Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 801 | 38.066 | aegisgov-contractsmcp · search | US government contract MCP providing SAM.gov opportunity search, details, and AI bid analysis. | 2 stars · 1 fork | No one-command install · Source | |
| 802 | 38.066 | dir-mcpmcp · search | Enables AI assistants and IDEs to work with the AGNTCY Agent Directory, providing tools for validating, publishing, searching agent records, and… | 2 stars · 1 fork | No one-command install · Source | |
| 803 | 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 | |
| 804 | 38.095 | what-do-they-knowmcp · search | Search UK FOI requests, public authorities, and responses. Draft and submit Freedom of Information requests. | 2,223 installs | No commit datelisted | No one-command install · Source |
| 805 | 38.412 | processo-mcpmcp · search | MCP server for handling large PDF legal documents (PJe, SEI) on macOS, providing local OCR, hybrid BM25+dense search, visual indexing, and citation… | 3 stars | No commit datelisted | No one-command install · Source |
| 806 | 38.412 | pbteja1998-sourcesyncaimcp · search | Integrates with SourceSync.ai's knowledge management platform to enable namespace management, content ingestion, document retrieval, and semantic… | 3 stars | No one-command install · Source | |
| 807 | 38.412 | goswamig-fetchmcp · search | Enables web content retrieval in multiple formats including HTML, JSON, plain text, and Markdown through four specialized fetch tools for seamless… | 3 stars | No one-command install · Source | |
| 808 | 38.412 | scientific-paper-analyzermcp · search | Integrates with Google's Gemini API to enable searching, analyzing and exploring academic research papers with tools for citation graphs and detailed… | 3 stars | No one-command install · Source | |
| 809 | 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 | |
| 810 | 38.412 | haran2001-exa-searchmcp · search | Provides intelligent discovery and research of Model Context Protocol servers using Exa search with tools for finding servers based on requirements… | 3 stars | No one-command install · Source | |
| 811 | 38.412 | docnavmcp · search | Transforms long-form documents into hierarchical tree structures with navigable sections, enabling systematic reading, outline generation, content… | 3 stars | No one-command install · Source | |
| 812 | 38.412 | bloodtest-mcp-servermcp · search | A comprehensive health coaching system that combines blood test analysis with evidence-based nutritional therapy recommendations, powered by… | 3 stars | No one-command install · Source | |
| 813 | 38.412 | pnda-mcpmcp · search | Enables AI agents to search and retrieve metadata and data files from Peru's National Open Data Platform, and generate Jupyter notebooks for data… | 3 stars | No one-command install · Source | |
| 814 | 38.412 | tecton-aimcp · search | Integrates with Tecton clusters to enable feature store management, workspace listing, and configuration retrieval for data scientists and engineers. | 3 stars | No one-command install · Source | |
| 815 | 38.412 | petershin23-seatgeekmcp · search | Integrates with SeatGeek's event discovery platform to find events and generate personalized recommendations with performer-based searches, venue… | 3 stars | No one-command install · Source | |
| 816 | 38.412 | thrownlemon-medical-apismcp · search | Integrates with FDA drug databases, WHO health indicators, RxNorm classifications, PubMed research, Google Scholar, and Australia's PBS to provide… | 3 stars | No one-command install · Source | |
| 817 | 38.412 | remote-mcp-registrymcp · search | Search and retrieve information from the official MCP registry | 3 stars | No one-command install · Source | |
| 818 | 38.412 | carlisia-factcheckmcp · search | Validates content against MCP specification using semantic search and AI-powered validation | 3 stars | No one-command install · Source | |
| 819 | 38.412 | criticalline-lean-mathlib-docsmcp · search | Provides search capabilities for Lean Mathlib 4 documentation by downloading and parsing declaration data to find theorems, definitions, and… | 3 stars | No one-command install · Source | |
| 820 | 38.412 | ddguan-brain-memory-systemmcp · search | Provides persistent memory and structured reasoning capabilities through dual-layer memory systems (FIFO cache and graph-based storage) with cognitive… | 3 stars | No one-command install · Source | |
| 821 | 38.412 | sarahan774-obsidian-dictionarymcp · search | Manages technical glossaries in Obsidian vaults with tools for creating, reading, updating, and searching markdown-formatted definitions. | 3 stars | No one-command install · Source | |
| 822 | 38.412 | promptbook-mcpmcp · search | A server that stores and semantically searches AI prompts via RAG, enabling developers to reuse prompts from AI coding assistants. | 3 stars | No one-command install · Source | |
| 823 | 38.412 | getcmd-spm-dependenciesmcp · search | Provides access to Swift Package Manager dependencies in Xcode and SPM projects with tools to search dependency source code, browse files, and list… | 3 stars | No one-command install · Source | |
| 824 | 38.412 | cosmostima-muster-moodle-mustmcp · search | Automates access to Moodle learning management systems and MUST university class schedules through web scraping, enabling retrieval of course… | 3 stars | No one-command install · Source | |
| 825 | 38.412 | himanshumohanty-git24-mo-busmcp · search | Integrates with Odisha's Mo Bus public transportation system to provide route searching, journey planning with transfers, fare calculation, and stop… | 3 stars | No one-command install · Source | |
| 826 | 38.412 | wlixi008-byte-local-memorymcp · search | Persistent memory with fuzzy search using local JSON storage | 3 stars | No one-command install · Source | |
| 827 | 38.412 | sind00-flippamcp · search | Search, analyze, and evaluate online businesses for sale on the Flippa.com marketplace. | 3 stars | No one-command install · Source | |
| 828 | 38.412 | zaki-goumri-nestjs-docsmcp · search | Provides access to NestJS framework documentation through web scraping, enabling search across API references, code examples, best practices, and… | 3 stars | No one-command install · Source | |
| 829 | 38.412 | neosh11-visa-jobsmcp · search | Searches LinkedIn for job listings and cross-references DOL disclosure data to identify employers with H-1B, E-3, and green card sponsorship history. | 3 stars | No one-command install · Source | |
| 830 | 38.412 | galaxy-dawn-kagglemcp · search | Integrates with Kaggle platform for searching competitions, downloading datasets, submitting predictions, managing notebooks, and engaging with the… | 3 stars | No one-command install · Source | |
| 831 | 38.412 | wbopan-arxiv-papersmcp · search | Searches arXiv papers by title, author, or query terms and extracts full paper content as structured Markdown with proper handling of mathematical… | 3 stars | No one-command install · Source | |
| 832 | 38.412 | ciaran-finnegan-cortex-xsiam-sdkmcp · search | Integrates with Cortex XSIAM SDK to provide command execution and semantic search over security automation content. | 3 stars | No one-command install · Source | |
| 833 | 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 | |
| 834 | 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 | |
| 835 | 38.412 | pthahnix-neocortica-scholarmcp · search | Academic paper searching, fetching, reading, and reference exploration across arXiv, Semantic Scholar, and Unpaywall with full-text markdown… | 3 stars | No one-command install · Source | |
| 836 | 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 | |
| 837 | 38.412 | aigroup-paper-mcpmcp · search | Academic paper search and retrieval MCP server integrating multiple scholarly platforms into a unified interface. Supports search, fetch, trend… | 3 stars | No one-command install · Source | |
| 838 | 38.412 | gh-dynamicdeals-gunsnationmcp · search | Search and retrieve detailed firearm information from the Gunsnation catalog including specifications, images, and pricing. | 3 stars | No one-command install · Source | |
| 839 | 38.412 | fixgraphmcp · search | Search 25,000+ community-verified fixes for real-world technical errors across software, vehicles, home systems, and appliances. | 3 stars | No one-command install · Source | |
| 840 | 38.412 | symdexmcp · search | Index and search codebases using structured schemas for deep code analysis. Audit specific domains or security-related functions to ensure code… | 3 stars | No one-command install · Source | |
| 841 | 38.412 | gajarthan-colombo-stock-exchangemcp · search | Access Colombo Stock Exchange market data including stock quotes, market snapshots, and index performance. | 3 stars | No one-command install · Source | |
| 842 | 38.412 | pce-memorymcp · search | MCP server for context-aware memory and retrieval with hybrid search, dual-phase memory, and boundary-first security. | 3 stars | No one-command install · Source | |
| 843 | 38.412 | usamaaa824-pakistan-real-estatemcp · search | Searches Pakistani real estate listings across Lahore, Karachi, Islamabad, and Rawalpindi with 5 tools for property search, budget filtering, and… | 3 stars | No one-command install · Source | |
| 844 | 38.412 | kenhendricks00-fmhymcp · search | Search and browse the FMHY free media resource dataset by keyword, section, or URL. | 3 stars | No one-command install · Source | |
| 845 | 38.412 | proxypin-mcpmcp · search | Enables AI to analyze real-time HTTP(S) traffic captured by ProxyPin, with tools to browse, search, and inspect requests and responses, as well as… | 3 stars | No one-command install · Source | |
| 846 | 38.412 | knowledge-mcp-2mcp · search | A high-precision local knowledge base server enabling AI agents to navigate, search, and reason about complex codebases using hybrid semantic… | 3 stars | No one-command install · Source | |
| 847 | 38.412 | spccn-arxivmcp · search | Provides 3 tools for searching and downloading arXiv papers in PDF or LaTeX formats. | 3 stars | No one-command install · Source | |
| 848 | 38.412 | jmerelnyc-awesome-listsmcp · search | Provides searchable access to curated awesome lists across topics, with tools to browse categories, search by keyword, and retrieve full list… | 3 stars | No one-command install · Source | |
| 849 | 38.412 | redm-mcpmcp · search | Enables AI agents to look up RedM/RDR3 native hashes, search documentation semantically, and access framework docs and community data for accurate… | 3 stars | No one-command install · Source | |
| 850 | 38.412 | unesco-mcpmcp · search | A Model Context Protocol server that connects AI assistants to UNESCO Institute for Statistics data, enabling natural language search, retrieval, and… | 3 stars | No one-command install · Source | |
| 851 | 38.412 | masx200-amap-mapsmcp · search | Integrates with China's AutoNavi (Amap) mapping service to provide geocoding, reverse geocoding, place search, weather data, and multi-modal route… | 3 stars | No one-command install · Source | |
| 852 | 38.412 | pantelisgeorgiadis-dicomwebmcp · search | Exposes DICOMweb DICOM medical imaging archives to AI agents via QIDO-RS metadata queries and WADO-RS image retrieval. | 3 stars | No one-command install · Source | |
| 853 | 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 | |
| 854 | 38.412 | mcp-shlinkmcp · search | Enables AI assistants to interact with a Shlink URL shortening instance, allowing creation, listing, retrieval, and deletion of short URLs, as well as… | 3 stars | No one-command install · Source | |
| 855 | 38.412 | docs-searchmcp · search | Enables AI agents to search project documentation via a semantic index, returning relevant markdown files to read before editing code. | 3 stars | No one-command install · Source | |
| 856 | 38.412 | gregario-lorcana-oraclemcp · search | Disney Lorcana TCG card search, deck analysis, ink curves, lore generation, and franchise browsing. 7 tools, 2,710 cards embedded. | 3 stars | No one-command install · Source | |
| 857 | 38.412 | npm-registry-mcpmcp · search | Grants AI agents real-time access to the NPM registry, enabling package metadata retrieval, version checks, and dependency auditing for up-to-date… | 3 stars | No one-command install · Source | |
| 858 | 38.412 | hut-reservation-mcpmcp · search | Enables searching SAC huts, checking availability, and preparing booking or cancellation handoffs on hut-reservation.org with a safety model for… | 3 stars | No one-command install · Source | |
| 859 | 38.412 | datanorgemcp · search | An MCP server to find and fetch Norwegian open government data from data.norge.no. Enables search, metadata retrieval, and data download. | 3 stars | No one-command install · Source | |
| 860 | 38.412 | alisaitteke-noun-projectmcp · search | Search and download icons from The Noun Project directly in AI assistants | 3 stars | No one-command install · Source | |
| 861 | 38.412 | droste-memorymcp · search | Provides AI agents with causal code memory by indexing repositories into a graph of symbols and edges, enabling context-aware retrieval of relevant… | 3 stars | No one-command install · Source | |
| 862 | 38.412 | open-research-kbmcp · search | A local-first MCP server for building and querying PDF knowledge bases. It indexes PDFs into DuckDB and exposes evidence-grounded retrieval tools to… | 3 stars | No one-command install · Source | |
| 863 | 38.412 | idfkit-mcpmcp · search | Enables AI assistants to create, edit, and simulate EnergyPlus building energy models via natural language. Supports schema exploration, model… | 3 stars | No one-command install · Source | |
| 864 | 38.412 | tokenskeinmcp · search | Provides compression, retrieval, and statistics for local context-economy when interacting with GPT/Codex, enabling efficient token usage and exact… | 3 stars | No one-command install · Source | |
| 865 | 38.412 | agent-context-bridgemcp · search | A local-first bridge for moving useful context between coding agents, indexing sessions and creating handoff packets for seamless agent switching. | 3 stars | No one-command install · Source | |
| 866 | 38.412 | maguyva-mcpmcp · search | Enables code intelligence through semantic, structural, graph, and text search across indexed repositories, allowing AI agents to quickly locate the… | 3 stars | No one-command install · Source | |
| 867 | 38.412 | sovgrid-self-hosted-aimcp · search | Engineering knowledge base of self-hosted AI articles, indexed from NVIDIA DGX Spark experiments. | 3 stars | No one-command install · Source | |
| 868 | 38.412 | contextbridgemcp · search | Local-first code retrieval for AI agents — cuts codebase context from thousands of tokens to a few hundred, with zero hallucinated file paths. | 3 stars | No one-command install · Source | |
| 869 | 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 | |
| 870 | 38.412 | sf-mm-mcpmcp · search | Enables searching movies and TV shows, finding magnet links, and starting downloads on put.io via natural language from MCP clients like Claude. | 3 stars | No one-command install · Source | |
| 871 | 38.412 | mcp-server-for-stealth-web-search-and-fetchingmcp · search | A fault-tolerant, stealth-enabled Model Context Protocol (MCP) server for web searching and content fetching. Built for AI Agents (Cursor, Claude… | 3 stars | No one-command install · Source | |
| 872 | 38.412 | iamvibhorsingh-bounding-boxmcp · search | Geospatial toolkit for coordinate conversion, EPSG projections, H3 indexing, Overpass queries, and map visualization. | 3 stars | No one-command install · Source | |
| 873 | 38.412 | xianyu-shopping-assistantmcp · search | A Codex plugin that enables users to search, compare, and get purchase recommendations for second-hand items on Xianyu through natural language, with… | 3 stars | No one-command install · Source | |
| 874 | 38.412 | dsh-mediacrawlermcp · search | An MCP adapter that connects DeepSeek Harness to MediaCrawler, enabling search, post/video detail, creator feeds, and comments across multiple Chinese… | 3 stars | No one-command install · Source | |
| 875 | 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 | |
| 876 | 38.412 | entscheidsuche-mcpmcp · search | MCP server for Swiss court decisions, enabling full-text search and retrieval of published decisions from all Swiss federal and cantonal courts in… | 3 stars | No one-command install · Source | |
| 877 | 38.412 | entscheidsuchemcp · search | Full-text search and retrieval of Swiss court decisions across all federal and cantonal courts in German, French, and Italian. | 3 stars | No one-command install · Source | |
| 878 | 38.412 | oxcodemcp · search | Enables coding agents to navigate and query source code by providing context, symbols, and call graph information through a graph index. | 3 stars | No one-command install · Source | |
| 879 | 38.412 | synorivemcp · search | Provides Claude Code with local-first multimodal semantic search across documents, code, images, and video, plus multi-engine web research with active… | 3 stars | No one-command install · Source | |
| 880 | 38.412 | job-search-mcp-2mcp · search | A personal job-search assistant for Claude Desktop that searches real job boards, scores each job 0–100 for fit, and displays a ranked board for fast… | 3 stars | No one-command install · Source | |
| 881 | 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 | |
| 882 | 38.412 | cpp-semantic-graphmcp · search | Builds a semantic knowledge graph of C++ code and exposes 9 MCP tools for AI assistants to search classes, functions, inheritance, callers, callees… | 3 stars | No one-command install · Source | |
| 883 | 38.412 | ahmedxuhri-big-indexermcp · search | Architecture-aware MCP context for large codebases — behavioral boundaries, coupling seams, impact scope, and BGI-TWIN guidance. | 3 stars | No one-command install · Source | |
| 884 | 38.412 | cyanheads-openlibrarymcp · search | Search books and authors, fetch editions, browse subjects, and resolve cover images from Open Library. | 3 stars | No one-command install · Source | |
| 885 | 38.412 | personal-brain-mcpmcp · search | A personal-life database with 47 tools across 13 domains, enabling semantic search and retrieval of memories, food, home, health, and more from any… | 3 stars | No one-command install · Source | |
| 886 | 38.412 | whentoflymcp · search | Flight search for AI agents: flexible-date cheapest round-trips with a good-price verdict from historical data. Hosted remote MCP, free, no key. | 3 stars | No one-command install · Source | |
| 887 | 38.412 | gh-hampsterx-codex-cli-bridgemcp · search | Expose Codex CLI code review, execution, search, and structured output via MCP. | 3 stars | No one-command install · Source | |
| 888 | 38.412 | compendio-mcpmcp · search | Indexes your project's markdown documentation and exposes it to AI agents via local hybrid search (lexical + semantic) with progressive disclosure… | 3 stars | No one-command install · Source | |
| 889 | 38.412 | vectros-ai-mcp-servermcp · search | MCP server for Vectros, a typed multi-tenant record store with hybrid search and citation-grounded RAG, enabling agents to query, search, and ask… | 3 stars | No one-command install · Source | |
| 890 | 38.412 | satorimcp · search | Agent-safe code retrieval MCP server that indexes repositories and provides semantic search, file navigation, call graph analysis, and bounded file… | 3 stars | No one-command install · Source | |
| 891 | 38.412 | chrispulman-reactive-memorymcp · search | Persistent, queryable memory system for AI assistants backed by vector search, temporal knowledge graphs, and vault-structured storage. | 3 stars | No one-command install · Source | |
| 892 | 38.412 | yandex-webmaster-mcpmcp · search | This MCP server lets you query Yandex Webmaster data in plain language, covering search queries, indexing, diagnostics, sitemaps, backlinks, and… | 3 stars | No one-command install · Source | |
| 893 | 38.412 | youtube-aimcp · search | Provides read-only MCP tools to search YouTube, retrieve video metadata, transcripts, comments, channel information, and popular videos. | 3 stars | No one-command install · Source | |
| 894 | 38.412 | jhomen368-steam-reviewsmcp · search | Searches Steam games, fetches user reviews, and performs sentiment analysis with topic drill-down capabilities. | 3 stars | No one-command install · Source | |
| 895 | 38.412 | ts-language-mcpmcp · search | Enables AI coding agents to interact with TypeScript projects through compiler-level code intelligence, providing tools for navigation, type… | 3 stars | No one-command install · Source | |
| 896 | 38.412 | dekkomcp · search | Dekko is a static code map generator and codebase indexer. | 3 stars | No one-command install · Source | |
| 897 | 38.412 | practice-fusion-mcpmcp · search | Enables read-only FHIR access to Practice Fusion EHR to search patients, appointments, conditions, medications, and lab results. | 3 stars | No one-command install · Source | |
| 898 | 38.412 | gutenberg-mcp-servermcp · search | Search, browse, and read 75,000+ public-domain books from Project Gutenberg with full plain-text retrieval and offset/limit chunking via MCP. | 3 stars | No one-command install · Source | |
| 899 | 38.412 | knownpathmcp · search | Enables AI coding agents to search and retrieve verified, reusable engineering solutions from a shared knowledge network through MCP tools. | 3 stars | No one-command install · Source | |
| 900 | 38.412 | elnoramcp · search | AI-powered bioprotocol optimization platform for generating, searching, and managing lab protocols. | 3 stars | 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.