MCP servers and skills: search, filter by where they run, and compare.
Nothing matches every word exactly, so these are the closest matches.
Open-source context retrieval layer for AI agents
Node.jsMIT★ 6.6kNeeds a key
MCP server for ai·rete·rag — deterministic rule-based decisions with RAG-powered explanations
PythonMITFew starsNeeds a key
Curated English/Chinese Search API & MCP for AI Agents (Claude Code, Cursor, Windsurf) with explicit fetched_at timestamps. 1 success = 1 credit, 1k free credits.
DockerApache-2.0Few starsNeeds a key
Persistent memory for AI agents via MCP — entity/relation knowledge graph, works with Claude Desktop, Cursor, and Codex CLI
PythonApache-2.0★ 1Few starsNeeds a key
Multimodal RAG for source-backed AI answers MCP Server
Node.jsMIT★ 2Few starsNeeds a key
Search, extract, map and crawl tools for LLM research powered by the Tavily API.
OfficialNode.jsMIT★ 2.5kNeeds Tavily
MCP server for Web2MD: web pages to clean Markdown and token-bounded RAG chunks (via RapidAPI)
Node.jsMITFew starsNeeds a key
Universal memory layer for AI agents. Remember, recall, consolidate.
Node.jsMIT★ 47Needs a key
A local-first AI memory system with hybrid search, MCP integration, and a knowledge graph.
DockerMIT★ 65Needs a key
Governed graph-native agent memory: knowledge extraction, fusion, hybrid RAG, scoped access tokens. A push for data sovereignty.
Node.jsAGPL-3.0★ 7Needs a key
🕷️ MCP server para o Arachne — search, scrape, browser, vision, transcribe, RAG query. 9 tools. Roda como cliente HTTP contra a API do Arachne.
PythonMITFew starsNeeds a key
Node.jsMIT★ 22Needs a key
Vectros MCP server for agentic use
Node.jsApache-2.0★ 2Few starsNeeds a key
Context engine for large codebases, exposed through MCP. Gives AI coding agents precise repository context; benchmarked at frontier-agent quality with ~25x lower model cost and 45% fewer tokens with s
DockerMIT★ 90Needs a key
MCP server for Opensolr — hybrid BM25+kNN search, server-side embeddings, and RAG answers as agent tools
PythonMITFew starsNeeds a key
MCP server for ChipsAI (ai.chipsbuilder.com) - Manage chatbots, conversations, and AI models via Model Context Protocol
PythonMITFew starsNeeds a key
Your agents, briefed. Not flooded. Self-hosted context compiler: git-backed team knowledge served to coding agents as token-budgeted bundles over MCP.
DockerApache-2.0★ 31Needs a key
Real-time, provenance-invalidated cognitive cache for AI agents and RAG — build understanding once, reuse it everywhere, keep it fresh.
PythonApache-2.0★ 12Needs a key
MCP server for Forge, Voxell's hosted text-embedding API (Turbo/Pro/Ultra, OpenAI-compatible)
Node.jsMIT★ 1Few starsNeeds a key
A powerful RAG (Retrieval-Augmented Generation) system built with LangChain, designed as an MCP server for Cursor, VS Code, and other AI assistants
PythonMIT★ 2Few starsNeeds a key
MCP server for cleaning raw HTML into LLM-ready text with Refinery.
Node.jsMITFew starsNeeds a key
MCP server: web page to Markdown, link previews, OG images, job and resume parsing, Elo/Glicko-2/OpenSkill ratings
Node.jsMITFew starsNeeds a key
Collect unanswered AI agent questions and proposed corrections. Self-hosted feedback routing over REST or MCP, with an inbox, email and webhooks.
DockerApache-2.0Few starsNeeds a key
Who stands behind it
