Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 50.895 | guerinjeanmarc-neo4j-graphragmcp · searchalso listed as neo4j-graphrag-mcp-server | Combines vector similarity search, fulltext search, and search-augmented Cypher queries with automatic data sanitization and token-aware response… | 2 stars · 3 forks | No one-command install · Source | |
| 101 | 50.895 | contextweaver-mcp-servermcp · search | ContextWeaver is a semantic retrieval engine for AI coding assistants. It combines hybrid search, intelligent context expansion, and token-aware… | 2 stars · 3 forks | No one-command install · Source | |
| 104 | 49.325 | skeletongraphmcp · search | Provides function-level structural retrieval for coding agents using tree-sitter, with zero-LLM indexing and MCP serving, enabling exact function… | 6 stars | No one-command install · Source | |
| 104 | 49.325 | kubesearch-mcpmcp · search | Enables LLMs to search Flux HelmReleases and Argo Applications from kubesearch.dev, and temporarily clone repos to review actual manifests. | 6 stars | No one-command install · Source | |
| 106 | 49.118 | io-github-indhar01-memographmcp · search | Enables LLM assistants and agents to query and manage a personal markdown vault as a graph-based knowledge base using hybrid retrieval, with tools for… | 4 stars · 1 fork | No one-command install · Source | |
| 106 | 49.118 | geekmai90-remiomcp · search | Manage Remio notes and knowledge base with 8 tools for search, content reading, creation, updates, and RAG queries. | 4 stars · 1 fork | No one-command install · Source | |
| 106 | 49.118 | docragmcp · search | Provides RAG (Retrieval Augmented Generation) access to technical documentation through MCP, enabling LLMs to search and retrieve relevant… | 4 stars · 1 fork | No one-command install · Source | |
| 109 | 48.479 | mcp-rag-servermcp · search | A Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG) for answering questions about imaginary SuperNova documentation… | 1 star · 3 forks | No one-command install · Source | |
| 110 | 47.273 | mcp-synapticmcp · search | A memory-enhanced MCP server with RAG database and expiring memory capabilities, enabling AI systems to store and retrieve memories and documents with… | 3 stars · 2 forks | No one-command install · Source | |
| 111 | 46.654 | okandemirel-strada-unitymcp · search | Framework-aware Unity development server with 76 tools, RAG search, and real-time Editor bridge. | 5 stars | No one-command install · Source | |
| 111 | 46.654 | vcv-rack-mcpmcp · search | Enables LLMs to compose VCV Rack modular synth patches by generating plain JSON, with tools for patch creation, catalog search, and live OSC control. | 5 stars | No one-command install · Source | |
| 111 | 46.654 | langchain-mcpmcp · search | Provides semantic search across the entire LangChain ecosystem, including documentation and source code for LangChain, LangGraph, LangSmith, and… | 5 stars | No one-command install · Source | |
| 114 | 44.256 | wso2-docs-mcp-servermcp · search | Enables AI assistants to semantically search WSO2 documentation across multiple products using retrieval-augmented generation, with support for local… | 3 stars · 1 fork | No one-command install · Source | |
| 114 | 44.256 | gh-annibale-x-webgatemcp · search | Provides clean, bounded web search and page retrieval that strips HTML noise, caps token usage, and optionally summarizes results through a secondary… | 3 stars · 1 fork | No one-command install · Source | |
| 114 | 44.256 | justforever17-adaptive-agentmcp · search | Self-evolving RAG system providing cross-session persistent memory where agents autonomously write, retrieve, and evolve knowledge through… | 3 stars · 1 fork | No one-command install · Source | |
| 117 | 43.275 | rag-in-a-box-mcp-servermcp · search | Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline… | 4 stars | No one-command install · Source | |
| 117 | 43.275 | ellmos-filecommandermcp · search | Filesystem, process management, sessions, search, OCR, ZIP, and PDF export tools. | 4 stars | No one-command install · Source | |
| 117 | 43.275 | omnidocs-ragmcp · search | Enables AI agents to index and search local files, websites, GitHub repos, and packages using hybrid retrieval with reranking, all through IDE chat. | 4 stars | No one-command install · Source | |
| 117 | 43.275 | andres-m-rodriguez-grigorimcp · search | Semantic code search that indexes codebases across multiple programming languages using local embeddings to find relevant code examples based on… | 4 stars | No one-command install · Source | |
| 117 | 43.275 | damian-pramparo-semantic-contextmcp · search | Provides semantic code search across large codebases using ChromaDB vector storage and configurable embeddings, enabling indexing of local project… | 4 stars | No one-command install · Source | |
| 117 | 43.275 | mcp-github-advanced-searchmcp · search | Enables LLMs to perform advanced GitHub code searches with intelligent filtering and content retrieval using Playwright automation, optimized for… | 4 stars | No one-command install · Source | |
| 117 | 43.275 | taishikato-supavecmcp · search | Integrates with Supavec to efficiently retrieve contextually relevant embeddings and associated content for enhancing knowledge retrieval and semantic… | 4 stars | No one-command install · Source | |
| 124 | 38.412 | aimlpm-markcrawlmcp · search | Crawl websites into clean Markdown, search pages, and extract structured data with LLMs. Built-in MCP server for web research and RAG pipelines. | 3 stars | No one-command install · Source | |
| 124 | 38.412 | concept-ragmcp · search | Enables LLMs to perform conceptual search over local PDF/EPUB documents using a RAG pipeline with corpus-driven concept extraction and WordNet… | 3 stars | No one-command install · Source | |
| 124 | 38.412 | noema-ai-mcp-servermcp · search | Exposes document ingestion, retrieval (vector, vectorless, hybrid), and multi-turn chat tools for a LangGraph-powered RAG pipeline with streaming… | 3 stars | No one-command install · Source | |
| 124 | 38.412 | markindex-mcpmcp · search | Enables LLMs to accurately navigate and retrieve information from complex documents using Page Index RAG methodology. | 3 stars | No one-command install · Source | |
| 124 | 38.412 | tanmayrawal-rag-document-qamcp · search | RAG-powered document question-answering using FAISS vector search, Sentence Transformers, and Groq LLM for grounded answers from private documents. | 3 stars | No one-command install · Source | |
| 124 | 38.412 | eurostat-mcpmcp · search | Exposes the Eurostat Statistics API, enabling LLMs to discover, explore, and retrieve official EU statistical data through search, dimension… | 3 stars | No one-command install · Source | |
| 124 | 38.412 | mfnogueira-sankhya-erp-docsmcp · search | Semantic search over Sankhya ERP documentation using local RAG with embedded vector index. | 3 stars | No one-command install · Source | |
| 124 | 38.412 | sagacious-satadru-documentation-searchmcp · search | Enables searching and retrieving up-to-date content from popular documentation sites including LangChain, LlamaIndex, and OpenAI through Google search… | 3 stars | No one-command install · Source | |
| 132 | 38.066 | history-ragmcp · search | Local semantic search over Claude Code sessions and shell command history, exposed to Claude Code as an MCP tool. Everything is indexed into one… | 2 stars · 1 fork | No one-command install · Source | |
| 132 | 38.066 | rafal-wilinski-apple-notesmcp · search | Integrates with Apple Notes to enable listing, searching, creating, and indexing notes using semantic and full-text search capabilities, leveraging… | 2 stars · 1 fork | No one-command install · Source | |
| 134 | 35.443 | linkup-mcpmcp · search | Provides web search and local document RAG using Ollama, enabling privacy-preserving AI assistance in Cursor IDE. | 2 forks | No one-command install · Source | |
| 135 | 32.223 | agents-docsmcp · search | Ultra-fast local markdown documentation RAG for AI coding agents, enabling instant BM25 search over official framework docs and live AI model… | 2 stars | No one-command install · Source | |
| 135 | 32.223 | rokadoc-mcp-servermcp · search | Provides a Model Context Protocol interface to NTT Docomo's rokadoc RAG service, enabling document conversion and semantic search from MCP-compatible… | 2 stars | No one-command install · Source | |
| 135 | 32.223 | gitee-mcpmcp · search | Bridges Gitee, China's largest code hosting platform, to MCP for exploring trending repos, searching users/repos, and translating Chinese content with… | 2 stars | No one-command install · Source | |
| 135 | 32.223 | rag-vaultmcp · searchalso listed as robthepcguy-rag-vault | RAG Vault lets your AI coding assistant search your private documents locally. Everything runs on your machine and your data stays private. | 2 stars | No one-command install · Source | |
| 135 | 32.223 | mcp-proxy-gatewaymcp · search | A context-aware MCP proxy that reduces token usage by exposing only 3 tools (mcp_search, mcp_call, mcp_schema) to LLMs, with on-demand tool loading… | 2 stars | No one-command install · Source | |
| 135 | 32.223 | whimsicality-mcpmcp · search | Provides persistent memory for AI agents, including context storage, facts, plans, RAG search, code snippets, and conversation compaction, enabling… | 2 stars | No one-command install · Source | |
| 135 | 32.223 | agent-kbmcp · search | A local-first knowledge base for LLM coding agents that indexes repository documentation, concept ontology, and build targets into Qdrant and exposes… | 2 stars | No one-command install · Source | |
| 135 | 32.223 | modelatlasmcp · search | Enables LLMs to search open-source AI models by semantic meaning using directional coordinates and anchors, returning scored, ranked results in under… | 2 stars | No one-command install · Source | |
| 135 | 32.223 | semantic-code-mcpmcp · search | A self-hosted semantic code retrieval MCP server that enables natural language queries to find relevant code snippets using Tree-sitter AST parsing… | 2 stars | No one-command install · Source | |
| 135 | 32.223 | hermes-marketplace-toolsmcp · search | Provides MCP tools for searching and comparing products on Wildberries (and Ozon planned), including product search, detailed card retrieval, and… | 2 stars | No one-command install · Source | |
| 135 | 32.223 | bookorbit-mcpmcp · search | An MCP server that allows LLMs to read and search the text of ebooks from Book Orbit, using a navigation-first approach with chapter listing and… | 2 stars | No one-command install · Source | |
| 135 | 32.223 | solocrawlmcp · search | Enables web search, scraping, and live package version lookup for local LLMs, with no API keys required. | 2 stars | No one-command install · Source | |
| 135 | 32.223 | mcp-offline-wikipediamcp · search | Provides offline search and retrieval of Wikipedia articles using Kiwix .zim files, enabling LLMs to access full Wikipedia content without internet. | 2 stars | No one-command install · Source | |
| 135 | 32.223 | retrieval-lensmcp · search | A black-box flight recorder for RAG retrieval inside MCP agents. Logs what chunks the model saw, scores, sources, and rankings - so you can audit… | 2 stars | No one-command install · Source | |
| 135 | 32.223 | ndjordjevic-pinragmcp · search | RAG system for indexing and querying PDFs, code repositories, YouTube transcripts, Discord logs, and plain text. | 2 stars | No one-command install · Source | |
| 135 | 32.223 | paperstackmcp · search | Enables arXiv paper search, PDF download, text extraction, and context chunking for LLM pipelines, along with advanced features like citation graphs… | 2 stars | No one-command install · Source | |
| 135 | 32.223 | zei-world-mcpmcp · search | Exposes ESG/CSR data from Zei World to LLMs, enabling sector browsing, company search, ESG score comparison, and detailed evaluation criteria… | 2 stars | No one-command install · Source | |
| 135 | 32.223 | memo-mcpmcp · search | Enables LLMs to search and retrieve personal journal entries using RAG, and add new entries with date filtering and multiple vector stores. | 2 stars | No one-command install · Source | |
| 135 | 32.223 | webtool-mcp-servermcp · search | Provides web browsing, multi-engine search, and news retrieval tools for local LLMs via the Model Context Protocol, optimized for low-token iterative… | 2 stars | No one-command install · Source | |
| 135 | 32.223 | mcp-local-contextmcp · search | A simple MCP server for local documentation with RAG capabilities, enabling AI assistants to access and search local documents. | 2 stars | No one-command install · Source | |
| 135 | 32.223 | chillbruhhh-crawl4aimcp · search | Provides advanced web crawling and RAG capabilities through Crawl4AI with semantic search, knowledge graph integration, and hallucination detection… | 2 stars | No one-command install · Source | |
| 135 | 32.223 | deepspiringai-searchmcp · search | Provides web search and information extraction capabilities using SearchAPI.io for queries, Firecrawl for content scraping, and embedding models for… | 2 stars | No one-command install · Source | |
| 158 | 29.013 | exocortexmcp · search | Personal unified memory system for AI coding agents, providing persistent memory with hybrid RAG retrieval via MCP integration, allowing agents to… | 1 star · 1 fork | No one-command install · Source | |
| 158 | 29.013 | devitway-rag-startermcp · search | Minimal local RAG stack with an MCP server that provides document search for any agent. | 1 star · 1 fork | No one-command install · Source | |
| 158 | 29.013 | agentfetchmcp · search | An open-source web retrieval MCP server that fetches, crawls, and searches the web, returning clean markdown for AI agents. It integrates with Claude… | 1 star · 1 fork | No one-command install · Source | |
| 158 | 29.013 | zvec-mcpmcp · search | Enables AI agents to store, search, and manage a local vector database for RAG knowledge retrieval and long-term memory, powered by zvec. | 1 star · 1 fork | No one-command install · Source | |
| 158 | 29.013 | groundx-ragmcp · search | Integrates with GroundX to provide document search and ingestion capabilities, enabling domain-specific knowledge retrieval without requiring direct… | 1 star · 1 fork | No one-command install · Source | |
| 158 | 29.013 | erddap-mcp-demomcp · search | Enables LLMs to interact with ERDDAP search, metadata, and tabledap services for oceanographic data. | 1 star · 1 fork | No one-command install · Source | |
| 158 | 29.013 | documentation-searchmcp · search | Provides a documentation search tool that retrieves the latest Python library documentation from LangChain, LlamaIndex, and OpenAI through targeted… | 1 star · 1 fork | No one-command install · Source | |
| 158 | 29.013 | prem-aimcp · search | Provides direct access to Prem AI's chat completions and RAG capabilities through tools for chat interactions, document uploads, and template-based… | 1 star · 1 fork | No one-command install · Source | |
| 158 | 29.013 | mcp-groqmcp · search | Provides a suite of AI tools for web search, mathematical calculations, and tech news aggregation via MCP, leveraging Groq LLMs. | 1 star · 1 fork | No one-command install · Source | |
| 158 | 29.013 | jumasheff-ragdocs-vector-documentation-searchmcp · search | Enables semantic documentation search and retrieval using vector databases, allowing for URL extraction, source management, and indexing queues with… | 1 star · 1 fork | No one-command install · Source | |
| 168 | 23.374 | wwn-mcpmcp · search | A local-embeddings RAG + Model Context Protocol server that provides retrieval-backed knowledge of the Wawona stack to Cursor models. | 1 fork | No one-command install · Source | |
| 168 | 23.374 | abhishek2432001-deeprepomcp · search | RAG engine for local codebases with multi-provider AI support and semantic search. | 1 fork | No one-command install · Source | |
| 168 | 23.374 | embgrepmcp · search | Provides local semantic search over files using embeddings, enabling directory indexing and natural language queries without external services. | 1 fork | No one-command install · Source | |
| 171 | 22.557 | djai-tools-mcpmcp · search | Provides AI agents with local file-processing capabilities for token counting, RAG chunking, CSV/JSON conversion, QR generation, and more, while… | 1 star | No one-command install · Source | |
| 171 | 22.557 | evidence-mcpmcp · search | Provides an evidence-oriented MCP interface for Evidence RAG Pilot, enabling retrieval of evidence packages, chunks, and evidence images from… | 1 star | No one-command install · Source | |
| 171 | 22.557 | allnewsapi-mcpmcp · search | Enables LLMs to search for news articles, get top headlines, and access comprehensive news data with advanced filtering options through AllNewsAPI. | 1 star | No one-command install · Source | |
| 171 | 22.557 | agentops-evalbench-mcpmcp · search | Enables LLM evaluation and observability by uploading documents, building test sets, running RAG pipelines, and automatically scoring answers for… | 1 star | No one-command install · Source | |
| 171 | 22.557 | trm-mcpmcp · search | A local, offline-first MCP server for searching, grepping, reading, rendering, and comparing long datasheet/TRM PDFs, using hybrid retrieval with… | 1 star | No one-command install · Source | |
| 171 | 22.557 | mosaic-mcp-servermcp · search | Provides 11 MCP tools for deterministic, local semantic search over your documents, including indexing, retrieval, exact-match facets, temporal truth… | 1 star | No one-command install · Source | |
| 171 | 22.557 | io-github-brightdotdev-darwin-ragmcp · search | A local-first RAG engine that ingests documents (PDF, Markdown, images, etc.) and provides hybrid search, reranking, and LLM answer synthesis via MCP… | 1 star | No one-command install · Source | |
| 171 | 22.557 | maxaeo-ai-visibility-mcpmcp · search | Enables AI agents to check whether a public website is crawlable, understandable, and ready for AI search workflows through local-only audits of… | 1 star | No one-command install · Source | |
| 171 | 22.557 | dev-diary-mcpmcp · search | Turns a folder of Markdown files into a searchable work journal that any LLM can read and write. | 1 star | No one-command install · Source | |
| 171 | 22.557 | grok-searchmcp · search | Provides AI-driven web search, page fetching, and site mapping with real xAI citations, enabling LLM clients to access up-to-date external… | 1 star | No one-command install · Source | |
| 171 | 22.557 | tableragmcp · search | Turns Excel/CSV folders into a traceable, read-only AI knowledge layer; provides deterministic data queries, schema discovery, and evidence-backed… | 1 star | No one-command install · Source | |
| 171 | 22.557 | nautilus-trader-mcp-servermcp · search | Provides LLMs with code and documentation search over nautilus_trader via LSP-based symbol lookup and semantic embedding-based doc retrieval. | 1 star | No one-command install · Source | |
| 171 | 22.557 | pow-mcp-rag-newmcp · search | A local RAG MCP server that indexes project documentation and code into ChromaDB for semantic search, supporting multiple tech stacks and deployment… | 1 star | No one-command install · Source | |
| 171 | 22.557 | grp-kbmcp · search | Semantic search MCP server for an Acumatica knowledge base, indexing markdown notes with multilingual embeddings to enable search across English and… | 1 star | No one-command install · Source | |
| 171 | 22.557 | ai-reviewmcp · search | Enables interactive GitHub pull-request review from Claude Code, with tools to fetch PRs, inspect files and repo structure, post review comments, and… | 1 star | No one-command install · Source | |
| 171 | 22.557 | canonical-company-searchmcp · search | Verified, long-tail company search: describe what you want, get an LLM-verified company shortlist. | 1 star | No one-command install · Source | |
| 171 | 22.557 | home-memo-mcpmcp · search | Enables searching personal knowledge notes stored in markdown files via MCP, using Cloudflare AI Search for RAG and secured with Cloudflare Access. | 1 star | No one-command install · Source | |
| 171 | 22.557 | growth-mcpmcp · search | Open-source MCP server that audits websites for AI search readiness, providing deterministic scoring (0-100) and prioritized fix lists for metrics… | 1 star | No one-command install · Source | |
| 171 | 22.557 | mcpediamcp · search | Local codebase RAG and MCP server that indexes repository source code and documentation into a searchable LanceDB store, enabling AI assistants to… | 1 star | No one-command install · Source | |
| 171 | 22.557 | consulting-mcp-servermcp · search | Exposes RAG and document intelligence pipelines as 8 composable tools for MCP-compatible clients, enabling querying, indexing, classifying… | 1 star | No one-command install · Source | |
| 171 | 22.557 | sakenowa-mcpmcp · search | Enables LLMs to search, profile, and compare Japanese sake using a flavor-space engine, including similarity recommendations and side-by-side… | 1 star | No one-command install · Source | |
| 171 | 22.557 | semhoodmcp · search | AST-aware semantic code search engine for AI agents, enabling code retrieval by intent with call-graph context and optional LLM enrichment. | 1 star | No one-command install · Source | |
| 171 | 22.557 | rlm-mcpmcp · search | Implements the Recursive Language Model pattern, enabling LLMs to process arbitrarily long contexts through session-based document management… | 1 star | No one-command install · Source | |
| 171 | 22.557 | spacemandomains-top-gun-geo-lensmcp · search | Audits brand visibility across AI-powered search engines and LLM-indexed sources for Generative Engine Optimization. | 1 star | No one-command install · Source | |
| 171 | 22.557 | modular-rag-mcp-server-2mcp · search | A fully modular RAG system with MCP protocol integration, enabling hybrid retrieval, multimodal support, and dual-mode transport for connecting to AI… | 1 star | No one-command install · Source | |
| 171 | 22.557 | mcp-crawl4ai-ragmcp · search | A database-agnostic MCP server that integrates web crawling with Retrieval Augmented Generation, supporting multiple AI providers and vector database… | 1 star | No one-command install · Source | |
| 171 | 22.557 | docs-to-aimcp · search | Enables LLMs to query documents using semantic search, supporting PDFs, Word, Excel, and more. Organizes documents by topics from folder structure and… | 1 star | No one-command install · Source | |
| 171 | 22.557 | deepmap-mcpmcp · search | Enables LLMs to directly access and analyze cancer dependency data from the DepMap, including gene search, dependency summaries, and top cell line… | 1 star | No one-command install · Source | |
| 171 | 22.557 | semantica-search-mcpmcp · search | Semantic code search for Claude Code, enabling natural language codebase indexing and search using AI embeddings. | 1 star | No one-command install · Source | |
| 171 | 22.557 | mcpragmcp · search | Enables answering Formula 1 FAQ questions via vector search and web search using Bright Data. | 1 star | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.