A
licenseA
qualityA
maintenance"primitive" RAG-like web search model context protocol server that runs locally. ✨ no APIs ✨
5
133
Python
MIT
79,479 servers. Updated
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"Local RAG system for providing documentation to a large language model (LLM)" matching MCP servers:
- AlicenseAqualityDmaintenanceOptimizes token costs by intelligently delegating low-complexity tasks to local LLMs via LiteLLM, enabling cost-effective development workflows.31MIT
- AlicenseAqualityAmaintenanceSearch and retrieve Agent2Agent (A2A) protocol documentation using full-text search and section filtering.2MIT
- AlicenseAqualityAmaintenanceProvides full-text search and retrieval tools for Apache Spark documentation using SQLite FTS5 with BM25 ranking. It enables AI assistants to efficiently search, filter by section, and read specific Spark documentation pages.2MIT
- AlicenseAqualityAmaintenanceA multi-agent Retrieval-Augmented Generation system exposed as an MCP server. Ask a question and a LangGraph pipeline plans the retrieval, pulls evidence from a pgvector knowledge base, optionally augments it with live web research, drafts a cited answer, and then self-critiques it for grounding — revising until the answer is supported by the sources.31MIT
- AlicenseAqualityCmaintenanceA Model Context Protocol server that provides AI assistants with plain-English access to official Dallas-area public data (weather alerts, school ratings, and 311 service requests) without requiring API keys or logins.41Apache 2.0
- AlicenseAqualityAmaintenanceLocal-first Microsoft Outlook MCP server: a single Go binary that manages calendar events and mail through the Microsoft Graph API over stdio, with tokens stored in the OS keychain and no Entra ID app registration required. Exposes four aggregate tools (calendar, mail, account, system) dispatched by an operation verb, with multi-account support and read-only and mail-gating modes.441MIT
- AlicenseAqualityCmaintenanceEnables searching and reading OCI documentation using the Oracle Help Center Search API. Provides tools for finding relevant documentation URLs and reading page content.211MIT
- FlicenseAqualityCmaintenanceAn MCP server that exposes tools for sub-agent style reasoning across multiple LLM providers, enabling delegation of prompts to various models and running critique loops, debates, red-teaming, and answer ranking.6
- AlicenseAqualityBmaintenanceEnables ingestion and semantic search over text documents using PostgreSQL + pgvector and OpenAI-compatible embeddings, allowing any LLM agent to retrieve relevant chunks for grounded answers.4AGPL 3.0
- FlicenseAqualityCmaintenanceSearches local markdown files using TF-IDF retrieval and serves full documents as resources.1
- AlicenseAqualityCmaintenanceProxies LLM completion requests to OpenAI-compatible providers via MCP tools.2MIT
- AlicenseAqualityBmaintenanceA local CrossRef database MCP server enabling full-text search across 167M+ scholarly works, citation analysis, and impact factor retrieval without rate limits or internet dependency.175AGPL 3.0
- AlicenseAqualityBmaintenanceEnables searching and retrieving documentation from crawled documentation sites as an MCP server, allowing coding agents to query real docs instead of relying on training data.4MIT
- AlicenseBqualityAmaintenanceA lightweight MCP bridge that lets Claude Code delegate heavy tasks to the Antigravity CLI - saving context window and tokens for what matters.112MIT
- FlicenseBqualityBmaintenanceEnables local file reading and writing for your project via Claude Desktop, with tools to read, write, and list files in a specified root path.71
- AlicenseBqualityCmaintenanceRuns a task through 3 parallel AI models (China or USA preset) and returns concise responses for Claude to synthesize.41MIT
- FlicenseCqualityCmaintenanceProvides RAG tools with local vector retrieval and web fallback using Firecrawl, enabling document ingestion and querying through MCP stdio transport.3
- AlicenseAqualityBmaintenanceFetches a URL and returns the main content as clean Markdown, using plain HTTP when possible and headless Chromium for JavaScript-rendered or bot-protected pages.1MIT
- AlicenseAqualityBmaintenanceA local MCP server that enables LLMs to securely search and read files within designated Google Drive folders. Supports Google Docs, Google Sheets, PDFs, and plain text with strict folder-scoping via service account authentication.4MIT