Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | Unranked | mcp-docqa-servermcp · search | An MCP server that provides semantic search over a document corpus, enabling AI clients to retrieve and cite relevant chunks from indexed documents… | No signals yet | No one-command install · Source | |
| 302 | Unranked | rag-factorymcp · search | Automated RAG pipeline optimization and serving. It interviews users, builds and evaluates candidate configurations on their data, and registers the… | No signals yet | No one-command install · Source | |
| 303 | Unranked | cindexmcp · search | Provides a search_code tool for coding agents to perform local, offline semantic code search on a tree-sitter AST indexed codebase using GGUF… | No signals yet | No one-command install · Source | |
| 304 | Unranked | tf2-wiki-mcpmcp · search | Gives LLMs live, accurate access to Team Fortress Wiki content, enabling search, page retrieval, structured weapon stats, patch notes, and other… | No signals yet | No one-command install · Source | |
| 305 | Unranked | okfmcp · search | Builds a keyword-searchable index from markdown documentation bundles and serves it to LLM agents via MCP, with retrieval logging and reporting for… | No signals yet | No one-command install · Source | |
| 306 | Unranked | mcp-web-search-servermcp · search | MCP server for web search with LLM-optimized results and anti-detection mechanisms. | No signals yet | No one-command install · Source | |
| 307 | Unranked | local-rag-mcpmcp · search | A RAG knowledge base MCP server using FastMCP and LanceDB, enabling hybrid search, document ingestion, and full MCP tool/resource/prompt support. | No signals yet | No one-command install · Source | |
| 308 | Unranked | opensearch-dashboard-mcpmcp · search | Enables LLM clients to interact with OpenSearch Dashboards, including reading saved objects, listing tenants and index patterns, and querying logs… | No signals yet | No one-command install · Source | |
| 309 | Unranked | codepilotmcp · search | An autonomous AI software engineer and MCP server that uses LangGraph and a hybrid RAG index to autonomously edit, test, and debug codebases. | No signals yet | No one-command install · Source | |
| 310 | Unranked | hwp-rag-mcpmcp · search | Enables searching local Korean HWP/HWPX documents via Codex or Claude Code by indexing them with a free multilingual embedding model, keeping… | No signals yet | No one-command install · Source | |
| 311 | Unranked | collibra-atlasmcp · search | Provides AI agents with local-first access to Collibra developer documentation via MCP, combining deterministic filesystem search with semantic RAG… | No signals yet | No one-command install · Source | |
| 312 | Unranked | nutriclarity-mcpmcp · search | Provides LLMs with access to food nutrition data from Open Food Facts, enabling barcode lookup, product search, and nutrition score comparisons. | No signals yet | No one-command install · Source | |
| 313 | Unranked | openkb-mcpmcp · search | Exposes local OpenKB knowledge bases to MCP clients, enabling wiki discovery, cataloging, lexical search, page reads, and optional LLM query fallback… | No signals yet | No one-command install · Source | |
| 314 | Unranked | 04-enterprise-mcp-servermcp · search | MCP server with a RAG knowledge tool that enables AI agents to search enterprise documents using natural language queries. | No signals yet | No one-command install · Source | |
| 315 | Unranked | mcp-transcriptedmcp · search | Pay-per-success YouTube transcript extractor for AI agents and RAG pipelines. Timestamps, SRT, plain text. Failed videos are never charged… | No signals yet | No one-command install · Source | |
| 316 | Unranked | ask-my-data-mcpmcp · search | Automatically routes natural language questions to RAG or Text2SQL paths to answer queries about virtual construction site data, supporting semantic… | No signals yet | No one-command install · Source | |
| 317 | Unranked | ls-mcp-servermcp · search | Enables SQL query execution and knowledge base search via RAG agent through two tools. | No signals yet | No one-command install · Source | |
| 318 | Unranked | rag-servermcp · search | Local MCP server that provides a search_documents tool to query a RAG pipeline built with Ollama embeddings and ChromaDB, enabling Claude Desktop to… | No signals yet | No one-command install · Source | |
| 319 | Unranked | project-decision-ragmcp · search | Semantic search over project-specific decision rules using Chroma, enabling LLMs to retrieve relevant context. | No signals yet | No one-command install · Source | |
| 320 | Unranked | mcp-docsearchmcp · search | Semantic search over any markdown corpus using local embeddings. Provides tools to search, reindex, and get index stats, with results including file… | No signals yet | No one-command install · Source | |
| 321 | Unranked | zap-rag-mcp-servermcp · search | Read-only MCP server that exposes ZAP's RAG search modes (plain, hybrid, hybrid_rerank) for agents to perform semantic code retrieval. | No signals yet | No one-command install · Source | |
| 322 | Unranked | rag-query-mcp-servermcp · search | Enables querying a hybrid-retrieval RAG pipeline (dense + BM25) over ingested PDF documents, returning answers generated by Gemini. | No signals yet | No one-command install · Source | |
| 323 | Unranked | mcp-music-servermcp · search | MCP server that enables LLMs to search, play, and manage music from multiple platforms (NetEase, QQ, Kugou) and local files, with lyrics retrieval and… | No signals yet | No one-command install · Source | |
| 324 | Unranked | c-rebromcp · search | A RAG engine and MCP server that indexes .md files to provide searchable context to AI agents via the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 325 | Unranked | mcp-rag-minimcp · search | A minimal RAG service that exposes a vector index for document retrieval via REST and MCP, allowing querying for relevant document chunks and… | No signals yet | No one-command install · Source | |
| 326 | Unranked | grimoire-beholder-mcpmcp · search | An MCP server that exposes a fully offline RAG library of books (PDFs, EPUBs, markdown, text) to Claude, enabling hybrid search and retrieval of… | No signals yet | No one-command install · Source | |
| 327 | Unranked | geo-inspector-mcpmcp · search | Enables inspection of any website's AI-search readiness, checking AI crawler blocks, llms.txt, schema markup, and indexing directives from MCP clients… | No signals yet | No one-command install · Source | |
| 328 | Unranked | modular-rag-systemmcp · search | MCP server for a modular RAG system that enables natural language question answering over enterprise documents with intent-aware routing, adaptive… | No signals yet | No one-command install · Source | |
| 329 | Unranked | graphrag-localmcp · search | Connects Claude Code to a local GraphRAG knowledge base (LightRAG + Ollama) for private, offline document retrieval. Provides tools to search, add… | No signals yet | No one-command install · Source | |
| 330 | Unranked | everos-codexmcp · search | Enables Codex to use a local EverOS instance as long-term memory through MCP. Supports memory operations like search, get, save, and flush with… | No signals yet | No one-command install · Source | |
| 331 | Unranked | sync-mcpmcp · search | Enables retrieval and cleaning of official documentation for AI/Python libraries using search and LLM-based HTML cleaning. | No signals yet | No one-command install · Source | |
| 332 | Unranked | mossland-alphamcp · search | Korean crypto and AI media MCP providing channel stance, daily briefs, RAG Q&A, and canonical data for Mossland. | No signals yet | No one-command install · Source | |
| 333 | Unranked | personal-knowledge-base-q-a-agentmcp · search | A local-first RAG system that indexes personal documents and enables querying them via an MCP tool, keeping data private with local embeddings. | No signals yet | No one-command install · Source | |
| 334 | Unranked | omnimcp-containermcp · search | A containerized MCP bridge that lets local or cloud LLMs access your filesystem and perform web searches via Ollama and FastMCP. | No signals yet | No one-command install · Source | |
| 335 | Unranked | github-twinmcp · search | Personal RAG over your GitHub history — indexes commits, code, and review comments for retrieval in Claude Code. | No signals yet | No one-command install · Source | |
| 336 | Unranked | ragkitmcp · search | A self-hostable, MCP-native RAG pipeline that ingests, indexes, and serves data, enabling AI agents to scan codebases for prioritized findings and… | No signals yet | No one-command install · Source | |
| 337 | Unranked | tggroupmcpmcp · search | Enables interaction with Telegram groups via MTProto, including message retrieval, sending, and semantic search with RAG support. | No signals yet | No one-command install · Source | |
| 338 | Unranked | cursor-context-mcpmcp · search | MCP server providing filesystem allowlist and pack-aware Qdrant RAG search. Enables reading files, listing directories, and performing filtered RAG… | No signals yet | No one-command install · Source | |
| 339 | Unranked | shipmcpmcp · search | Enables LLMs to understand and work with shipbuilding terminology (Korean/English), including search, translation, and explanation of terms across 14… | No signals yet | No one-command install · Source | |
| 340 | Unranked | ai-agentic-mcpmcp · search | An MCP server exposing employee info retrieval and web search tools, designed to be consumed by a LangChain agent for decoupled tool execution. | No signals yet | No one-command install · Source | |
| 341 | Unranked | omnisciencemcp · search | Enables LLMs to efficiently navigate large codebases by providing surgical access to specific code symbols via semantic search and call-graph queries. | No signals yet | No one-command install · Source | |
| 342 | Unranked | rag-mcp-server-pineconemcp · search | Enables searching and asking questions over your PDF documents using a Pinecone vector index with local embeddings and language model, no external LLM… | No signals yet | No one-command install · Source | |
| 343 | Unranked | mock-interview-rag-servermcp · search | A Dockerized MCP server that fetches your GitHub repositories, indexes them into a local vector database, and exposes semantic code search tools to… | No signals yet | No one-command install · Source | |
| 344 | Unranked | writespacemcp · search | Persistent docs and memory for AI agents. Writespace is a collaborative markdown editor with a built-in MCP server — your model reads, writes… | No signals yet | No one-command install · Source | |
| 345 | Unranked | insurance-claims-mcp-rag-agentmcp · search | Provides retrieval-augmented generation for insurance claims, enabling search, clause retrieval, and governed tool-calling over policy documents using… | No signals yet | No one-command install · Source | |
| 346 | Unranked | mcp-docpilot-servermcp · search | An MCP server that exposes document retrieval as tools (semantic search and source listing) for any LLM, using a vector index built from DocPilot's… | No signals yet | No one-command install · Source | |
| 347 | Unranked | rag-regression-gatemcp · search | MCP server that diagnoses RAG pipeline regression by detecting which failure modes (e.g., retrieval miss, hallucination) significantly regressed, not… | No signals yet | No one-command install · Source | |
| 348 | Unranked | a7om-pricing-intelligencemcp · search | Global price benchmarking for AI inference across vendors, SKUs, and price indexes. | No signals yet | No one-command install · Source | |
| 349 | Unranked | rag-retriever-mcpmcp · search | A local-first document retrieval engine that mounts as an MCP tool for agents to index files, search for relevant passages, and let the agent's own… | No signals yet | No one-command install · Source | |
| 350 | Unranked | mcp-rag-assistantmcp · search | MCP server that provides 8 local RAG tools using LlamaIndex and Ollama, enabling AI-powered document querying, summarization, analysis, and comparison… | No signals yet | No one-command install · Source | |
| 351 | Unranked | mcp-agentic-ragmcp · search | Provides RAG tools with local vector retrieval and web fallback using Firecrawl, enabling document ingestion and querying through MCP stdio transport. | No signals yet | No one-command install · Source | |
| 352 | Unranked | autonomous-documentation-discovery-enginemcp · search | Enables AI agents to search, fetch, and clean live documentation from LangChain, LlamaIndex, and OpenAI via Model Context Protocol, with… | No signals yet | No one-command install · Source | |
| 353 | Unranked | local-rag-coremcp · search | A headless local knowledge library and RAG substrate that enables LLM clients to search, retrieve chunks, and list documentation packs through… | No signals yet | No one-command install · Source | |
| 354 | Unranked | digital-brainmcp · search | Enables AI assistants to query your local browsing history using keyword search, RAG Q&A, and activity stats. | No signals yet | No one-command install · Source | |
| 355 | Unranked | myst-mcpmcp · search | Enables searching any MyST Markdown or Jupyter Book documentation site that publishes a search index, without crawling or embeddings. | No signals yet | No one-command install · Source | |
| 356 | Unranked | inkstonemcp · search | Automatically extracts and indexes knowledge from AI sessions and files using local LLMs, enabling semantic search and memory management. | No signals yet | No one-command install · Source | |
| 357 | Unranked | openshift-sre-copilotmcp · search | AI-powered MCP server for enterprise OpenShift/Kubernetes cluster management, providing diagnostic tools, RAG knowledge retrieval, and autonomous… | No signals yet | No one-command install · Source | |
| 358 | Unranked | local-ragmcp · search | A local-first document retrieval MCP server that enables AI coding tools like Codex to search private local documents via semantic search and keyword… | No signals yet | No one-command install · Source | |
| 359 | Unranked | case-chatmcp · search | A conversational chat interface that uses RAG over a synthetic test corpus and a domain-knowledge corpus, exposing retrieval via MCP. | No signals yet | No one-command install · Source | |
| 360 | Unranked | personal-llm-wiki-kitmcp · search | Enables querying a local wiki through MCP-style tools, including search, Q\&A, and knowledge map, with a web viewer for human browsing. | No signals yet | No one-command install · Source | |
| 361 | Unranked | rag-mcpmcp · search | Enables retrieval-augmented generation by allowing LLMs to search documents in a local folder using vector similarity, supporting multiple file… | No signals yet | No one-command install · Source | |
| 362 | Unranked | pdf-knowledge-mcpmcp · search | A local RAG MCP server for PDF development experience, enabling document ingestion, semantic search, and Q\&A with source citations using TF-IDF and… | No signals yet | No one-command install · Source | |
| 363 | Unranked | myaitwin-mcpmcp · search | Personal RAG database and semantic search built from inside your AI chat. Store knowledge, voice, and skills; Claude and ChatGPT create work that… | No signals yet | No one-command install · Source | |
| 364 | Unranked | halyard-knowledge-base-mcp-servermcp · search | Enables to search and retrieve chunks from a fictional library's documentation through three tools (kb_search, kb_fetch, kb_sources), allowing LLMs to… | No signals yet | No one-command install · Source | |
| 365 | Unranked | knowledge-mcp-servermcp · search | A forkable RAG project with an MCP server for VS Code/Copilot, enabling indexing and querying of knowledge from URLs, PDFs, or TeX files. | No signals yet | No one-command install · Source | |
| 366 | Unranked | ai-app-mcpmcp · search | A production-ready Python MCP server supporting stdio and Streamable HTTP transports, providing tools for health check, user query normalization… | No signals yet | No one-command install · Source | |
| 367 | Unranked | doc-intelligence-mcp-servermcp · search | Enables LLMs to dynamically search, scrape, and query official documentation of libraries like uv, OpenAI, LangChain, and LlamaIndex via Google Serper… | No signals yet | No one-command install · Source | |
| 368 | Unranked | nor-data-udir-mcpmcp · search | MCP server that wraps UDIR's open registries for Norwegian schools (NSR) and kindergartens (NBR), enabling search by municipality and retrieval of… | No signals yet | No one-command install · Source | |
| 369 | Unranked | hw-rag-mcpmcp · search | MCP server that indexes a knowledge base into Chroma and provides search tools for retrieving document fragments via vector embeddings. | No signals yet | No one-command install · Source | |
| 370 | Unranked | mcp-ai-workspacemcp · search | Exposes document retrieval as an MCP tool, enabling LLMs to search a local vector store of markdown documents. Includes a retrieval evaluation harness… | No signals yet | No one-command install · Source | |
| 371 | Unranked | langchain-mcp-demomcp · search | Enables grounding AI responses in a local document corpus by exposing MCP tools to list, search, and summarize documents, and generating answers using… | No signals yet | No one-command install · Source | |
| 372 | Unranked | netapp-aide-mcp-servermcp · search | MCP server that exposes NetApp AI Data Engine's RAG search for semantic document retrieval. | No signals yet | No one-command install · Source | |
| 373 | Unranked | pdfdashboardwithmcpmcp · search | Enables MCP clients to list indexed PDF document collections and perform semantic search queries on them using locally extracted text and embeddings. | No signals yet | No one-command install · Source | |
| 374 | Unranked | rag-document-servermcp · search | A deterministic MCP server for document processing and retrieval that enables AI agents to process, chunk, and vector-search documents without an LLM. | No signals yet | No one-command install · Source | |
| 375 | Unranked | fsq-codebasemcp · search | Enables fast semantic code search using FSQ embeddings, with zero-config indexing and support for multiple programming languages via the Model Context… | No signals yet | No one-command install · Source | |
| 376 | Unranked | rag-retrieval-mcpmcp · search | Enables retrieval-augmented generation by embedding queries with a chosen provider (e.g., OpenAI) and searching supported vector stores (Pinecone… | No signals yet | No one-command install · Source | |
| 377 | Unranked | mcp-knowledge-vizmcp · search | Enables storage and semantic search of facts, and interactive 3D visualization of embeddings via MCP tools. | No signals yet | No one-command install · Source | |
| 378 | Unranked | apolo-mcp-servermcp · search | RAG server using Qdrant vector database for knowledge retrieval and semantic search. | No signals yet | No one-command install · Source | |
| 379 | Unranked | ragoramcp · search | Search knowledge bases from any AI assistant using hybrid RAG retrieval. | No signals yet | No one-command install · Source | |
| 380 | Unranked | angr-api-mcpmcp · search | MCP server for angr binary analysis API workflow retrieval. Extracts real API usage patterns from angr's source code and angr-doc examples, then… | No signals yet | No one-command install · Source | |
| 381 | Unranked | simple-index-mcpmcp · search | A Python MCP server for indexing projects using embeddings, providing semantic search to help AI agents navigate codebases. | No signals yet | No one-command install · Source | |
| 382 | Unranked | openmemory-rag-mcpmcp · search | MCP server for importing documents into OpenMemory RAG knowledge base. Supports file uploads, URL imports, text ingestion, and knowledge base search. | No signals yet | No one-command install · Source | |
| 383 | Unranked | llmdocmcp · search | MCP server for semantic search across llms.txt documentation sources, with hybrid two-stage retrieval and automatic background refresh. | No signals yet | No one-command install · Source | |
| 384 | Unranked | video-editor-mcpmcp · search | Integrates with Video Jungle to allow LLMs to upload, search, edit, and generate videos from natural language commands. | No signals yet | No one-command install · Source | |
| 385 | Unranked | tidb-rag-mcp-servermcp · search | A Model Context Protocol server for reading TiDB RAG knowledge base, enabling browsing, searching, and vector search of knowledge entries. | No signals yet | No one-command install · Source | |
| 386 | Unranked | easy-mcp-ragmcp · search | An MCP server for RAG using Qdrant that automatically indexes documents from directories and generates search tools for each collection. | No signals yet | No one-command install · Source | |
| 387 | Unranked | mcp-ragmcp · search | A RAG-based knowledge base system supporting document processing, semantic search, and intelligent Q\&A with multiple AI model integrations. | No signals yet | No one-command install · Source | |
| 388 | Unranked | cerevox-mcp-servermcp · search | Model Context Protocol server for Cerevox AI that exposes document parsing (Lexa), RAG and semantic search (Hippo), and account management APIs… | No signals yet | No one-command install · Source | |
| 389 | Unranked | contextual-mcp-servermcp · search | Provides RAG (Retrieval-Augmented Generation) capabilities via Contextual AI, enabling query processing and context-aware responses with citations… | No signals yet | No one-command install · Source | |
| 390 | Unranked | stack-over-mcpmcp · search | Provides LLMs with tools to search Stack Overflow for programming solutions, helping ground responses in real-world code examples. | No signals yet | No one-command install · Source | |
| 391 | Unranked | pdf-ragmcp · search | Convert PDF documents to Markdown and query them using AI with source attribution and confidence scoring, supporting multiple LLM providers. | No signals yet | No one-command install · Source | |
| 392 | Unranked | brave-mcp-langchainmcp · search | Enables Brave Search and web content fetching via MCP, and integrates as LangChain tools for AI agents. | No signals yet | No one-command install · Source | |
| 393 | Unranked | baixianger-langchain-knowledgemcp · search | Semantic search across LangChain, LangGraph, LangSmith, and DeepAgents documentation and source code. | No signals yet | No commit datelisted | No one-command install · Source |
| 394 | Unranked | clipskill · search | OpenAI's model connecting vision and language. Enables zero-shot image classification, image-text matching, and cross-modal retrieval. Trained on 400M… | No signals yet | No commit datelisted | armory install clip --cli claude |
| 395 | Unranked | code-ragmcp · search | A semantic code search MCP server that enables natural language queries against your codebase, supporting features like related file discovery and… | No signals yet | No commit datelisted | No one-command install · Source |
| 396 | Unranked | codex-memory-mcpmcp · search | Local-first, durable knowledge-card RAG for Codex, enabling search, retrieval, and maintenance of reusable experience cards. | No signals yet | No commit datelisted | No one-command install · Source |
| 397 | Unranked | contextual-aimcp · search | Bridges AI interfaces with Contextual AI's specialized agents to provide RAG capabilities, enabling query processing, intelligent retrieval, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 398 | Unranked | docrag-mcpmcp · search | Enables Claude to query a local, persistent RAG index over markdown folder trees, exposing the same index used by the docrag CLI for on-device… | No signals yet | No commit datelisted | No one-command install · Source |
| 399 | Unranked | linkedin-prospecting-csv-managermcp · search | Manages LinkedIn prospecting CSV files with deduplication and search, reducing LLM token usage by offloading file operations. | No signals yet | No commit datelisted | No one-command install · Source |
| 400 | Unranked | llamaindexskill · search | Data framework for building LLM applications with RAG. Specializes in document ingestion (300+ connectors), indexing, and querying. Features vector… | No signals yet | No commit datelisted | armory install llamaindex --cli claude |
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.