Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 22.557 | mcp-powered-agentic-ragmcp · search | An agentic Retrieval-Augmented Generation (RAG) system that combines a small curated machine learning knowledge base with real-time web search… | 1 star | No one-command install · Source | |
| 201 | 22.557 | richdavidmu-hexo-blog-ragmcp · search | Indexes Hexo blog content using vector embeddings for semantic search, content discovery, and AI-powered writing assistance. | 1 star | No one-command install · Source | |
| 201 | 22.557 | gaiborjosue-niivuemcp · search | Provides fast lexical and semantic search access to Niivue neuroimaging documentation and API reference through cached BM25 indexing and optional… | 1 star | No one-command install · Source | |
| 201 | 22.557 | croakingtoad-jina-supabase-ragmcp · search | Crawls and indexes documentation websites using Jina AI Reader API and Crawl4AI for intelligent content extraction, automatically discovering URLs… | 1 star | No one-command install · Source | |
| 201 | 22.557 | mcpcentral-io-langchain-hubmcp · search | Provides access to LangChain Hub's prompt repository for fetching, searching, and managing community-contributed prompts without manual browsing. | 1 star | No one-command install · Source | |
| 201 | 22.557 | confluence-rag-mcp-servermcp · search | Enables retrieval of relevant context from Confluence pages using RAG and ChromaDB, integrating with code assistants like GitHub Copilot to enhance… | 1 star | No one-command install · Source | |
| 201 | 22.557 | maitreyam-technical-documentation-searchmcp · search | Provides AI assistants with access to technical documentation from LangChain, LlamaIndex, and OpenAI libraries through a specialized search tool that… | 1 star | No one-command install · Source | |
| 201 | 22.557 | sreedeep-documentation-retrievalmcp · search | Retrieves up-to-date documentation for Python libraries including LangChain, LlamaIndex, and OpenAI through targeted web searches and HTML content… | 1 star | No one-command install · Source | |
| 201 | 22.557 | mathieugal-technical-documentation-searchmcp · search | Connects AI assistants to technical documentation for popular libraries including LangChain, LlamaIndex, and OpenAI through targeted Google searches… | 1 star | No one-command install · Source | |
| 210 | Unranked | code-indexing-mcpmcp · search | A local-only codebase indexer that extracts syntax-aware chunks, creates embeddings locally, and enables semantic code search and symbol lookup via… | No signals yet | No one-command install · Source | |
| 211 | Unranked | codesteer-atlasmcp · search | Local MCP server for semantic code search using Tree-sitter AST parsing, local embeddings, and hybrid search; enables indexing and querying codebases… | No signals yet | No one-command install · Source | |
| 212 | Unranked | mcp-memory-hnswmcp · search | Provides persistent semantic memory for Claude Code and Claude Desktop with fully offline local embeddings and HNSW indexing, enabling memory storage… | No signals yet | No one-command install · Source | |
| 213 | Unranked | scribbleslmmcp · search | A self-hosted, notebook-scoped RAG pipeline with contextual retrieval, delivered as an MCP server. Enables ingestion of documents into named notebooks… | No signals yet | No one-command install · Source | |
| 214 | Unranked | local-corporate-kbmcp · search | Local RAG knowledge base for Qwen Code, enabling document indexing and semantic search via MCP tools. Supports metadata filtering and document… | No signals yet | No one-command install · Source | |
| 215 | Unranked | zileo-docsmcp · search | MCP server for indexing, semantic search, and generation of multi-format documents. Exposes 13 tools over JSON-RPC 2.0 so an LLM can search your local… | No signals yet | No one-command install · Source | |
| 216 | Unranked | notes-rag-mcp-servermcp · search | Enables semantic search over personal markdown notes by indexing them into a vector database and exposing search, reindex, and status tools via MCP. | No signals yet | No one-command install · Source | |
| 217 | Unranked | opensolr-mcpmcp · search | Provides managed Apache Solr search as MCP tools, enabling hybrid retrieval, server-side GPU embeddings, document indexing, and grounded RAG answers… | No signals yet | No one-command install · Source | |
| 218 | Unranked | project-rag-wikimcp · search | MCP server for searching, reading, listing, writing, and appending Markdown wiki content using RAG with ChromaDB. | No signals yet | No one-command install · Source | |
| 219 | Unranked | harbormastermcp · search | An authenticated MCP gateway that ingests documents and orchestrates hundreds of tools via progressive discovery, keeping context cost constant. It… | No signals yet | No one-command install · Source | |
| 220 | Unranked | vision4nx-kb-mcpmcp · search | MCP server that exposes the Vision 4 NX knowledge base to any MCP client, enabling listing, querying, and reading of knowledge base contents via RAG… | No signals yet | No one-command install · Source | |
| 221 | Unranked | the-librarian-mcp-servermcp · search | Enables retrieval-augmented question answering over a private podcast archive with hybrid search (BM25 + dense embeddings), returning ranked passages… | No signals yet | No one-command install · Source | |
| 222 | Unranked | mcp-jina-readermcp · search | Jina AI Reader/Search MCP that turns any URL into clean LLM-ready markdown and provides web search. | No signals yet | No one-command install · Source | |
| 223 | Unranked | ragwatchermcp · search | Local RAG over a directory, served as an MCP tool plus CLI, with incremental indexing, zero-config defaults, and offline CPU-only operation. | No signals yet | No one-command install · Source | |
| 224 | Unranked | rag-mcp-azuremcp · search | A lightweight RAG server deployed on Azure Container Apps that ingests PDFs, creates embeddings, and exposes a search_documents tool over MCP for… | No signals yet | No one-command install · Source | |
| 225 | Unranked | mcp-huggingfacemcp · search | Search and retrieve models, datasets, and spaces from Hugging Face Hub. Enables browsing trending items and getting detailed info on repos. | No signals yet | No one-command install · Source | |
| 226 | Unranked | pipeworx-io-huggingfacemcp · search | Search and explore Hugging Face Hub for machine learning models, datasets, and Spaces by task type, framework, tags, and popularity. | No signals yet | No one-command install · Source | |
| 227 | Unranked | drag-race-mcpmcp · search | An MCP server for Drag Race knowledge, enabling search of queens, seasons, episodes, winners, and comparisons. It provides structured information… | No signals yet | No one-command install · Source | |
| 228 | Unranked | ai-knowledge-base-mcp-servermcp · search | Provides read-only hybrid RAG search and discovery over a local-first AI knowledge corpus, enabling semantic and keyword search, browse, digest, and… | No signals yet | No one-command install · Source | |
| 229 | Unranked | two-tower-recsys-mcpmcp · search | Provides four MCP tools for neural retrieval: personalized user recommendations, item-to-item similarity, cold-start text search, and explainable… | No signals yet | No one-command install · Source | |
| 230 | Unranked | 7dayragmcp · search | Provides MCP tools for hybrid knowledge base search, grounded Q&A with citations, agent execution, and ticket/account lookups. | No signals yet | No one-command install · Source | |
| 231 | Unranked | boop-mcp-ragmcp · search | Enables local RAG orchestration with MCP, providing context retrieval, in-memory text ingestion, explicit tool invocation, and transport-neutral tool… | No signals yet | No one-command install · Source | |
| 232 | Unranked | hybrid-rag-memorymcp · search | Enables AI agents to use a hybrid dense+sparse RAG system with tag-based long-term memory (importance, knowledge-type decay, access-frequency boost)… | No signals yet | No one-command install · Source | |
| 233 | Unranked | ai-rete-ragmcp · search | Author rules from policy docs, then decide: a Rete engine gives the verdict, an LLM explains why. | No signals yet | No one-command install · Source | |
| 234 | Unranked | qdrant-mcp-ollamamcp · search | Enables AI assistants to perform semantic search and retrieval across codebases stored in Qdrant, using Ollama models for GPU-accelerated embeddings. | No signals yet | No one-command install · Source | |
| 235 | Unranked | corpus-ragmcp · search | MCP server for local RAG over personal notes, PDFs, and documents, enabling plain-English querying and hybrid search with multi-hop context expansion. | No signals yet | No one-command install · Source | |
| 236 | Unranked | self-rag-mcpmcp · search | Enables self-reflective retrieval-augmented generation with LLM-driven retrieval decisions, document relevance grading, answer grounding verification… | No signals yet | No one-command install · Source | |
| 237 | Unranked | wangsu-terraform-knowledge-base-mcp-servermcp · search | A retrieval-only MCP server that searches a vectorized Wangsu Terraform Provider documentation knowledge base and returns relevant snippets with rules… | No signals yet | No one-command install · Source | |
| 238 | Unranked | doc-searchmcp · search | MCP server for hybrid documentation search (keyword + vector) and RAG chat, enabling natural language queries with cited answers from indexed… | No signals yet | No one-command install · Source | |
| 239 | Unranked | marrine-rag-mcp-servermcp · search | Enables hybrid retrieval from a local knowledge base by ingesting PDFs, generating embeddings via Ollama, and querying through MCP tools such as… | No signals yet | No one-command install · Source | |
| 240 | Unranked | journal-ragmcp · search | Hybrid retrieval MCP server for searching team markdown journals using BM25 and local vector embeddings, with tools for search, browse, and regex… | No signals yet | No one-command install · Source | |
| 241 | Unranked | nist-rag-mcp-servermcp · search | A local FastMCP STDIO server exposing two tools (ask_nist_rag and get_nist_visual) and one read-only resource (nist://visuals/catalog) that provides… | No signals yet | No one-command install · Source | |
| 242 | Unranked | mcp-docs-askmcp · search | Local RAG MCP server for documentation that indexes markdown repos (local paths or git URLs) and provides retrieval-only tools (ask_docs, list_docs… | No signals yet | No one-command install · Source | |
| 243 | Unranked | ris-mcpmcp · search | MCP server that exposes Austrian federal law (Bundesrecht) to LLMs, enabling full-text search, paragraph retrieval, historical versions, statute… | No signals yet | No one-command install · Source | |
| 244 | Unranked | veloxragmcp · search | A provider-neutral RAG service for agents offering knowledge base management, dense retrieval, and answer generation via an MCP server. | No signals yet | No one-command install · Source | |
| 245 | Unranked | localrag-mcpmcp · search | Enables local document semantic search and retrieval for DeepSeek Harness agents, with source citations and fully local embedding without external… | No signals yet | No one-command install · Source | |
| 246 | Unranked | tachikoma-game-design-mcpmcp · search | A read-only MCP server that enables semantic search over a Chroma library of narrative and game design content, using multilingual embeddings… | No signals yet | No one-command install · Source | |
| 247 | Unranked | yargi-mcp-nvidia-semanticmcp · search | MCP server for Turkish legal semantic search using NVIDIA nv-embed-v1 embeddings, with rate-limit resilience and query embedding caching for fast RAG… | No signals yet | No one-command install · Source | |
| 248 | Unranked | graphrag-typescript-mcp-toolsmcp · search | An MCP server that connects AI assistants to a Neo4j graph database, enabling querying of movie data through tools like graph statistics, genre-based… | No signals yet | No one-command install · Source | |
| 249 | Unranked | ads-help-mcpmcp · search | Local multi-version RAG MCP server for Keysight ADS help documentation, enabling search, AEL function lookup, and version comparison via natural… | No signals yet | No one-command install · Source | |
| 250 | Unranked | reflex-brainmcp · search | MCP server that gives AI agents a continual learning brain with lessons, skills, memories, evidence-based refinement, rollback, and hybrid GraphRAG… | No signals yet | No one-command install · Source | |
| 251 | Unranked | memoryai-localmcp · search | Provides persistent long-term memory and local RAG document search for Claude Desktop, fully offline. Enables memory save/search and document… | No signals yet | No one-command install · Source | |
| 252 | Unranked | ragimcp · search | Local-first RAG indexing and semantic search MCP server. Enables document retrieval and context-aware queries using local embedding models. | No signals yet | No one-command install · Source | |
| 253 | Unranked | publisher-content-mcp-servermcp · search | Exposes publisher journalism to LLMs and agent frameworks via search, retrieval, source grounding, and consistent citation, enabling accurate content… | No signals yet | No one-command install · Source | |
| 254 | Unranked | nutrition-research-assistantmcp · search | Enables natural-language nutrition research for Indian foods, combining a curated knowledge base with hybrid RAG and specialized agents. Provides MCP… | No signals yet | No one-command install · Source | |
| 255 | Unranked | coderagmcp · search | Enables natural-language Q&A over codebases via MCP, using AST-aware chunking, hybrid retrieval, reranking, and call-graph expansion to answer with… | No signals yet | No one-command install · Source | |
| 256 | Unranked | mcp-based-enterprise-knowledge-search-assistantmcp · search | Enables enterprise knowledge search through a chat interface, comparing traditional RAG with MCP-driven retrieval using hybrid BM25 and dense vector… | No signals yet | No one-command install · Source | |
| 257 | Unranked | wikipedia-mcpmcp · search | An MCP server that gives LLMs access to Wikipedia, supporting search, article retrieval, summaries, sections, and related topics across multiple… | No signals yet | No one-command install · Source | |
| 258 | Unranked | mcp-server-for-documentation-retrievalmcp · search | An MCP server that retrieves and cleans official documentation for popular AI/Python libraries via web search and LLM processing, exposing a get_docs… | No signals yet | No one-command install · Source | |
| 259 | Unranked | gamecode-ragmcp · search | Enables semantic search and call-graph exploration over decompiled Unity Mono C# codebases, with hybrid retrieval, LLM re-ranking, and lazy-loaded… | No signals yet | No one-command install · Source | |
| 260 | Unranked | windex-mcp-servermcp · search | Enables hybrid search (dense + sparse) over self-hosted indexes of continuously ingested public datasets (news, GitHub, Wikipedia, arXiv, small web… | No signals yet | No one-command install · Source | |
| 261 | Unranked | inferenceindexer-mcp-servermcp · search | Exposes InferenceIndexer's live and historical inference pricing as MCP tools, enabling search of models, providers, price comparisons, and SIT index… | No signals yet | No one-command install · Source | |
| 262 | Unranked | headless-lead-scraping-mcp-servermcp · search | MCP server for real-time public-web lead research without search API keys, using Google Maps and web search engines with LLM-based extraction… | No signals yet | No one-command install · Source | |
| 263 | Unranked | mcp-ops-gatewaymcp · search | An MCP server that exposes RAG search, ServiceNow, and observability tools to MCP clients, and proxies curated calls to remote ServiceNow and… | No signals yet | No one-command install · Source | |
| 264 | Unranked | ragmarkmcp · search | Local-first MCP server for retrieval over markdown wikilink vaults, offering hybrid vector+lexical search, note reading, neighbor expansion, and… | No signals yet | No one-command install · Source | |
| 265 | Unranked | local-mlx-mcpmcp · search | Exposes locally hosted MLX models as MCP tools for Claude Desktop and Codex, with optional SearXNG search augmentation for private local inference. | No signals yet | No one-command install · Source | |
| 266 | Unranked | maria-ragmcp · search | Enables fully local retrieval over a personal document corpus via hybrid search, cross-encoder reranking, RAPTOR summaries, and knowledge graph… | No signals yet | No one-command install · Source | |
| 267 | Unranked | biome-mcpmcp · search | Enables LLMs to run Biome formatting, linting, and assist checks on TypeScript/web projects with token-efficient, structured output, plus searchable… | No signals yet | No one-command install · Source | |
| 268 | Unranked | meet-rupert-mcp-servermcp · search | Enables Claude to search and read documentation, ask RAG AI questions (one-shot or in a conversation), and create/edit documents in the Meet Rupert… | No signals yet | No one-command install · Source | |
| 269 | Unranked | porta-rag-mcpmcp · search | MCP server exposing a RAG knowledge base as read-only tools (search_knowledge_base, ask_knowledge_base, kb_stats, kb_diagnostic) for AI clients like… | No signals yet | No one-command install · Source | |
| 270 | Unranked | api-docs-mcpmcp · search | An MCP server that gives AI coding assistants access to up-to-date API documentation via RAG by crawling documentation sites, indexing them into a… | No signals yet | No one-command install · Source | |
| 271 | Unranked | ragmcpmcp · search | Retrieval augmented generation server for policy documents, exposing search, grounded Q&A with verified citations, and source management as MCP tools… | No signals yet | No one-command install · Source | |
| 272 | Unranked | plansmart-enterprise-ragmcp · search | Enables Claude to retrieve and reason over internal business documents, client histories, and SOPs stored in ChromaDB for hallucination-free… | No signals yet | No one-command install · Source | |
| 273 | Unranked | dryad-rag-mcpmcp · search | Exposes a RAG document-search API as MCP tools (rag_health, rag_ingest, rag_query), enabling agents to index and search markdown documents with cited… | No signals yet | No one-command install · Source | |
| 274 | Unranked | web-scraper-clean-markdown-from-any-urlmcp · search | Web content extraction API for AI agents. Scrape any URL and get clean, structured Markdown content with navigation, ads, and scripts stripped. Full… | No signals yet | No one-command install · Source | |
| 275 | Unranked | transcript-mcp-spikemcp · search | Enables LLMs to inspect and search mock transcripts through MCP tools and resources. Supports listing, fetching, and searching transcripts with… | No signals yet | No one-command install · Source | |
| 276 | Unranked | knowledge-indexmcp · search | A private, self-hosted RAG service over MCP that enables document ingestion, hybrid retrieval (BM25 + dense vectors fused with RRF), and notebook… | No signals yet | No one-command install · Source | |
| 277 | Unranked | agentic-rag-knowledge-assistantmcp · search | Agentic RAG Knowledge Assistant is a secure, tenant-isolated MCP server built with FastAPI, PostgreSQL, and pgvector that enables document ingestion… | No signals yet | No one-command install · Source | |
| 278 | Unranked | mcp-langchain-agentmcp · search | An MCP server exposing document search, retrieval, and summarization tools, paired with a LangChain agent that performs multi-step tasks like finding… | No signals yet | No one-command install · Source | |
| 279 | Unranked | rag-mcp-server-with-streamable-httpmcp · search | Enables hybrid search (BM25 + semantic with RRF) over documentation, with Thai language support. It exposes MCP tools for adding documents and… | No signals yet | No one-command install · Source | |
| 280 | Unranked | graph-mcpmcp · search | Exposes a Neo4j knowledge-graph index over personal markdown notes to LLM agents via MCP, enabling semantic search, tag navigation, and relationship… | No signals yet | No one-command install · Source | |
| 281 | Unranked | pixelrag-mcp-servermcp · search | A visual Retrieval-Augmented Generation MCP server that renders web pages, PDFs, and design screenshots into visual tiles and enables natural language… | No signals yet | No one-command install · Source | |
| 282 | Unranked | eight-mcp-communitymcp · search | Provides tools to search for people using registered business cards and the public Eight network. Enables LLMs to query person information while… | No signals yet | No one-command install · Source | |
| 283 | Unranked | documind-mcpmcp · search | A citation-grounded RAG server for internal documentation that exposes retrieval tools and resources via the Model Context Protocol, enabling any MCP… | No signals yet | No one-command install · Source | |
| 284 | Unranked | repo-ragmcp · search | Enables conversational queries about a GitHub user's profile, using lazy indexing and tool calls to retrieve repository info and file contents, with… | No signals yet | No one-command install · Source | |
| 285 | Unranked | paperpilot-aimcp · search | MCP server for semantic research: search arXiv, fetch papers, and answer questions grounded in the actual paper text via RAG tools, resources, and… | No signals yet | No one-command install · Source | |
| 286 | Unranked | agentsearch-mcpmcp · search | Remote MCP connector for AgentSearch API that exposes web search, instant answers, and URL-to-clean-text fetching as typed MCP tools for agents and… | No signals yet | No one-command install · Source | |
| 287 | Unranked | rag-chatbot-mcp-servermcp · search | Exposes a local RAG document index as MCP tools (ask, search, rebuild_index, status) for MCP clients like Claude Desktop and Claude Code to query your… | No signals yet | No one-command install · Source | |
| 288 | Unranked | kb-rag-mcpmcp · search | Standalone MCP server exposing agentic-RAG tools (hybrid search, article retrieval, category listing) over a pgvector-backed knowledge base with… | No signals yet | No one-command install · Source | |
| 289 | Unranked | ollama-web-searchmcp · search | Enables web search and web fetch operations using Ollama's hosted APIs, allowing MCP clients to search the web and retrieve page content. | No signals yet | No one-command install · Source | |
| 290 | Unranked | xilinx-ragmcp · search | An MCP server for AI-driven hybrid search over Xilinx/AMD FPGA documentation, enabling assistants to retrieve datasheets, user guides, and application… | No signals yet | No one-command install · Source | |
| 291 | Unranked | lrdisco2-rag-mcpmcp · search | Provides a single tool to query a knowledge base of the Land Rover Discovery II maintenance manual, using RAG with LLAMA 3 and ChromaDB. | No signals yet | No one-command install · Source | |
| 292 | Unranked | onmind-ragmcp · search | A lightweight knowledge base MCP server that enables full-text search and retrieval of markdown documents from indexed sites using Orama BM25. | No signals yet | No one-command install · Source | |
| 293 | Unranked | certindex-mcpmcp · search | Enables LLMs to query Certificate Transparency logs via CertIndex API, allowing searches for TLS certificates, subdomains, and certificate metadata. | No signals yet | No one-command install · Source | |
| 294 | Unranked | ai-office-assistantmcp · search | An AI-powered office assistant using LLM, RAG, and MCP tools to answer weather queries, retrieve information from documents, and automatically… | No signals yet | No one-command install · Source | |
| 295 | Unranked | mmwragmcp · search | Bilingual RAG for scientific literature with search-only MCP server. Enables hybrid retrieval and reranking over indexed textbooks/papers. | No signals yet | No one-command install · Source | |
| 296 | Unranked | zotero-fulltext-mcpmcp · search | Enables searching and reading full text of papers in a Zotero library by converting PDF attachments to Markdown and exposing a full-text search index… | No signals yet | No one-command install · Source | |
| 297 | Unranked | rag-knowledge-mcpmcp · search | Connects RAG knowledge bases to Claude Desktop and Claude Code, allowing retrieval-augmented generation from ingested documents. | No signals yet | No one-command install · Source | |
| 298 | Unranked | ragmcp · search | A CLI tool and MCP server that turns markdown documentation into a searchable, queryable knowledge base. | No signals yet | No one-command install · Source | |
| 299 | Unranked | hf-papers-mcpmcp · search | Enables assistants to search, fetch daily curated lists, retrieve metadata, and generate citations for Hugging Face papers. | No signals yet | No one-command install · Source | |
| 300 | Unranked | docagentmcp · search | Enables document retrieval, OCR, web search, and calculator tools via a RAG pipeline and LangGraph agent, all running locally with Ollama. | No signals yet | 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.