Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2001 | 22.557 | cyanheads-earthquakemcp · search | Search USGS and EMSC seismic data — real-time earthquake feeds, event queries, and counts. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | cyanheads-gbifmcp · search | Search GBIF species taxonomy, biodiversity occurrence records, datasets, and publishers. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | brainhub-mcpmcp · search | Reads top-level sessions from Claude Code, Codex CLI, and Grok Build, filters and anonymizes them, then writes snapshots to Google Drive for mixed… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | cyanheads-reliefwebmcp · search | Search humanitarian reports, disasters, jobs, training, and country profiles from ReliefWeb. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | mcp-adsmcp · search | Enables running marketing platforms like Google Ads, Meta Ads, GA4, Search Console, Tag Manager, and WordPress from any MCP client to read… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | prawo-pl-mcpmcp · search | Unified MCP server for Polish legal data, enabling search and retrieval across case law, legislation, company register, tax rulings, public… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | verychic-mcpmcp · search | Search VeryChic hotel deals from any MCP client; browse flash-sale offers, filter by destination or price, and read availability and prices by date… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | dev-diary-mcpmcp · search | Turns a folder of Markdown files into a searchable work journal that any LLM can read and write. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | astrolabe-mcpmcp · search | Provides unified search and navigation across multiple project documentations via the Model Context Protocol (MCP). Any MCP-compatible agent can… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | ccrecallmcp · search | Enables Claude Code to query and store memories from past conversations using FTS5 search and topic-based retrieval, with no API costs. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | grok-searchmcp · search | Provides AI-driven web search, page fetching, and site mapping with real xAI citations, enabling LLM clients to access up-to-date external… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | tableragmcp · search | Turns Excel/CSV folders into a traceable, read-only AI knowledge layer; provides deterministic data queries, schema discovery, and evidence-backed… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | sheetrender-mcpmcp · search | Renders PDFs from HTML templates or saved templates and spreadsheet data, with batch job support and document retrieval. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | elastic-mcpmcp · search | A Model Context Protocol server for Elasticsearch, enabling search, index inspection, and cluster information tools with optional write tools. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | p-l-ta-macos-calendarmcp · search | List, search, and manage calendar events via macOS Calendar.app across all configured accounts. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | tripcreighton-peeky-searchmcp · search | Privacy-focused web search using local SearXNG with BM25 scoring to extract relevant content snippets from web pages. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | ai-search-operations-mcp-for-bing-webmastermcp · search | Combines Bing Webmaster data, GA4 AI-traffic opportunity matching, technical SEO scanning, AI-search content audits, approval-gated WordPress fix… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | sofa-mcpmcp · search | Enables MCP clients to search, read, and interact with Stack Overflow for Agents posts and Stack Exchange Q&A, including posting, replying, voting… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | leetcode-github-assistantmcp · search | Enables querying a personal GitHub repository of solved LeetCode problems via natural language, including topic-based search and live retrieval of… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | mcp-context-windowmcp · search | Provides an external context buffer so a local model can maintain session memory across long tasks and search and page through large documents without… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | agentdocs-mcpmcp · search | Enables MCP clients to read, search, create, update, and share collaborative documentation pages on the AgentDocs platform. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | ptna-enc-mcpmcp · search | Enables normalization of musical piece and composer names by searching the Pitina Piano Piece Encyclopedia, returning official titles, composer names… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | medical-knowledge-mcp-servermcp · search | Enables searching and retrieving detailed medical knowledge on diseases, vaccines, medical examinations, and treatments, supporting health-related… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | job-radarmcp · search | Searches LinkedIn for job posts, filters out non-vacancies and out-of-market roles, and provides a local dashboard to triage and rate the remaining… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | australian-law-mcpmcp · search | MCP server for the Federal Register of Legislation, enabling point-in-time searches, retrieval, and verification of Australian Commonwealth law… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | aws-devops-study-kbmcp · search | Self-hosted memo knowledge base with MCP, REST, and read-only web interfaces; lets AI agents save and retrieve tagged, searchable study notes for AWS… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | app-intel-mcpmcp · search | Provides live App Store and Google Play data as MCP tools, enabling search, app details, reviews, charts, estimates, and more through natural… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | nautilus-trader-mcp-servermcp · search | Provides LLMs with code and documentation search over nautilus_trader via LSP-based symbol lookup and semantic embedding-based doc retrieval. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | literature-search-mcpmcp · search | A standalone MCP server that searches multiple scholarly metadata providers (PubMed, Europe PMC, bioRxiv, Crossref, OpenAlex, Semantic Scholar… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | tavily-mcp-server-for-all-toolsmcp · search | MCP server exposing 8 Tavily tools (web search, fetch, crawl, map, QnA, context, and deep research) via Streamable HTTP for AI assistants to perform… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | nks-osticket-mcpmcp · search | Enables AI agents to manage osTicket support tickets including listing, searching, reading, creating, updating, replying, deleting, managing… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | nanmeshmcp · search | AI trust network with 29 tools for agent search, voting, registration, and trust score queries. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | carbsmcp · search | A local MCP server for research that bundles SearXNG meta-search and Crawl4AI web scraping, offering tools for search, scraping, structured… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | docsgroundmcp · search | Enables AI coding agents to search, index, and manage documentation libraries with hybrid retrieval and live web fallback, all self-hosted and… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | vibo-mcp-servermcp · search | Provides persistent memory (L1/L2/L3 encrypted), web-search savings, and thread memory for AI agents, enabling token savings and context retention… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | orbit-sentinel-mcpmcp · search | Search 419,000+ LLM-extracted space regulatory filings from the FCC, ITU, UNOOSA, and FAA. Semantic search, entity dossiers, spectrum-band holdings… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | design-scopemcp · search | Local MCP server providing a curated 201-card design reference library with natural-language style search, structured filtering, card retrieval, theme… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | stahldavid-sensegrepmcp · search | Semantic and structural code search for AI-native development. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | ohada-mcpmcp · search | A public MCP server for OHADA legal research, enabling search of relevant provisions, retrieval of full articles with hierarchical context, and… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | democracy-without-politicians-mcpmcp · search | Enables users to search and read verbatim passages from Terry Bouricius's book 'Democracy Without Politicians', honoring the author's request to… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | pow-mcp-rag-newmcp · search | A local RAG MCP server that indexes project documentation and code into ChromaDB for semantic search, supporting multiple tech stacks and deployment… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | emcd-nbmcp · search | Wraps the nb CLI for LLM-friendly note-taking, bookmarking, search, and task management. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | provenance-aware-retrieval-mcp-servermcp · search | Exposes a provenance-aware knowledge graph to AI agents over MCP, providing tools like get_fact and search_documents that return precise answers with… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | grp-kbmcp · search | Semantic search MCP server for an Acumatica knowledge base, indexing markdown notes with multilingual embeddings to enable search across English and… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | medical-evidence-assistantmcp · search | Provides medical evidence tools including PubMed search, citation verification, clinical trial lookup, drug information, drug interaction checking… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | ai-reviewmcp · search | Enables interactive GitHub pull-request review from Claude Code, with tools to fetch PRs, inspect files and repo structure, post review comments, and… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | project-explorermcp · search | Provides secure file system exploration and project analysis for TypeScript/JavaScript codebases with tools for project exploration, file search with… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | specir-mcpmcp · search | Enables turning technical documents into a structured intermediate representation (SpecIR) and querying it via five MCP tools: specir_resolve… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | doc-mind-searchmcp · search | Provides MCP tools to count, list, and read local documents in formats like PDF, DOCX, Excel, HTML, and TXT, enabling natural language-driven document… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | joernberkefeld-mcdevmcp · search | Wiki search, .mcdevrc configuration help, journey checklists, and metadata types for Salesforce Marketing Cloud. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | ratary-memorymcp · search | Ratary is an AI Brain Platform — infrastructure that gives AI: Persistent memory — durable, owner-scoped, versioned Structured knowledge — metadata… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | rag-papermcp · search | A local-first paper RAG server that enables searching and managing academic PDFs via MCP tools, supporting metadata enrichment and citation graphs. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | doc-indexmcp · search | A local-first semantic search server for documents, supporting PDFs, Office files, and text/markdown, enabling natural language search via the Model… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | vault-mcp-bridgemcp · search | Read-only MCP bridge that exposes secure search and fetch tools over an Obsidian-compatible Markdown vault, enabling ChatGPT to query notes without… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | clinical-evidence-alexandriashaimcp · search | Aggregates clinical evidence from PubMed, ClinicalTrials.gov, and OpenFDA for biomedical literature search, trial queries, and drug information. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | celestiamcp · search | A persona-driven AI assistant that reads, searches, and writes an Obsidian Markdown knowledge vault using a typed MCP filesystem core. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | ai-journalmcp · search | A local MCP server for journaling, organizing, and recalling your work. It captures entries as plain markdown files, indexes them for full-text and… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | insurance-wiki-mcp-servermcp · search | A read-only MCP server providing tools to search and retrieve insurance product information, coverage details, and compare policies from a pre-built… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | turkiye-veri-mcpmcp · search | Provides unified access to Turkish official data from TÜİK (statistics via SDMX) and TCMB EVDS (financial series), enabling search, query, and tidy… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | uodo-mcpmcp · search | Enables searching and analyzing decisions from the Polish Data Protection Authority (UODO) directly within AI clients, allowing full-text search… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | learning-mcpmcp · search | An MCP server that enforces a pedagogical workflow to teach topics step by step, using research, decomposition, and spaced retrieval practice. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | retrieval-lab-mcpmcp · search | Exposes hybrid document retrieval and evaluation tools from retrieval-lab via MCP, including search_documents, corpus_info, run_evaluation, and… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | gh-nerdyaustin-memory-mcpmcp · search | Persistent memory and conversation search across multiple AI coding assistants. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | curlymolelabs-supericonsmcp · search | Semantic SVG icon search and recommendations for AI coding agents. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | vzt-video-intelmcp · search | Self-hosted video intelligence pipeline that turns video into structured, citable, queryable JSON scene graphs, enabling AI assistants to analyze and… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | mailokf-mcpmcp · search | A local-first Python MCP server that turns Gmail, Outlook/Microsoft 365, iCloud Mail, and generic IMAP/SMTP mailboxes into a synchronized, searchable… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | swagger-docs-mcpmcp · search | Connects AI agents with Swagger/Knife4j API documentation, enabling real-time retrieval, search, and structured understanding of API interfaces… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | rebuildingamerica-atlasmcp · search | Searches a civic directory of people and organizations doing meaningful community work across America via natural language queries. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | cenogrammcp · search | Search and analyze 7M+ verified real estate transactions from Poland's official RCN registry. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | ai-material-cabinet-mcpmcp · search | Enables AI assistants like Cursor and Claude Desktop to access a local AI Material Cabinet for searching, reading/writing content, creating documents… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | giauphan-codeatlasmcp · search | Exposes CodeAtlas code analysis data — project structure, dependencies, insights, and entity search — to AI assistants. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | vibeship-skillsmcp · search | Provides access to 462+ production-grade skills for AI-powered product building, enabling search, retrieval, and validation of skills across… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | gallica-mcpmcp · search | Enables searching and accessing OCR text from millions of digitized documents in Gallica, the digital library of the Bibliothèque nationale de France… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | kokkai-mcpmcp · search | Enables search, retrieval, and summarization of Japanese National Diet meeting minutes via MCP tools. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | ver-andimcp · search | Context compiler for AI coding agents that indexes TypeScript codebases to extract and serve only the relevant symbols and files for a task, reducing… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | google-ads-mcp-plusmcp · search | Extends the official Google Ads MCP with a safe write layer for creating paused-by-default Search campaigns and an account auditor, all running… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | apollo-mcpmcp · search | Provides 45 MCP tools to search, enrich, and manage Apollo.io B2B data (people, companies, CRM, deals, tasks, sequences, etc.) via stdio or HTTP… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | icml-paper-search-mcpmcp · search | MCP server for searching ICML 2026 papers with hybrid retrieval (dense + BM25), session management to avoid duplicates, and persistent state. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | flight-deals-mcpmcp · search | Enables AI clients to search for domestic low-cost flight routes in China and verify flight options before purchase. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | xiaojiou176-open-agent-exportermcp · search | Local archive and governance workbench for AI agent transcripts with semantic search and evidence tracking. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | lsdyna-r13-keyword-mcpmcp · search | Provides structured access to LS-DYNA R13 keyword manuals via MCP, enabling AI agents to retrieve card syntax, field info, and search within sections… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | sf-docs-mcpmcp · search | Enables LLM agents to search, read, and query Salesforce documentation across 129 domains. Uses a pre-compiled knowledge graph with 53,000 nodes and… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | quaidmcp · search | Capture, index, and search your Claude Code conversation history. Provides an MCP server for Claude Code to query its own past conversations. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | johnisanerd-google-scholarmcp · search | Search Google Scholar for academic papers, citations, author profiles, and abstracts. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | amkisko-statusmcp · search | Provides access to over 1,700 status page links with fuzzy search, detailed service information retrieval, and intelligent status page fetching that… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | openfox-ragmcp · search | MCP server for OpenFox that provides a rag_search tool for hybrid retrieval from local knowledge bases (Obsidian vaults, docs) using BM25, vector… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | canonical-company-searchmcp · search | Verified, long-tail company search: describe what you want, get an LLM-verified company shortlist. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | eugenelabonarsky-votura-toursmcp · search | Searches and retrieves AI-powered audio tours, stops, and landmarks for walking, cycling, and driving routes by city. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | paper-search-arxiv-semantic-scholar-openalexmcp · search | Unified academic paper search for AI agents. search_all queries arXiv, Semantic Scholar and OpenAlex at once, de-duplicates the same work across… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | second-brain-mcp-2mcp · search | Enables AI assistants to capture, search, update, and delete notes in a local Markdown vault with automatic categorization and tagging, making… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | hn-developer-sentiment-mcpmcp · search | A deterministic read on Hacker News developer sentiment for any brand, tool, or library, exposing four MCP tools for sentiment summary, mention… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | open-mindmcp · search | MCP server that builds a deterministic, source-traceable knowledge index of any codebase, enabling glossary lookup, code graphs, and exact-token… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | h4sht-bookstack-mcpmcp · search | Enables AI assistants to manage BookStack wikis with tools for CRUD operations on books, chapters, pages, shelves, and search, using Markdown input. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | voice-memo-hubmcp · search | Enables read-first interaction with Apple Voice Memos: search transcripts, review action candidates, mark reviewed, prepare tasks for Codex, and… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | firecrawl-mcp-server-2mcp · search | Integrates with Firecrawl for web scraping, enabling capabilities like scraping, crawling, searching, extracting, deep research, and batch scraping… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | minecraft-wiki-mcp-servermcp · search | Enables searching and retrieving Minecraft Wiki content in multiple formats (wikitext, HTML, markdown) through MCP tools, with batch retrieval and… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | codebase-analysermcp · search | Enables AI agents and IDEs to ingest and search code repositories using hybrid retrieval (dense + sparse) with exact line-level citations for precise… | 1 star | No one-command install · Source | |
| 2001 | 22.557 | home-memo-mcpmcp · search | Enables searching personal knowledge notes stored in markdown files via MCP, using Cloudflare AI Search for RAG and secured with Cloudflare Access. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | corpus-kbmcp · search | Local end-to-end RAG system for agentic code editors, exposing retrieval-augmented generation via MCP to any compatible client. | 1 star | No one-command install · Source | |
| 2001 | 22.557 | cloudmusic-desktop-mcpmcp · search | Controls the official NetEase Cloud Music desktop client on Windows, enabling AI to search, play, manage queues, and adjust playback settings via a… | 1 star | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.