Skip to content
Conduit

mcp server

openfox

OpenFox - Lightweight self hosted AI assistant, similar to OpenClaw, with expandable multi tool and Feishu channels

InfernalAzazel/openfoxcommunitylistedunreviewed

Set up

Runs on your computer. Pick your agent and operating system.

This project does not publish an install method we can turn into a config. Follow the README instead.

README

synced Oct 22, 2026

What it is

OpenFox runs on your own machine: it brings LLM chat, scheduled jobs, Feishu bot, WeChat iLink (WxClaw) bot, browser tools, MCP, and local skills together in one HTTP service. It ships with an embedded Web UI at /web, and you can chat from Feishu or WeChat when WxClaw is enabled.

PathDescription
~/.openfox/config.jsonMain JSON config (validated at load time); see Configuration below
~/.openfox/storage.dbSQLite storage for sessions and scheduling
~/.openfox/skillsLocal Skills root (SKILLS_PATH in openfox/utils/const.py); on first run, if missing, copied from packaged openfox/skills (see openfox/core/skills.py)

Configuration (~/.openfox/config.json)

OpenFox reads a single JSON file at ~/.openfox/config.json. Fields map to the Config model in openfox/schemas/config.py (unknown keys are ignored where applicable; invalid values fail at startup). Do not commit real API keys or tokens—treat this file like a secret.

KeyPurpose
agent_idAgent identifier shown in AgentOS / Web UI (default OpenFox).
docs_enabledWhether FastAPI OpenAPI docs are exposed.
os_security_keyShared secret for Web UI and protected HTTP APIs (Bearer token).
cors_origin_listAllowed browser origins (e.g. embedded /web). Add your host/port if not using default 7777.
time_zoneDefault timezone string (e.g. Asia/Shanghai).
search_knowledgeWhen true, enables RAG (Chroma under ~/.openfox/chromadb; path is not configured here).
llmChat model: model_name, api_base, api_key (LiteLLM-style id).
knowledgeRAG details when search_knowledge is true: vector_db (collection, search_type, embedder, reranker, …), max_results, isolate_vector_search.
channelsIntegrations: channels.feishu (activate, app_id, app_secret, …) and channels.wxclaw (activate, optional include_tools / exclude_tools for WxClawTools). WxClaw uses QR login; tokens persist under ~/.openfox/channels/wxclaw/ (see WxClawTools / OPENFOX_HOME_PATH).
mcpsList of MCP server entries (command/args/env or url/headers).
toolsPer-toolkit switches and options (mcp, scheduler, shell, websearch, arxiv, …); each may include activate, include_tools, exclude_tools, and toolkit-specific fields.

Valid on-disk JSON: ~/.openfox/config.json must be standard JSON (double quotes, no // comments). The jsonc snippet below is documentation only—remove comments before saving, or paste the object into the Web Config editor.

Full reference example (JSONC; documentation only)

The key order, nesting, and non-secret values match a full on-disk layout; secrets are placeholders. On disk the file must be plain JSON (no // comments).

{
  // Agent identity
  "agent_id": "OpenFox",
  "docs_enabled": true,
  "os_security_key": "<os_security_key>",
  // Browser / API origins (update if you change the listen port)
  "cors_origin_list": [
    "http://127.0.0.1:7777",
    "http://localhost:7777"
  ],
  "time_zone": "Asia/Shanghai",
  // Enable RAG / knowledge search
  "search_knowledge": true,
  // Main chat model (LiteLLM)
  "llm": {
    "model_name": "deepseek/deepseek-chat",
    "api_base": "https://api.deepseek.com",
    "api_key": "<llm_api_key>"
  },
  // Channel integrations (Feishu + optional WeChat iLink)
  "channels": {
    "feishu": {
      "activate": true,
      "app_id": "<feishu_app_id>",
      "app_secret": "<feishu_app_secret>"
    },
    "wxclaw": {
      "activate": false
    }
  },
  // MCP servers: each entry is stdio (command+args) or HTTP (url+headers)
  "mcps": [
    {
      // Display name
      "name": "weibo",
      // stdio: uvx --from Git runs the MCP without a prior install
      "command": "uvx",
      "args": [
        "--from",
        "git+https://github.com/InfernalAzazel/mcp-server-weibo.git",
        "mcp-server-weibo"
      ],
      "env": {},
      // stdio: leave url empty
      "url": "",
      "headers": {},
      "tool_timeout": 60
    },
    {
      "name": "chrome-devtools",
      // stdio: npx runs a published Node MCP package
      "command": "npx",
      "args": ["chrome-devtools-mcp@latest"],
      "env": {},
      "url": "",
      "headers": {},
      "tool_timeout": 60
    }
  ],
  // RAG: Chroma + embedder + reranker
  "knowledge": {
    "vector_db": {
      "collection": "docs",
      "name": "OpenFox Knowledge",
      "description": "OpenFox Knowledge",
      "id": null,
      "distance": "cosine",
      "persistent_client": true,
      "search_type": "hybrid",
      "hybrid_rrf_k": 60,
      "batch_size": null,
      "reranker_enabled": true,
      "embedder": {
        "id": "openai/text-embedding-v4",
        "api_key": "<embedder_api_key>",
        "api_base": "https://dashscope.aliyuncs.com/compatible-mode/v1",
        "request_params": {
          "encoding_format": "float"
        },
        "enable_batch": false,
        "batch_size": 20
      },
      "reranker": {
        "model": "dashscope/qwen3-rerank",
        "api_key": "<reranker_api_key>",
        "api_base": "https://dashscope.aliyuncs.com/compatible-api/v1/reranks",
        "top_n": null,
        "request_params": null
      }
    },
    "max_results": 10,
    "isolate_vector_search": false
  },
  // Toolkit toggles and options
  "tools": {
    "mcp": {
      "include_tools": null,
      "exclude_tools": null,
      "activate": true
    },
    "scheduler": {
      "include_tools": null,
      "exclude_tools": null,
      "activate": true
    },
    "shell": {
      "include_tools": null,
      "exclude_tools": null,
      "activate": true,
      "base_dir": null,
      "enable_run_shell_command": true,
      "all": false
    },
    "websearch": {
      "include_tools": null,
      "exclude_tools": null,
      "activate": true,
      "enable_search": true,
      "enable_news": true,
      "backend": "auto",
      "modifier": null,
      "fixed_max_results": null,
      "proxy": null,
      "timeout": 10,
      "verify_ssl": true,
      "timelimit": null,
      "region": null
    },
    "arxiv": {
      "include_tools": null,
      "exclude_tools": null,
      "activate": true,
      "enable_search_arxiv": true,
      "enable_read_arxiv_papers": true,
      "download_dir": null
    },
    "hackernews": {
      "include_tools": null,
      "exclude_tools": null,
      "activate": true,
      "enable_get_top_stories": true,
      "enable_get_user_details": true,
      "all": false
    },
    "pubmed": {
      "include_tools": null,
      "exclude_tools": null,
      "activate": true,
      "email": "your_email@example.com",
      "max_results": null,
      "enable_search_pubmed": true,
      "all": false
    },
    "wikipedia": {
      "include_tools": null,
      "exclude_tools": null,
      "activate": true
    },
    "crawl4ai": {
      "include_tools": null,
      "exclude_tools": null,
      "activate": true,
      "max_length": 1000,
      "timeout": 60,
      "use_pruning": false,
      "pruning_threshold": 0.48,
      "bm25_threshold": 1.0,
      "headless": true,
      "wait_until": "domcontentloaded",
      "enable_crawl": true,
      "all": false
    },
    "calculator": {
      "include_tools": null,
      "exclude_tools": null,
      "activate": true
    },
    "docker": {
      "include_tools": null,
      "exclude_tools": null,
      "activate": false
    },
    "youtube": {
      "include_tools": null,
      "exclude_tools": null,
      "activate": true,
      "get_video_captions": true,
      "get_video_data": true,
      "languages": null,
      "enable_get_video_captions": true,
      "enable_get_video_data": true,
      "enable_get_video_timestamps": true,
      "all": false
    },
    "webbrowser": {
      "include_tools": null,
      "exclude_tools": null,
      "activate": true,
      "enable_open_page": true,
      "all": false
    }
  }
}

If you use the stdio MCP entries above, the host running OpenFox needs uv / uvx and Node.js (with npx) installed, as applicable.

You can edit the live file in the Web Config page or via the expand/config HTTP API when authenticated. After manual edits on disk, restart python -m openfox if the process is already running.


Features

CapabilityDescription
Web consoleChat, session list, usage metrics, knowledge (/knowledge), memory (/memory), evaluations (/evals), run tracing (/traces), skill upload/management, Cron scheduling, JSON config editor (login required; use os_security_key from config)
Knowledge baseRAG over your documents when search_knowledge is enabled: Chroma vector store under ~/.openfox/chromadb, embedder/reranker via LiteLLM; manage content in the Web UI (/knowledge).
MemoryAgent memory persisted with sessions (e.g. update_memory_on_run); browse and manage via the Web UI (/memory, backed by ~/.openfox/storage.db).
EvaluationsBuilt-in evaluation workflow in the Web UI: measure performance, reliability, and accuracy of your agent or team against datasets and criteria.
Run tracingTrace each agent run end-to-end: inspect spans, sessions, and execution flow stored for observability (Web UI /traces).
FeishuEvent and message intake; DM and group chat (mention the bot)
WxClaw (WeChat iLink)Long-poll WeChat messages; first-time QR login in the terminal; bot token and sync buffer under ~/.openfox/channels/wxclaw/. Enable with channels.wxclaw.activate: true.
Scheduled jobsBuilt-in scheduler; enable with tools.scheduler (SchedulerConfig). Agent toolkit SchedulerTools creates recurring tasks (cron → POST Agent run endpoint)
ToolsSee “Built-in Agent tools” below; you can also attach MCP via config.mcps. JSON config editing in the Web console uses ConfigTools (not an Agent chat tool).
SkillsSKILL.md under SKILLS_PATH (~/.openfox/skills, LocalSkills); upload skill packs from the Web UI
ModelsLiteLLM for OpenAI-compatible APIs (see “Models” below)

Built-in Agent tools

Tool classWhat it does
ShellToolsRun shell commands on the host where OpenFox runs (Agno)
SchedulerToolsRegistered when tools.scheduler.activate is true. Create / list / get / delete / disable jobs; cron expressions invoke this Agent's run endpoint
FeiShuToolsFeishu outbound messaging toolkit: send_text_message, send_image_message, send_file_message, send_audio_message, send_media_message
WxClawToolsWeChat iLink toolkit: send_text, upload_file (local file → CDN upload → send image/video/file). Use only for @im.wechat / channel.type=wxclaw; do not pass WeChat ids to Feishu tools.
MCPConfigToolsAdd / remove / update MCP-related config in chat to extend tools dynamically
WebSearchToolsSearch the web
ArxivToolsSearch arXiv papers and metadata
HackerNewsToolsRead Hacker News stories and discussions
PubmedToolsSearch PubMed biomedical literature
WikipediaToolsLook up Wikipedia articles and summaries
Crawl4aiToolsFetch and parse page content with Crawl4AI (suited to structured extraction)
CalculatorToolsEvaluate math expressions
DockerToolsManage local Docker: containers, images, volumes, networks (Docker must be available)
YouTubeToolsYouTube: metadata, captions, timestamps, etc. (requires youtube_transcript_api)
WebBrowserToolsOpen a URL in the system default browser on this machine (new tab or new window)

Quick start

Environment: Python 3.12+. Install from PyPI:

pip install openfox

First run: If ~/.openfox/config.json is missing, an interactive setup runs (API docs toggle, auth, os_security_key, timezone, LLM, Feishu, etc.), then the server starts. Set channels.wxclaw.activate to true (and optionally channels.feishu.activate to false if you only use WeChat) to enable WxClaw; restart after editing config.

python -m openfox
# Binds to 0.0.0.0:7777 by default

For custom --host / --port, run python -m openfox --help for CLI subcommands and flags.

  • Web UI: Open http://127.0.0.1:7777/web (adjust port as needed).
  • Auth token: The os_security_key value from config; enter it on the Web login page.
  • Non-7777 ports: Default CORS includes /web on :7777. If you change the port, add e.g. http://127.0.0.1:<port> and http://localhost:<port> to cors_origin_list, or the frontend may fail API calls.

To re-run setup only, delete ~/.openfox/config.json and run python -m openfox again. Existing config skips the wizard and starts directly.


Feishu integration

Request path prefix is /feishu.

  • Event / webhook example: http://<your-host-or-domain>/feishu/event (match whatever Feishu Open Platform expects and your routes).

Steps in brief:

  1. Create an app on Feishu Open Platform and obtain App ID and App Secret.
  2. Configure event subscription and message permissions; set the request URL to your service (public URL or tunnel); fill Encrypt Key and Verification Token.
  3. Write these into channels.feishu in ~/.openfox/config.json, then restart python -m openfox.
  4. In Feishu DM or group chat, use the app (e.g. @ bot) to talk to OpenFox.

FeiShuTools methods (chat tools):

  • send_text_message: send plain text or markdown card text.
  • send_image_message: send by image_key or upload from URL/path.
  • send_file_message: send by file_key or upload from URL/path.
  • send_audio_message: upload/send OPUS audio.
  • send_media_message: upload/send MP4 video, optional thumbnail.

WxClaw (WeChat iLink)

WxClaw is OpenFox’s WeChat channel: long-poll inbound messages and reply with text or uploaded image/video/file.

Prerequisites (WeChat on your phone)

  1. Open WeChat on the phone → Me → Settings → Plugins.
  2. Install WeChat ClawBot (微信 ClawBot).
  3. On the machine running OpenFox, set channels.wxclaw.activate to true in ~/.openfox/config.json, then start python -m openfox (restart after config edits).
  4. When no bot token is saved yet, a QR code is printed in the terminal — scan it with WeChat to complete login. Tokens and the sync cursor are stored under ~/.openfox/channels/wxclaw/ (see TOKEN_FILE / BUF_FILE in openfox/tools/wxclaw.py).

Models (LiteLLM)

OpenFox uses LiteLLM. For any provider in LiteLLM’s supported list that exposes an OpenAI-style Chat Completions API, you usually only need llm.model_name, llm.api_base, and llm.api_key.

Example model strings (see official docs for the full list):

openai/gpt-4o-mini
deepseek/deepseek-chat
dashscope/qwen-max
ollama/llama3.1
...

Screenshots

Feishu

feishu

Web UI


Brief comparison with OpenClaw

AspectOpenClawOpenFox
StackNode / TypeScriptPython, Agno, FastAPI
ChannelsMany IM platformsFeishu + optional WeChat iLink (WxClaw)
ExtensionsBrowser, Canvas, Cron, etc.Cron, Shell, browser (Playwright), MCP, local Skills
FocusCross-platform personal assistantEnterprise-grade self-hosted AI assistant, bilingual-friendly, with an integrated Web control plane

Thanks & community

Stars help us keep improving.

Community chat

When joining, say you’re here for openfox:

↑↓ navigate openesc close