) {
+    return null;
+  }
+
+  return (
+    <div style={{ display: 'flex', flexDirection: 'column', gap: 2, margin: '2px 0 0 0' }}>
+      {/* CREATION */}
+      {creationChatMsg && (
+        <div title={creationChatMsg} style={{ display: 'flex', alignItems: 'center', color: '#cfc', fontSize: 14 }}>
+          <i className="fas fa-comment-dots" style={{ marginRight: 6, flex: '0 0 auto' }}></i>
+          <span style={{ overflow: 'hidden', textOverflow: 'ellipsis', whiteSpace: 'nowrap', display: 'block' }}>{creationChatMsg}</span>
+        </div>
+      )}
+      {creationFunctionDef && (
+        <div title={creationFunctionDef} style={{ display: 'flex', alignItems: 'center', color: '#cfc', fontSize: 14 }}>
+          <i className="fas fa-code" style={{ marginRight: 6, flex: '0 0 auto' }}></i>
+          <span style={{ overflow: 'hidden', textOverflow: 'ellipsis', whiteSpace: 'nowrap', display: 'block' }}>{creationFunctionDef}</span>
+        </div>
+      )}
+      {creationFunctionParams && (
+        <div title={creationFunctionParams} style={{ display: 'flex', alignItems: 'center', color: '#fc9', fontSize: 14 }}>
+          <i className="fas fa-sliders-h" style={{ marginRight: 6, flex: '0 0 auto' }}></i>
+          <span style={{ overflow: 'hidden', textOverflow: 'ellipsis', whiteSpace: 'nowrap', display: 'block' }}>{creationFunctionParams}</span>
+        </div>
+      )}
+      {/* COMPLETION */}
+      {/* COMPLETION: Tool call summary if present */}
+      {completionChatMsg && typeof completionChatMsg === 'object' && completionChatMsg.toolCallSummary && (
+        <div
+          title={completionChatMsg.toolCallSummary}
+          style={{
+            display: 'flex',
+            alignItems: 'center',
+            color: '#ffd966', // Distinct color for tool calls
+            fontSize: 14,
+            marginTop: 2,
+            whiteSpace: 'pre-line',
+            wordBreak: 'break-all',
+          }}
+        >
+          <i className="fas fa-tools" style={{ marginRight: 6, flex: '0 0 auto' }}></i>
+          <span style={{ whiteSpace: 'pre-line', display: 'block' }}>{completionChatMsg.toolCallSummary}</span>
+        </div>
+      )}
+      {/* COMPLETION: Message content if present */}
+      {completionChatMsg && ((typeof completionChatMsg === 'object' && completionChatMsg.message) || typeof completionChatMsg === 'string') && (
+        <div
+          title={typeof completionChatMsg === 'object' ? completionChatMsg.message : completionChatMsg}
+          style={{
+            display: 'flex',
+            alignItems: 'center',
+            color: '#8fc7ff',
+            fontSize: 14,
+            marginTop: 2,
+          }}
+        >
+          <i className="fas fa-robot" style={{ marginRight: 6, flex: '0 0 auto' }}></i>
+          <span style={{ overflow: 'hidden', textOverflow: 'ellipsis', whiteSpace: 'nowrap', display: 'block' }}>{typeof completionChatMsg === 'object' ? completionChatMsg.message : completionChatMsg}</span>
+        </div>
+      )}
+      {completionConversation && (
+        <div title={completionConversation} style={{ display: 'flex', alignItems: 'center', color: '#b8e2ff', fontSize: 14 }}>
+          <i className="fas fa-comments" style={{ marginRight: 6, flex: '0 0 auto' }}></i>
+          <span style={{ overflow: 'hidden', textOverflow: 'ellipsis', whiteSpace: 'nowrap', display: 'block' }}>{completionConversation}</span>
+        </div>
+      )}
+      {completionActionResult && (
+        <div title={completionActionResult} style={{ display: 'flex', alignItems: 'center', color: '#ffd700', fontSize: 14 }}>
+          <i className="fas fa-bolt" style={{ marginRight: 6, flex: '0 0 auto' }}></i>
+          <span style={{ overflow: 'hidden', textOverflow: 'ellipsis', whiteSpace: 'nowrap', display: 'block' }}>{completionActionResult}</span>
+        </div>
+      )}
+      {completionAgentState && (
+        <div title={completionAgentState} style={{ display: 'flex', alignItems: 'center', color: '#ffb8b8', fontSize: 14 }}>
+          <i className="fas fa-brain" style={{ marginRight: 6, flex: '0 0 auto' }}></i>
+          <span style={{ overflow: 'hidden', textOverflow: 'ellipsis', whiteSpace: 'nowrap', display: 'block' }}>{completionAgentState}</span>
+        </div>
+      )}
+      {completionError && (
+        <div title={completionError} style={{ display: 'flex', alignItems: 'center', color: '#f66', fontSize: 14 }}>
+          <i className="fas fa-exclamation-triangle" style={{ marginRight: 6, flex: '0 0 auto' }}></i>
+          <span style={{ overflow: 'hidden', textOverflow: 'ellipsis', whiteSpace: 'nowrap', display: 'block' }}>{completionError}</span>
+        </div>
+      )}
+    </div>
+  );
+}
+
 import { useParams, Link } from 'react-router-dom';
 import hljs from 'highlight.js/lib/core';
 import json from 'highlight.js/lib/languages/json';
@@ -7,7 +184,7 @@ import 'highlight.js/styles/monokai.css';
 hljs.registerLanguage('json', json);
 
 function AgentStatus() {
-  const [showStatus, setShowStatus] = useState(true);
+  const [showStatus, setShowStatus] = useState(false);
   const { name } = useParams();
   const [statusData, setStatusData] = useState(null);
   const [loading, setLoading] = useState(true);
@@ -94,17 +271,16 @@ function AgentStatus() {
       setObservableMap(prevMap => {
         const prev = prevMap[data.id] || {};
         const updated = {
-          ...prev,
           ...data,
-          creation: data.creation,
-          progress: data.progress,
-          completion: data.completion,
+          ...prev,
         };
         // Events can be received out of order
         if (data.creation)
           updated.creation = data.creation;
         if (data.completion)
           updated.completion = data.completion;
+        if ((data.progress?.length ?? 0) > (prev.progress?.length ?? 0))
+          updated.progress = data.progress;
         if (data.parent_id && !prevMap[data.parent_id])
           prevMap[data.parent_id] = {
             id: data.parent_id,
@@ -252,12 +428,17 @@ function AgentStatus() {
                           setExpandedCards(new Map(expandedCards).set(container.id, newExpanded));
                         }}
                       >
-                        <div style={{ display: 'flex', gap: '10px', alignItems: 'center' }}>
+                        <div style={{ display: 'flex', gap: '10px', alignItems: 'center', maxWidth: '90%' }}>
                           <i className={`fas fa-${container.icon || 'robot'}`} style={{ verticalAlign: '-0.125em' }}></i>
+                          <span style={{ width: '100%' }}>
+                            <div style={{ display: 'flex', flexDirection: 'column', flex: 1 }}>
                               <span>
                                 <span className='stat-label'>{container.name}</span>#<span className='stat-label'>{container.id}</span>
                               </span>
-</div>
+                              <ObservableSummary observable={container} />
+                            </div>
+                          </span>
+                        </div>
                         <div style={{ display: 'flex', alignItems: 'center', gap: '8px' }}>
                           <i
                             className={`fas fa-chevron-${expandedCards.get(container.id) ? 'up' : 'down'}`}
@@ -279,18 +460,23 @@ function AgentStatus() {
                               const isExpanded = expandedCards.get(childKey);
                               return (
                                 <div key={`${container.id}-child-${child.id}`} className='card' style={{ background: '#222', marginBottom: '0.5em' }}>
-                                  <div style={{ display: 'flex', justifyContent: 'space-between', alignItems: 'center', cursor: 'pointer' }}
+                                  <div style={{ display: 'flex', justifyContent: 'space-between', alignItems: 'center', cursor: 'hand', maxWidth: '100%' }}
                                     onClick={() => {
                                       const newExpanded = !expandedCards.get(childKey);
                                       setExpandedCards(new Map(expandedCards).set(childKey, newExpanded));
                                     }}
                                   >
-                                    <div style={{ display: 'flex', gap: '10px', alignItems: 'center' }}>
+                                    <div style={{ display: 'flex', maxWidth: '90%', gap: '10px', alignItems: 'center' }}>
                                       <i className={`fas fa-${child.icon || 'robot'}`} style={{ verticalAlign: '-0.125em' }}></i>
+                                      <span style={{ width: '100%' }}>
+                                        <div style={{ display: 'flex', flexDirection: 'column', flex: 1 }}>
                                           <span>
                                             <span className='stat-label'>{child.name}</span>#<span className='stat-label'>{child.id}</span>
                                           </span>
-</div>
+                                          <ObservableSummary observable={child} />
+                                        </div>
+                                      </span>
+                                    </div>
                                     <div style={{ display: 'flex', alignItems: 'center', gap: '8px' }}>
                                       <i
                                         className={`fas fa-chevron-${isExpanded ? 'up' : 'down'}`}
@@ -303,60 +489,14 @@ function AgentStatus() {
                                     </div>
                                   </div>
                                   <div style={{ display: isExpanded ? 'block' : 'none' }}>
-                                    {child.creation && (
-                                      <div>
-                                        <h5>Creation:</h5>
-                                        <pre className="hljs"><code>
-                                          <div dangerouslySetInnerHTML={{ __html: hljs.highlight(JSON.stringify(child.creation || {}, null, 2), { language: 'json' }).value }}></div>
-                                        </code></pre>
-                                      </div>
-                                    )}
-                                    {child.progress && child.progress.length > 0 && (
-                                      <div>
-                                        <h5>Progress:</h5>
-                                        <pre className="hljs"><code>
-                                          <div dangerouslySetInnerHTML={{ __html: hljs.highlight(JSON.stringify(child.progress || {}, null, 2), { language: 'json' }).value }}></div>
-                                        </code></pre>
-                                      </div>
-                                    )}
-                                    {child.completion && (
-                                      <div>
-                                        <h5>Completion:</h5>
-                                        <pre className="hljs"><code>
-                                          <div dangerouslySetInnerHTML={{ __html: hljs.highlight(JSON.stringify(child.completion || {}, null, 2), { language: 'json' }).value }}></div>
-                                        </code></pre>
-                                      </div>
-                                    )}
+                                    <CollapsibleRawSections container={child} />
                                   </div>
                                 </div>
                               );
                             })}
                           </div>
                         )}
-                        {container.creation && (
-                          <div>
-                            <h4>Creation:</h4>
-                            <pre className="hljs"><code>
-                              <div dangerouslySetInnerHTML={{ __html: hljs.highlight(JSON.stringify(container.creation || {}, null, 2), { language: 'json' }).value }}></div>
-                            </code></pre>
-                          </div>
-                        )}
-                        {container.progress && container.progress.length > 0 && (
-                          <div>
-                            <h4>Progress:</h4>
-                            <pre className="hljs"><code>
-                              <div dangerouslySetInnerHTML={{ __html: hljs.highlight(JSON.stringify(container.progress || {}, null, 2), { language: 'json' }).value }}></div>
-                            </code></pre>
-                          </div>
-                        )}
-                        {container.completion && (
-                          <div>
-                            <h4>Completion:</h4>
-                            <pre className="hljs"><code>
-                              <div dangerouslySetInnerHTML={{ __html: hljs.highlight(JSON.stringify(container.completion || {}, null, 2), { language: 'json' }).value }}></div>
-                            </code></pre>
-                          </div>
-                        )}
+                        <CollapsibleRawSections container={container} />
                       </div>
                     </div>
                   </div>

webui/react-ui/src/utils/api.js

@@ -24,6 +24,50 @@ const buildUrl = (endpoint) => {
   return `${API_CONFIG.baseUrl}${endpoint.startsWith('/') ? endpoint.substring(1) : endpoint}`;
 };
 
+// Helper function to convert ActionDefinition to FormFieldDefinition format
+const convertActionDefinitionToFields = (definition) => {
+  if (!definition || !definition.Properties) {
+    return [];
+  }
+
+  const fields = [];
+  const required = definition.Required || [];
+
+  console.debug('Action definition:', definition);
+
+  Object.entries(definition.Properties).forEach(([name, property]) => {
+    const field = {
+      name,
+      label: name.charAt(0).toUpperCase() + name.slice(1),
+      type: 'text', // Default to text, we'll enhance this later
+      required: required.includes(name),
+      helpText: property.Description || '',
+      defaultValue: property.Default,
+    };
+
+    if (property.enum && property.enum.length > 0) {
+      field.type = 'select';
+      field.options = property.enum;
+    } else {
+      switch (property.type) {
+        case 'integer':
+          field.type = 'number';
+          field.min = property.Minimum;
+          field.max = property.Maximum;
+        break;
+      case 'boolean':
+        field.type = 'checkbox';
+        break;
+    }
+    // TODO: Handle Object and Array types which require nested fields
+  }
+
+    fields.push(field);
+  });
+
+  return fields;
+};
+
 // Agent-related API calls
 export const agentApi = {
   // Get list of all agents
@@ -216,6 +260,17 @@ export const actionApi = {
     return handleResponse(response);
   },
 
+  // Get action definition
+  getActionDefinition: async (name, config = {}) => {
+    const response = await fetch(buildUrl(API_CONFIG.endpoints.actionDefinition(name)), {
+      method: 'POST',
+      headers: API_CONFIG.headers,
+      body: JSON.stringify(config),
+    });
+    const definition = await handleResponse(response);
+    return convertActionDefinitionToFields(definition);
+  },
+
   // Execute an action for an agent
   executeAction: async (name, actionData) => {
     const response = await fetch(buildUrl(API_CONFIG.endpoints.executeAction(name)), {

webui/react-ui/src/utils/config.js

@@ -43,6 +43,7 @@ export const API_CONFIG = {
     
     // Action endpoints
     listActions: '/api/actions',
+    actionDefinition: (name) => `/api/action/${name}/definition`,
     executeAction: (name) => `/api/action/${name}/run`,
     
     // Status endpoint

webui/routes.go

@@ -188,6 +188,7 @@ func (app *App) registerRoutes(pool *state.AgentPool, webapp *fiber.App) {
 	// Add endpoint for getting agent config metadata
 	webapp.Get("/api/meta/agent/config", app.GetAgentConfigMeta())
 
+	webapp.Post("/api/action/:name/definition", app.GetActionDefinition(pool))
 	webapp.Post("/api/action/:name/run", app.ExecuteAction(pool))
 	webapp.Get("/api/actions", app.ListActions())