{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ryzjmnubw3nn","handle":"ragebot-mcp","url":"https://wellknown.network/agents/ragebot-mcp","links":{"self":"https://wellknown.network/agents/ragebot-mcp/record.json","html":"https://wellknown.network/agents/ragebot-mcp","markdown":"https://wellknown.network/agents/ragebot-mcp/record.md","api":"https://wellknown.network/api/v1/agents/ragebot-mcp","status":"https://wellknown.network/api/v1/agents/ragebot-mcp/status","claim":"https://wellknown.network/agents/ragebot-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/ragebot-mcp/claim.json","badge":"https://wellknown.network/agents/ragebot-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:ragebot-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"ragebot-mcp","summary":"Intelligent CLI-based Project Context Engine with MCP server support","description":"# 🤖 RageBot MCP \n \n> **Intelligent Project Context Engine with full MCP Server support.** \n> Index your codebase, query it in natural language, and expose it as tools to any AI client. \n \n[![Python 3.10+](https://img.shields.io/badge/python-3.10+-blue.svg)](https://python.org) \n[![MCP Compatible](https://img.shields.io/badge/MCP-compatible-green.svg)](https://modelcontextprotocol.io) \n[![Typer](https://img.shields.io/badge/CLI-Typer-008080.svg)](https://typer.tiangolo.com/) \n[![FAISS](https://img.shields.io/badge/Search-FAISS-blue.svg)](https://github.com/facebookresearch/faiss) \n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT) \n \n--- \n \n## 📦 Installation \n \nTo install RageBot as a package, run: \n \n```bash \npip install ragebot \n``` \n \n--- \n \n## ✨ Features \n \n- 🔍 **Semantic Code Search**: Powered by FAISS and Sentence-Transformers for deep codebase understanding. \n- 💬 **Interactive AI Chat**: Multi-turn persistent sessions with context preservation. \n- 🤖 **Multi-Provider LLM**: Support for Google Gemini, Groq, and local Ollama models. \n- 🔌 **Full MCP Server**: Expose your codebase as tools to Claude Desktop, Cursor, Zed, and more. \n- 📖 **Code Intelligence**: Auto-generate documentation, unit tests, and symbol explanations. \n- 📸 **Snapshot Management**: Save, list, and restore project index states instantly. \n- 🔒 **Secure Key Storage**: API keys are stored in the OS keyring (macOS Keychain, Windows Credential Manager). \n- 🎨 **Modern CLI**: Rich terminal output with interactive menus and progress indicators. \n \n--- \n \n## 🚀 Quick Start \n \n### 1. Authenticate \nConfigure your preferred AI provider: \n```bash \n# Interactive setup for Gemini, Groq, or Ollama \nrage auth  \n``` \n \n### 2. Initialize & Index \nPrepare your project for analysis: \n```bash \ncd /path/to/your/project \nrage init \nrage save \n``` \n \n### 3. Start Querying \nAsk questions or enter the interactive REPL: \n```bash \n# Ask a quick question \nra…","publisher":null,"homepage":null,"repository":"https://github.com/atharvrahate296/Ragebot-MCP","version":"1.0.4","license":null,"protocols":["mcp"],"tags":["cli","ai","mcp","developer-tools","code-context","llm","rag"],"pricing":null,"endpoints":[{"url":"pypi:ragebot-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"dev.terminal","name":"Terminal & Shell","confidence":0.779,"provenance":"derived"}],"categories":["data","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"ragebot-mcp","registry":"pypi","observedAt":"2026-09-10T11:28:07.675Z","publishedAt":"2026-05-22T08:49:19.588178Z","latestVersion":"1.0.4"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"ragebot-mcp","url":"https://pypi.org/project/ragebot-mcp/","firstSeenAt":"2026-09-10T11:25:54.115Z","fetchedAt":"2026-09-10T11:25:54.115Z","normalizedAt":"2026-09-10T11:25:54.115Z"}]},"firstSeenAt":"2026-09-10T11:25:54.115Z","updatedAt":"2026-09-10T11:28:07.675Z"}