feat: local MCP server support (#61)

* wip

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

* Add groups to mcpbox

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

* Add mcpbox dockerfile and entrypoint

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

* Attach mcp stdio box to agent

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

* Add to dockerfile

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

* Attach to config

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

* Attach to ui

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

* Revert "Attach to ui"

This reverts commit 088d0c47e87ee8f84297e47d178fb7384bbe6d45.

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

* add one-time process, attach to UI the mcp server json configuration

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

* quality of life improvements

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

* fixes

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

* Make it working, expose MCP prepare script to UI

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

* Add container image to CI builds

* Wire mcpbox to tests

* Improve setup'

* Not needed anymore, using tests

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

* fix: do not override actions

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

* chore(tests): fix env var

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

---------

Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
Signed-off-by: mudler <mudler@localai.io>
This commit is contained in:
Ettore Di Giacinto
2025-04-24 16:39:20 +02:00
committed by GitHub
parent ce997d2425
commit eb8663ada1
15 changed files with 1575 additions and 65 deletions

View File

@@ -241,6 +241,7 @@ func (a *Agent) Stop() {
a.Lock()
defer a.Unlock()
xlog.Debug("Stopping agent", "agent", a.Character.Name)
a.closeMCPSTDIOServers()
a.context.Cancel()
}

View File

@@ -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
@@ -79,6 +87,68 @@ type ToolInputSchema struct {
Required []string `json:"required,omitempty"`
}
func (a *Agent) addTools(client *mcp.Client) (types.Actions, error) {
var generatedActions types.Actions
xlog.Debug("Initializing client")
// Initialize the client
response, e := client.Initialize(a.context)
if e != nil {
xlog.Error("Failed to initialize client", "error", e.Error())
return nil, e
}
xlog.Debug("Client initialized: %v", response.Instructions)
var cursor *string
for {
tools, err := client.ListTools(a.context, cursor)
if err != nil {
xlog.Error("Failed to list tools", "error", err.Error())
return nil, err
}
for _, t := range tools.Tools {
desc := ""
if t.Description != nil {
desc = *t.Description
}
xlog.Debug("Tool", "name", t.Name, "description", desc)
dat, err := json.Marshal(t.InputSchema)
if err != nil {
xlog.Error("Failed to marshal input schema", "error", err.Error())
}
xlog.Debug("Input schema", "tool", t.Name, "schema", string(dat))
// XXX: This is a wild guess, to verify (data types might be incompatible)
var inputSchema ToolInputSchema
err = json.Unmarshal(dat, &inputSchema)
if err != nil {
xlog.Error("Failed to unmarshal input schema", "error", err.Error())
}
// Create a new action with Client + tool
generatedActions = append(generatedActions, &mcpAction{
mcpClient: client,
toolName: t.Name,
inputSchema: inputSchema,
toolDescription: desc,
})
}
if tools.NextCursor == nil {
break // No more pages
}
cursor = tools.NextCursor
}
return generatedActions, nil
}
func (a *Agent) initMCPActions() error {
a.mcpActions = nil
@@ -86,6 +156,7 @@ func (a *Agent) initMCPActions() error {
generatedActions := types.Actions{}
// MCP HTTP Servers
for _, mcpServer := range a.options.mcpServers {
transport := http.NewHTTPClientTransport("/mcp")
transport.WithBaseURL(mcpServer.URL)
@@ -95,70 +166,60 @@ func (a *Agent) initMCPActions() error {
// 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...)
}
xlog.Debug("Initializing client", "server", mcpServer.URL)
// 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)
}
// 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
}
xlog.Debug("Client initialized: %v", response.Instructions)
transport := stdioTransport.NewStdioServerTransportWithIO(read, writer)
var cursor *string
for {
tools, err := client.ListTools(a.context, cursor)
if err != nil {
xlog.Error("Failed to list tools", "error", err.Error())
return err
}
// Create a new client
mcpClient := mcp.NewClient(transport)
for _, t := range tools.Tools {
desc := ""
if t.Description != nil {
desc = *t.Description
}
xlog.Debug("Tool", "mcpServer", mcpServer, "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))
// XXX: This is a wild guess, to verify (data types might be incompatible)
var inputSchema ToolInputSchema
err = json.Unmarshal(dat, &inputSchema)
if err != nil {
xlog.Error("Failed to unmarshal input schema", "error", err.Error())
}
// Create a new action with Client + tool
generatedActions = append(generatedActions, &mcpAction{
mcpClient: client,
toolName: t.Name,
inputSchema: inputSchema,
toolDescription: desc,
})
}
if tools.NextCursor == nil {
break // No more pages
}
cursor = tools.NextCursor
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)
}

View File

@@ -50,8 +50,10 @@ type options struct {
conversationsPath string
mcpServers []MCPServer
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

View File

@@ -2,6 +2,8 @@ package state
import (
"encoding/json"
"fmt"
"strings"
"github.com/mudler/LocalAGI/core/agent"
"github.com/mudler/LocalAGI/core/types"
@@ -30,10 +32,13 @@ func (d DynamicPromptsConfig) ToMap() map[string]string {
}
type AgentConfig struct {
Connector []ConnectorConfig `json:"connectors" form:"connectors" `
Actions []ActionsConfig `json:"actions" form:"actions"`
DynamicPrompts []DynamicPromptsConfig `json:"dynamic_prompts" form:"dynamic_prompts"`
MCPServers []agent.MCPServer `json:"mcp_servers" form:"mcp_servers"`
Connector []ConnectorConfig `json:"connectors" form:"connectors" `
Actions []ActionsConfig `json:"actions" form:"actions"`
DynamicPrompts []DynamicPromptsConfig `json:"dynamic_prompts" form:"dynamic_prompts"`
MCPServers []agent.MCPServer `json:"mcp_servers" form:"mcp_servers"`
MCPSTDIOServers []agent.MCPSTDIOServer `json:"mcp_stdio_servers" form:"mcp_stdio_servers"`
MCPPrepareScript string `json:"mcp_prepare_script" form:"mcp_prepare_script"`
MCPBoxURL string `json:"mcp_box_url" form:"mcp_box_url"`
Description string `json:"description" form:"description"`
@@ -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)
}

View File

@@ -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,