Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3601 | Unranked | dev-to-mcp-servermcp · search | Enables AI agents to interact with the Dev.to platform through MCP tools, including article search, retrieval, and creation. | No signals yet | No one-command install · Source | |
| 3602 | 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 | |
| 3603 | Unranked | quantjobsmcp · search | Enables conversational management of quant job search, tailored CV generation, and skill gap analysis through MCP tools. Allows Claude to search… | No signals yet | No one-command install · Source | |
| 3604 | Unranked | mcp-server-claudemcp · search | MCP Memory Server for Claude Code that provides persistent context across sessions using semantic search (RAG). | No signals yet | No one-command install · Source | |
| 3605 | Unranked | tavily-mcp-servermcp · search | Provides web search, extraction, mapping, and crawling tools through Tavily API, enabling real-time web data retrieval. | No signals yet | No one-command install · Source | |
| 3606 | Unranked | obsidian-mcp-wrappermcp · search | Enables Claude Desktop to securely search and retrieve knowledge from an Obsidian vault through a stateless MCP interface, with progressive disclosure… | No signals yet | No one-command install · Source | |
| 3607 | 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 | |
| 3608 | Unranked | suitest-docsmcp · search | Enables searching and retrieving pages from the Suitest documentation via full-text search without live network calls. | No signals yet | No one-command install · Source | |
| 3609 | Unranked | google-drive-rag-mcpmcp · search | A local MCP server that enables LLMs to securely search and read files within designated Google Drive folders. Supports Google Docs, Google Sheets… | No signals yet | No one-command install · Source | |
| 3610 | Unranked | rlm-knowledge-basemcp · search | An MCP server that enables Claude Desktop to search and read local documents via full-text and fuzzy search, providing direct access to indexed files… | No signals yet | No one-command install · Source | |
| 3611 | Unranked | knowledge-base-mcp-server-qdrantmcp · search | Read-only MCP server with hybrid search combining dense semantic and sparse keyword retrieval via Qdrant, enabling document querying and fetching for… | No signals yet | No one-command install · Source | |
| 3612 | 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 | |
| 3613 | Unranked | nih-research-mcp-demomcp · search | Enables interaction with synthetic NIH-style clinical research data through tools for searching publications, querying patient metadata, analyzing AAA… | No signals yet | No one-command install · Source | |
| 3614 | Unranked | serbian-data-mcpmcp · search | Enables searching and analyzing over 3,400 datasets from the Serbian government open data portal, with built-in charting and data transformation… | No signals yet | No one-command install · Source | |
| 3615 | Unranked | velora-mcp-copilotemcp · search | Enables AI agents to assist sales advisors of the fictional e-commerce Velora by providing tools to search products, check stock, get order status… | No signals yet | No one-command install · Source | |
| 3616 | Unranked | launchpad-mcp-servermcp · search | Read-only MCP server that exposes Launchpad bug-tracking data for a single project to AI agents, enabling search and retrieval of bugs, milestones… | No signals yet | No one-command install · Source | |
| 3617 | Unranked | website-scraper-mcp-servermcp · search | Enables AI agents to scrape, crawl, clean, chunk, and index website content into Azure AI Search for full-text retrieval. | No signals yet | No one-command install · Source | |
| 3618 | Unranked | mercadona-mcp-servermcp · search | Enables shopping at Mercadona online grocery store via Claude, allowing catalog search, cart management, and order history retrieval while keeping… | No signals yet | No one-command install · Source | |
| 3619 | Unranked | kastormcp · search | Lets ChatGPT or MCP clients work with files on your machine, with tools for reading, editing, searching, git operations, and safety checks. | No signals yet | No one-command install · Source | |
| 3620 | Unranked | perplexity-full-mcpmcp · search | Gives AI agents live research and image generation capabilities by automating a logged-in Perplexity Pro browser session. | No signals yet | No one-command install · Source | |
| 3621 | Unranked | zee5-catalog-mcpmcp · search | Provides synthetic catalog search, metadata retrieval, similar titles, trending, and new releases via MCP tools. | No signals yet | No one-command install · Source | |
| 3622 | 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 | |
| 3623 | Unranked | mcp-codereviewermcp · search | A three-layer funnel AI code review engine that reduces LLM token consumption by 70%+ while providing deep code analysis. It integrates with GitHub… | No signals yet | No one-command install · Source | |
| 3624 | Unranked | wcprediction-mcpmcp · search | MCP server for a World Cup 2026 prediction game assistant, providing tools for live game data via PostgreSQL and semantic search over football… | No signals yet | No one-command install · Source | |
| 3625 | Unranked | web-research-hub-mcp-servermcp · search | Enables web search, URL content extraction, arithmetic calculation, and report export via Exa AI and Python libraries. | No signals yet | No one-command install · Source | |
| 3626 | 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 | |
| 3627 | Unranked | mcp-manuelsmcp · search | Enables Claude Desktop to read and search through PDF technical manuals, answering questions in natural language with citations. | No signals yet | No one-command install · Source | |
| 3628 | Unranked | obsidian-connectormcp · search | A local MCP connector that lets Claude read, write and search any Obsidian vault directly from disk. | No signals yet | No one-command install · Source | |
| 3629 | 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 | |
| 3630 | Unranked | local-document-rag-agentmcp · search | MCP server enabling Claude Desktop to answer questions from local Word and PDF documents by searching a vector index built from their contents. | No signals yet | No one-command install · Source | |
| 3631 | Unranked | upriver-mcpmcp · search | Provides AI applications with real-time, evidence-backed context on creators, audiences, brands, trends, and sponsorships, including breakout topic… | No signals yet | No one-command install · Source | |
| 3632 | Unranked | joomilmcp · search | Searches and retrieves classified ads from Joomil.ch, Switzerland's French-speaking marketplace with over 45,000 active listings. | No signals yet | No one-command install · Source | |
| 3633 | Unranked | joomil-mcpmcp · search | Enables searching and browsing 45,000+ classified ads on Joomil.ch, including filtering by category, canton, price, and location, retrieving listing… | No signals yet | No one-command install · Source | |
| 3634 | Unranked | mcp-scholarismcp · search | Searches and retrieves academic papers from open access sources like arXiv, Semantic Scholar, and PubMed, with full text access via arXiv PDFs, PubMed… | No signals yet | No one-command install · Source | |
| 3635 | Unranked | caseware-ai-procurement-knowledge-platformmcp · search | Enables AI assistants to retrieve, search, and compare procurement documents using hybrid retrieval and MCP integration. | No signals yet | No one-command install · Source | |
| 3636 | Unranked | oscp-companionmcp · search | Provides structured pentesting methodology knowledge base with 7 read-only tools for searching techniques, services, and attack paths via MCP. | No signals yet | No one-command install · Source | |
| 3637 | Unranked | medicover-mcpmcp · search | Enables AI agents to manage appointments on Medicover's Polish patient portal, including booking, rescheduling, and slot searching for patients and… | No signals yet | No one-command install · Source | |
| 3638 | Unranked | codesift-mcpmcp · search | MCP server for local-first lexical code search, providing tools for searching code, finding symbols, and reading chunks from indexed repositories. | No signals yet | No one-command install · Source | |
| 3639 | Unranked | second-brain-workermcp · search | Provides tools to retrieve, ingest, and reindex a serverless personal knowledge base built from Obsidian wiki and external files, with hybrid semantic… | No signals yet | No one-command install · Source | |
| 3640 | Unranked | findocs-mcpmcp · search | An eval-first MCP server for semantic search and grounded Q\&A over financial documentation, with a CI regression gate that fails on retrieval or… | No signals yet | No one-command install · Source | |
| 3641 | 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 | |
| 3642 | Unranked | csoai-org-rag-knowledge-mcpmcp · search | Python MCP server for retrieval-augmented generation and knowledge base tools. | No signals yet | No one-command install · Source | |
| 3643 | Unranked | obsidian-brainstormmcp · search | Connects Claude Desktop to an Obsidian vault, enabling reading, searching, capturing ideas, and managing notes through natural language. | No signals yet | No one-command install · Source | |
| 3644 | Unranked | voidtools-everything-mcpmcp · search | Local MCP server for searching a voidtools Everything 1.5a index from Codex, Claude, and other MCP clients. | No signals yet | No one-command install · Source | |
| 3645 | Unranked | pepe-mcp-servermcp · search | Provides AI-powered research capabilities through Perplexity's web interface, enabling web search, deep research, chat, and documentation retrieval… | No signals yet | No one-command install · Source | |
| 3646 | Unranked | mcp-rijksmuseummcp · search | Enables searching the Rijksmuseum collection by keyword and retrieving full artwork details by ID. | No signals yet | No one-command install · Source | |
| 3647 | Unranked | devcontextmcp · search | Workspace-aware MCP server that provides AI clients with structural code understanding via AST parsing, hybrid retrieval, and git history, enabling… | No signals yet | No one-command install · Source | |
| 3648 | Unranked | cross-searchmcp · search | Enables multi-engine parallel search with cross-validation, combining Brave, Tavily, DuckDuckGo, Wikipedia, Bing, and Mojeek, and labeling results… | No signals yet | No one-command install · Source | |
| 3649 | Unranked | vnexpress-toolmcp · search | Enables fetching latest news from VnExpress.net, including categories, search, and article content retrieval. | No signals yet | No one-command install · Source | |
| 3650 | 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 | |
| 3651 | Unranked | nanosearchmcpmcp · search | Provides web search, page fetching, and A-stock data access (financial reports, announcements, research reports, penalties, IR meetings) via MCP… | No signals yet | No one-command install · Source | |
| 3652 | Unranked | nepal-law-mcpmcp · search | Provides search and retrieval of Nepali statutes from the law commission database, enabling users to search across 328 acts and their provisions, view… | No signals yet | No one-command install · Source | |
| 3653 | 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 | |
| 3654 | Unranked | daml-canton-docs-mcpmcp · search | Builds and serves local MCP-searchable documentation indexes for Daml, Canton, and related projects, enabling search and query of documentation… | No signals yet | No one-command install · Source | |
| 3655 | 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 | |
| 3656 | Unranked | kawakami-mcp-servermcp · search | Exposes the catalog of Supermercados Kawakami (Paraguaçu Paulista/SP) as tools for MCP clients, enabling product search, offers, cart and list… | No signals yet | No one-command install · Source | |
| 3657 | Unranked | ecommerce-catalog-agentmcp · search | Enables conversational product search and validation for e-commerce catalogs, with hybrid retrieval and live price/stock checks from a database. | No signals yet | No one-command install · Source | |
| 3658 | Unranked | harness-feed-mcpmcp · search | Fetches and searches structured JSON feeds from 7 tech sources including GeekNews, Hacker News, and arXiv. | No signals yet | No one-command install · Source | |
| 3659 | Unranked | espocrm-assistantmcp · search | Provides read-only EspoCRM access for AI assistants, enabling record retrieval and preparation of signed change sets without direct modification or… | No signals yet | No one-command install · Source | |
| 3660 | Unranked | codebrainmcp · search | Provides semantic code search and index status for codebases using RAG, enabling AI tools to query code knowledge. | No signals yet | No one-command install · Source | |
| 3661 | Unranked | bengaluru-ai-job-radarmcp · search | Search for AI internship and early-career roles in Bengaluru using Tavily, save leads to a local JSON database, and render a Prefab dashboard UI. | No signals yet | No one-command install · Source | |
| 3662 | Unranked | gh-bphillab-something-awful-forumsmcp · search | Browse forums, read threads, search posts, and manage messages on Something Awful. | No signals yet | No one-command install · Source | |
| 3663 | Unranked | mcp-openidea-searchmcp · search | Enables federated search across 10 open-knowledge providers via Open Idea. Users can search for papers, code, datasets, models, hardware, and videos… | No signals yet | No one-command install · Source | |
| 3664 | Unranked | search-console-mcpmcp · search | A read-only MCP server for Google Search Console that lets you query search performance data, sitemaps, and URL index status from any MCP client. | No signals yet | No one-command install · Source | |
| 3665 | 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 | |
| 3666 | Unranked | datacite-librarian-mcpmcp · search | Enables repository QA, funder compliance, CSV index analytics, search/facets, and exports over DataCite monthly and public datafiles, all run locally… | No signals yet | No one-command install · Source | |
| 3667 | Unranked | remapdb-mcp-servermcp · search | Connects AI tools to Remapdb vehicle tuning data, enabling search and retrieval of manufacturers, models, engines, and tuning information. | No signals yet | No one-command install · Source | |
| 3668 | 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 | |
| 3669 | 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 | |
| 3670 | Unranked | dart-notes-mcpmcp · search | Enables precise search of financial statement footnotes from Korean DART electronic disclosure, filtering by market, industry, and topic with high… | No signals yet | No one-command install · Source | |
| 3671 | Unranked | gamelegend-mcpmcp · search | Search and explore 1,100+ games with 69-dimension Gameplay DNA profiles and find similar games via AI-powered cosine similarity. | No signals yet | No one-command install · Source | |
| 3672 | Unranked | mcp-ronamcp · search | Enables product search, product detail, online availability, and store finder for RONA's catalogue via MCP tools. | No signals yet | No one-command install · Source | |
| 3673 | Unranked | mcp-canadiantiremcp · search | Enables searching Canadian Tire's product catalogue, checking product details, store-level stock, and finding nearby stores. | No signals yet | No one-command install · Source | |
| 3674 | Unranked | stock-mcpmcp · search | Provides access to Massive (Polygon) market data including stock and options OHLCV bars as CSV, ticker search, and market movers via FastMCP. | No signals yet | No one-command install · Source | |
| 3675 | 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 | |
| 3676 | Unranked | research-loopmcp · search | Enables AI-moderated interviews that become cited, searchable transcripts, with a repository Q&A tool that returns exact transcript quotes. | No signals yet | No one-command install · Source | |
| 3677 | Unranked | k-sign-mcp-servermcp · search | Provides Korean Sign Language (KSL) data through MCP, enabling search and retrieval of sign language terms and details. | No signals yet | No one-command install · Source | |
| 3678 | Unranked | finance-news-mcp-servermcp · search | Fetches and summarizes real financial news from NewsAPI, enabling search, headline retrieval, and source listing via MCP tools. | No signals yet | No one-command install · Source | |
| 3679 | Unranked | confluence-hybrid-rag-mcp-servermcp · search | Enables hybrid search and agentic retrieval over Confluence pages via MCP tools, allowing Claude Desktop, Cursor, or Claude Code to search and… | No signals yet | No one-command install · Source | |
| 3680 | Unranked | companieswisemcp · search | Provides verified UK company lookup and number validation for AI agents using official Companies House data. Enables lookup of registered details by… | No signals yet | No one-command install · Source | |
| 3681 | Unranked | narajangteo-searchermcp · search | Enables users to search and analyze Korean public procurement IT bid announcements, including full bid opening results, through natural language… | No signals yet | No one-command install · Source | |
| 3682 | 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 | |
| 3683 | 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 | |
| 3684 | 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 | |
| 3685 | 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 | |
| 3686 | Unranked | playlist-agentmcp · search | Enables natural-language creation, management, and optimization of Spotify playlists via MCP tools like search, generate, analyze, and recommend. | No signals yet | No one-command install · Source | |
| 3687 | Unranked | examintel-mcpmcp · search | An MCP server that indexes exam PDFs and HTML documents for semantic search, topic frequency analysis, and study plan generation, fully local and… | No signals yet | No one-command install · Source | |
| 3688 | Unranked | biotraxmcp · search | Unified genomic track, peak, and sequence retrieval tool for ENCODE, ChIP-Atlas, ReMap, GEO, and SRA/ENA with unified metadata, resolved DOI/PMID… | No signals yet | No one-command install · Source | |
| 3689 | Unranked | jira-daily-pm-radarmcp · search | Enables PM radar analysis of Jira projects, providing daily, sprint, and backlog reports with issue context and search. | No signals yet | No one-command install · Source | |
| 3690 | Unranked | volo-mcpmcp · search | Give AI agents the ability to search private jets, compare aircraft, get quotes, and submit charter requests through natural language. | No signals yet | No one-command install · Source | |
| 3691 | Unranked | uni-kbmcp · search | Enables parsing, indexing, and querying source code as structured knowledge, providing code exploration, spec generation, and migration tools via 20… | No signals yet | No one-command install · Source | |
| 3692 | Unranked | code-tools-mcpmcp · search | Enables file reading with pagination and regex-based code search across a codebase using grep. | No signals yet | No one-command install · Source | |
| 3693 | Unranked | mcp-by-amal-alexandermcp · search | An MCP server that connects AI assistants to SEO platforms like Google Search Console, GA4, Bing Webmaster Tools, and Adobe Analytics, enabling… | No signals yet | No one-command install · Source | |
| 3694 | Unranked | edstem-mcpmcp · search | Enables querying Ed Discussion posts via Claude. Uses search, Cohere reranking, and thread retrieval to provide cited answers. | No signals yet | No one-command install · Source | |
| 3695 | Unranked | wizard-connectormcp · search | Enables searching, reading, and listing content from Notion or Google Drive through an interactive setup wizard for Claude Code. | No signals yet | No one-command install · Source | |
| 3696 | Unranked | yahoo-realtime-searchmcp · search | Enables to search Yahoo! Real-time Search for recent posts, images, videos, etc. Returns results in Markdown format. | No signals yet | No one-command install · Source | |
| 3697 | Unranked | daxoommcp · search | The owner-verified local business data + service & menu-price layer for AI agents. Owner-authored business profiles where every response carries… | No signals yet | No one-command install · Source | |
| 3698 | Unranked | ietf-imap-mcpmcp · search | Enables searching, paging through, and reading IETF mailing-list archives via IMAP, allowing an MCP-capable assistant to track list activity. | No signals yet | No one-command install · Source | |
| 3699 | Unranked | roshan-baaz-mcpmcp · search | Enables semantic search and retrieval for Persian content through Roshan AI's Baaz service, wrapped as MCP tools with support for multi-instance… | No signals yet | No one-command install · Source | |
| 3700 | Unranked | mcp-web-searchmcp · search | Enables web search, content fetching, dynamic page scraping, and URL preview via DuckDuckGo, Playwright, and Cheerio, without requiring API keys. | 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.