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Enterprise-grade self-hosted AI assistant
Feishu · WeChat iLink (WxClaw) · Built-in Web console · LiteLLM multi-model

Python Agno FastAPI


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.

Path Description
~/.openfox/config.json Main JSON config (validated at load time); see Configuration below
~/.openfox/storage.db SQLite storage for sessions and scheduling
~/.openfox/skills Local 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.

Key Purpose
agent_id Agent identifier shown in AgentOS / Web UI (default OpenFox).
docs_enabled Whether FastAPI OpenAPI docs are exposed.
os_security_key Shared secret for Web UI and protected HTTP APIs (Bearer token).
cors_origin_list Allowed browser origins (e.g. embedded /web). Add your host/port if not using default 7777.
time_zone Default timezone string (e.g. Asia/Shanghai).
search_knowledge When true, enables RAG (Chroma under ~/.openfox/chromadb; path is not configured here).
llm Chat model: model_name, api_base, api_key (LiteLLM-style id).
knowledge RAG details when search_knowledge is true: vector_db (collection, search_type, embedder, reranker, …), max_results, isolate_vector_search.
channels Integrations: 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).
mcps List of MCP server entries (command/args/env or url/headers).
tools Per-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

Capability Description
Web console Chat, 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 base RAG 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).
Memory Agent memory persisted with sessions (e.g. update_memory_on_run); browse and manage via the Web UI (/memory, backed by ~/.openfox/storage.db).
Evaluations Built-in evaluation workflow in the Web UI: measure performance, reliability, and accuracy of your agent or team against datasets and criteria.
Run tracing Trace each agent run end-to-end: inspect spans, sessions, and execution flow stored for observability (Web UI /traces).
Feishu Event 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 jobs Built-in scheduler; enable with tools.scheduler (SchedulerConfig). Agent toolkit SchedulerTools creates recurring tasks (cron → POST Agent run endpoint)
Tools See “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).
Skills SKILL.md under SKILLS_PATH (~/.openfox/skills, LocalSkills); upload skill packs from the Web UI
Models LiteLLM for OpenAI-compatible APIs (see “Models” below)

Built-in Agent tools

Tool class What it does
ShellTools Run shell commands on the host where OpenFox runs (Agno)
SchedulerTools Registered when tools.scheduler.activate is true. Create / list / get / delete / disable jobs; cron expressions invoke this Agent's run endpoint
FeiShuTools Feishu outbound messaging toolkit: send_text_message, send_image_message, send_file_message, send_audio_message, send_media_message
WxClawTools WeChat 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.
MCPConfigTools Add / remove / update MCP-related config in chat to extend tools dynamically
WebSearchTools Search the web
ArxivTools Search arXiv papers and metadata
HackerNewsTools Read Hacker News stories and discussions
PubmedTools Search PubMed biomedical literature
WikipediaTools Look up Wikipedia articles and summaries
Crawl4aiTools Fetch and parse page content with Crawl4AI (suited to structured extraction)
CalculatorTools Evaluate math expressions
DockerTools Manage local Docker: containers, images, volumes, networks (Docker must be available)
YouTubeTools YouTube: metadata, captions, timestamps, etc. (requires youtube_transcript_api)
WebBrowserTools Open 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 → MeSettingsPlugins.
  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

Chat

OpenFox Web — Chat

Sessions

OpenFox Web — Sessions

Memory

OpenFox Web — Memory

Knowledge (Add content)

OpenFox Web — Knowledge Add Content

Knowledge (List)

OpenFox Web — Knowledge List

Usage

OpenFox Web — Usage

Skills

OpenFox Web — Skills

Traces (Runs)

OpenFox Web — Traces Runs

Trace Detail

OpenFox Web — Trace Detail

Evals (List)

OpenFox Web — Evals List

Eval Detail

OpenFox Web — Eval Detail

Scheduler (List)

OpenFox Web — Scheduler List

Scheduler (Details)

OpenFox Web — Scheduler Details

Scheduler (Run History)

OpenFox Web — Scheduler Run History

Configuration

OpenFox Web — Configuration


Brief comparison with OpenClaw

Aspect OpenClaw OpenFox
Stack Node / TypeScript Python, Agno, FastAPI
Channels Many IM platforms Feishu + optional WeChat iLink (WxClaw)
Extensions Browser, Canvas, Cron, etc. Cron, Shell, browser (Playwright), MCP, local Skills
Focus Cross-platform personal assistant Enterprise-grade self-hosted AI assistant, bilingual-friendly, with an integrated Web control plane

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

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