Introduces a comprehensive agent management system and a new research interface within the cockpit. This includes backend API endpoints for CRUD operations on agents, a new agent lifecycle manager, and frontend components for managing agents, skills, and research workflows. - feat(backend): add REST API for agent lifecycle management (list, create, update, delete, import) - feat(backend): implement `pkg/agent/manager` for agent lifecycle control - feat(gateway): register agent API routes in the gateway - feat(frontend): add cockpit tabs for Agents, Skills, and Research - feat(frontend): implement AgentsPage and ResearchPage components - feat(frontend): add `use-agents` and `use-cockpit-skills` hooks - docs: add Agent Management API documentation and update project map - refactor(tools): update ToolSkill metadata handling and regex parsing
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Tools API Documentation
Overview
PicoClaw's tools system provides a extensible way for the AI agent to interact with the host system, web, hardware, and external services. Tools are registered in a centralized ToolRegistry and can be exposed to LLM providers via JSON Schema definitions.
Architecture
Tool Interface
All tools implement the base Tool interface (pkg/tools/registry.go):
type Tool interface {
Name() string
Description() string
Parameters() map[string]any // JSON Schema
Execute(ctx context.Context, args map[string]any) *ToolResult
}
Optional interfaces for enhanced behavior:
AsyncExecutor- Tools that support async execution with callbackmediaStoreAware- Tools that need access to media storagePromptMetadataProvider- Tools that provide prompt layer/slot metadata
Tool Registry
The ToolRegistry (pkg/tools/registry.go) manages all tools:
- Core Tools: Registered with
Register(tool)- always available, no TTL - Hidden Tools: Registered with
RegisterHidden(tool)- have TTL (Time To Live), can be promoted - Tool Definitions:
GetDefinitions()returns JSON Schema for LLM providers - Provider Format:
ToProviderDefs()converts to provider-specific format (OpenAI, Anthropic, etc.)
Tool Execution Flow
- Tool called by agent with arguments
- Arguments validated against tool's JSON Schema
- Channel/ChatID context injected into
ctx Execute()orExecuteAsync()called- Result normalized and returned as
ToolResult - Panics recovered to prevent agent crashes
Available Tools
Filesystem Tools
| Tool Name | Description | Category | Config Key |
|---|---|---|---|
read_file |
Read file content from workspace or allowed paths | filesystem | read_file |
write_file |
Create or overwrite files within workspace | filesystem | write_file |
list_dir |
Inspect directories and enumerate files | filesystem | list_dir |
edit_file |
Apply targeted edits to existing files | filesystem | edit_file |
append_file |
Append content to end of existing file | filesystem | append_file |
Implementation: pkg/tools/fs/ package
- Path validation against workspace restrictions
- Symlink resolution to prevent escaping workspace
- Configurable allow/deny path patterns
- Max file size limit: 64KB (configurable via
MaxReadFileSize)
Expected Arguments (example for read_file):
{
"path": "/path/to/file.txt",
"workspace": "/workspace" // injected automatically
}
Shell/Exec Tool
| Tool Name | Description | Category | Config Key |
|---|---|---|---|
exec |
Run shell commands in workspace sandbox | filesystem | exec |
Implementation: pkg/tools/shell.go
- Security: Deny patterns block dangerous commands:
rm -rf,dd,shutdown,reboot,chmod,chown,sudo- Command substitution:
$(...), backticks - Pipe to shell:
\| sh,\| bash
- Session Management: Persistent shell sessions via
SessionManager - Timeout: Configurable command timeout
- Working Directory: Restricted to workspace by default
Expected Arguments:
{
"command": "ls -la",
"workdir": "/workspace", // optional
"timeout": 30 // seconds, optional
}
Automation Tools
| Tool Name | Description | Category | Config Key |
|---|---|---|---|
cron |
Schedule one-time or recurring tasks | automation | cron |
Implementation: pkg/tools/cron.go
- Schedule reminders, shell commands, and jobs
- One-time or recurring (cron expression support)
Expected Arguments:
{
"action": "add", // add, list, remove
"schedule": "0 9 * * *", // cron format or "in 5m"
"command": "echo 'reminder'", // optional
"message": "Daily reminder" // optional
}
Web Tools
| Tool Name | Description | Category | Config Key |
|---|---|---|---|
web_search |
Search the web using configured providers | web | web |
web_fetch |
Fetch and summarize webpage contents | web | web_fetch |
Web Search Providers (configured in tools.web):
- Sogou - Chinese search engine
- DuckDuckGo - Privacy-focused search
- Brave Search - Independent search (requires API key)
- Tavily - AI-optimized search (requires API key)
- Perplexity - AI search engine (requires API key)
- SearXNG - Metasearch engine (self-hosted)
- GLM Search - Chinese AI search (requires API key)
- Baidu Search - Chinese search engine (requires API key)
Web Search Expected Arguments:
{
"query": "latest AI news",
"max_results": 5, // optional, default varies by provider
"provider": "brave" // optional, uses default
}
Web Fetch Expected Arguments:
{
"url": "https://example.com",
"max_chars": 10000 // optional
}
Communication Tools
| Tool Name | Description | Category | Config Key |
|---|---|---|---|
message |
Send follow-up message to active chat | communication | message |
send_file |
Send file or media to active chat | communication | send_file |
Implementation: pkg/tools/integration_facade.go → pkg/tools/integration/
Message Tool Expected Arguments:
{
"text": "Hello from the agent!",
"channel": "telegram", // injected from context
"chat_id": "123456" // injected from context
}
Send File Expected Arguments:
{
"path": "/workspace/report.pdf",
"caption": "Here's your file" // optional
}
Skills Tools
| Tool Name | Description | Category | Config Key |
|---|---|---|---|
find_skills |
Search external skill registries | skills | find_skills |
install_skill |
Install skill from registry | skills | install_skill |
Dependencies: Requires skills config to be enabled
Find Skills Expected Arguments:
{
"query": "pdf",
"limit": 10 // optional
}
Install Skill Expected Arguments:
{
"name": "pdf-tools",
"source": "registry-url" // optional
}
Agent/Subagent Tools
| Tool Name | Description | Category | Config Key |
|---|---|---|---|
spawn |
Launch background subagent for delegated work | agents | spawn |
spawn_status |
Query status of spawned subagents | agents | spawn_status |
Dependencies: Requires subagent config to be enabled
Spawn Tool Expected Arguments:
{
"task": "Research latest AI papers",
"model": "gpt-4", // optional
"max_tokens": 2000, // optional
"temperature": 0.7, // optional
"async": true // optional, run in background
}
Spawn Status Expected Arguments:
{
"task_id": "abc123" // optional, returns specific task or all
}
Hardware Tools
| Tool Name | Description | Category | Config Key | Platform |
|---|---|---|---|---|
i2c |
Interact with I2C devices | hardware | i2c |
Linux only |
spi |
Interact with SPI devices | hardware | spi |
Linux only |
serial |
Interact with serial ports | hardware | serial |
Linux/macOS/Windows |
Implementation: pkg/tools/hardware_facade.go → pkg/tools/hardware/
I2C Expected Arguments:
{
"action": "read", // read, write
"bus": "/dev/i2c-1",
"address": 0x48,
"register": 0x00, // optional
"data": [0x01, 0x02] // for write
}
Serial Expected Arguments:
{
"port": "/dev/ttyUSB0",
"baud": 9600,
"data": "hello" // string or bytes
}
Discovery Tools (Hidden, TTL-based)
| Tool Name | Description | Category | Config Key |
|---|---|---|---|
tool_search_tool_regex |
Discover hidden MCP tools by regex | discovery | mcp.discovery.use_regex |
tool_search_tool_bm25 |
Discover hidden MCP tools by semantics | discovery | mcp.discovery.use_bm25 |
request_permission |
Request user permission for outside-workspace access | permission | exec.ask_permission |
Dependencies: Requires mcp and mcp.discovery to be enabled
Permission Tools
| Tool Name | Description | Category | Config Key |
|---|---|---|---|
request_permission |
Request user permission for outside-workspace access | permission | exec.ask_permission |
Backend API Endpoints
Base URL
http://localhost:<port>/api
Tool Management
List All Tools
GET /api/tools
Response:
{
"tools": [
{
"name": "read_file",
"description": "Read file content from the workspace",
"category": "filesystem",
"config_key": "read_file",
"status": "enabled", // enabled, disabled, blocked
"reason_code": "" // e.g., "requires_skills"
}
]
}
Enable/Disable Tool
PUT /api/tools/{name}/state
Request Body:
{
"enabled": true
}
Response:
{
"status": "ok"
}
Web Search Configuration
Get Web Search Config
GET /api/tools/web-search-config
Response:
{
"provider": "auto", // auto, sogou, duckduckgo, brave, tavily, etc.
"current_service": "brave",
"prefer_native": false,
"proxy": "",
"providers": [
{
"id": "brave",
"label": "Brave Search",
"configured": true,
"current": true,
"requires_auth": true
}
],
"settings": {
"brave": {
"enabled": true,
"max_results": 10,
"api_key_set": true
}
}
}
Update Web Search Config
PUT /api/tools/web-search-config
Request Body:
{
"provider": "brave",
"prefer_native": false,
"proxy": "",
"settings": {
"brave": {
"enabled": true,
"max_results": 10,
"api_key": "BSA...", // or "api_keys": ["key1", "key2"]
"base_url": "" // optional for self-hosted
}
}
}
Tool Result Structure
Tools return *ToolResult with the following fields:
type ToolResult struct {
ForLLM string // Text returned to LLM for processing
ForUser string // Text shown to end user in chat
MediaURLs []string // Media attachment URLs (media:// or http://)
IsError bool // Whether execution failed
Async bool // True if running asynchronously
Err error // Underlying Go error (not serialized to JSON)
}
MCP (Model Context Protocol) Integration
PicoClaw exposes tools via MCP server (pkg/mcp/manager.go):
- External MCP servers can be integrated
- Tools from MCP servers appear as hidden tools with TTL
- Discovery tools (
tool_search_tool_regex,tool_search_tool_bm25) make hidden tools available - MCP manager handles tool execution via isolated command transport
MCP Tool Discovery Flow:
- MCP server registered with PicoClaw
- Tools exposed as hidden (TTL=0, not visible to LLM)
- Agent uses
tool_search_tool_regexortool_search_tool_bm25 - Matching tools promoted (TTL set >0)
- Promoted tools appear in next LLM context
Configuration
Tools configured in config.json under tools section:
{
"tools": {
"read_file": {"enabled": true},
"write_file": {"enabled": true},
"exec": {"enabled": true},
"web": {
"enabled": true,
"provider": "brave",
"brave": {
"enabled": true,
"max_results": 10,
"api_keys": ["BSA..."]
}
},
"mcp": {
"enabled": true,
"discovery": {
"enabled": true,
"use_regex": true,
"use_bm25": false
}
}
}
}
Security Considerations
- Path Restrictions: Filesystem tools restrict access to workspace by default
- Shell Command Filtering: Dangerous commands blocked via regex patterns
- Tool TTL: Hidden tools auto-expire to prevent context bloat
- Media Store: File paths converted to
media://URLs for safe transport - Panic Recovery: Tool panics recovered to prevent agent crashes
- Symlink Resolution: Prevents escaping workspace via symlinks
Tool Registration Example
// Register a core tool (always available)
registry.Register(tools.NewReadFileTool(workspace, true, 64*1024))
// Register a hidden tool (TTL-based)
registry.RegisterHidden(tools.NewRegexSearchTool(registry, 5, 10))
// Promote hidden tools (make them available to LLM)
registry.PromoteTools([]string{"tool_search_tool_regex"}, 10) // TTL=10 turns
Agent Management API
PicoClaw provides REST API endpoints for managing custom agents in the cockpit. Agents are stored as Markdown files with YAML frontmatter in ~/.picoclaw/workspace/agents/.
Endpoints
| Method | Endpoint | Description |
|---|---|---|
| GET | /api/agents |
List all agents |
| GET | /api/agent?slug={slug} |
Get agent by slug |
| POST | /api/agent/create |
Create new agent |
| PUT | /api/agent/update?slug={slug} |
Update agent |
| DELETE | /api/agent/delete?slug={slug} |
Delete agent |
| POST | /api/agent/import |
Import agent from Markdown content |
Data Types
interface Agent {
slug: string
name: string
description: string
system_prompt: string
model: string
tool_permissions: string[]
status: "enabled" | "disabled"
created_at: string
updated_at: string
}
interface AgentCreateRequest {
name: string
description?: string
system_prompt: string
model: string
tool_permissions?: string[]
}
Agent File Format
Agents are stored as .md files with YAML frontmatter:
---
name: researcher
description: Research assistant agent
model: claude-3-5-sonnet
slug: researcher
---
You are a research assistant specialized in finding and summarizing information...