Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1301 | 55.168 | yuanliou-taiwanebooksearchmcp · search | Searches and compares e-book prices across Taiwan bookstores with 3 tools for book discovery and price comparison. | 6 stars · 1 fork | No one-command install · Source | |
| 1302 | 55.168 | irahulstomar-brainmcp · search | Manages a local Markdown notes knowledge base with hybrid search using Ollama and Chroma. | 6 stars · 1 fork | No one-command install · Source | |
| 1303 | 55.168 | derberg-opencranemcp · search | Extensible RAG library for building AI-powered documentation search with semantic search, keyword matching, and hybrid retrieval. | 6 stars · 1 fork | No one-command install · Source | |
| 1304 | 55.168 | quran-search-engine-mcpmcp · search | Enables accurate Quranic verse search through natural language queries, returning exact text with no hallucinations. | 6 stars · 1 fork | No one-command install · Source | |
| 1305 | 55.168 | adelpro-quran-search-enginemcp · search | Provides Quran search with Arabic normalization, root-based matching, and highlighted results for AI tools to deliver accurate, hallucination-free… | 6 stars · 1 fork | No one-command install · Source | |
| 1306 | 55.168 | strand-ai-paper-intelligencemcp · search | Converts PDFs into searchable markdown with local embeddings for semantic search, enabling efficient document retrieval without loading entire papers… | 6 stars · 1 fork | No one-command install · Source | |
| 1307 | 55.168 | gh-cyberpapiii-imessage-maxmcp · search | Read, search, and send iMessage messages on macOS through AI assistants. | 6 stars · 1 fork | No one-command install · Source | |
| 1308 | 55.168 | chirag127-stochastic-thinkingmcp · search | Implements five stochastic algorithms including Markov Decision Processes, Monte Carlo Tree Search, Multi-Armed Bandit models, Bayesian Optimization… | 6 stars · 1 fork | No one-command install · Source | |
| 1309 | 55.168 | agent-web-searchmcp · search | Provides a unified web search tool for AI agents by running multiple search providers concurrently and returning normalized results. It integrates… | 6 stars · 1 fork | No one-command install · Source | |
| 1310 | 55.213 | alumnx-mcp-servermcp · search | Provides agricultural intelligence tools for pest/disease lookup, government scheme discovery, and SME knowledge retrieval via semantic search. | 6 forks | No one-command install · Source | |
| 1311 | 55.515 | robertoamoreno-couchdbmcp · search | Integrates with CouchDB to enable database management, document operations, and Mango queries for applications requiring document-based storage and… | 5 stars · 2 forks | No one-command install · Source | |
| 1312 | 55.515 | objones25-research-orchestrationmcp · search | Orchestrates intelligent research workflows by selecting and executing specialized tools (Brave Search, Tavily, GitHub, arXiv, news APIs) based on… | 5 stars · 2 forks | No one-command install · Source | |
| 1313 | 55.515 | lemannrus-nexus-productivitymcp · search | Integrates Google Calendar, Obsidian, Trello, web parsing, and Google News through a unified interface with semantic search capabilities for managing… | 5 stars · 2 forks | No one-command install · Source | |
| 1314 | 55.515 | perplexity-researchermcp · search | Integrates Perplexity AI's search capabilities with Node.js to provide general search queries, documentation retrieval, API discovery, and code… | 5 stars · 2 forks | No one-command install · Source | |
| 1315 | 55.515 | angrysky56-bayesian-monte-carlo-tree-searchmcp · search | Provides a Bayesian Monte Carlo Tree Search engine for systematic exploration of different angles and interpretations, balancing exploration versus… | 5 stars · 2 forks | No one-command install · Source | |
| 1316 | 55.515 | devqxi-pubdevmcp · search | Integrates with pub.dev to enable package discovery, version management, dependency analysis, and documentation retrieval for Dart and Flutter… | 5 stars · 2 forks | No one-command install · Source | |
| 1317 | 55.515 | supercorp-firecrawlmcp · search | Integrates with Firecrawl API to provide web scraping and search capabilities, enabling extraction of markdown content from URLs and web search… | 5 stars · 2 forks | No one-command install · Source | |
| 1318 | 55.515 | datos-gob-es-mcpmcp · search | Enables querying and analyzing over 90,000 public datasets from the Spanish Government Open Data Portal (datos.gob.es) using natural language, with… | 5 stars · 2 forks | No one-command install · Source | |
| 1319 | 55.515 | mpnikhil-lenny-ragmcp · search | Semantic search over Lenny Rachitsky's podcast transcripts using ChromaDB and BGE embeddings for product strategy insights. | 5 stars · 2 forks | No one-command install · Source | |
| 1320 | 55.515 | micro-zoe-micro-mcpmcp · search | An MCP server for micro-app integration that enables documentation crawling and related link retrieval. | 5 stars · 2 forks | No one-command install · Source | |
| 1321 | 55.515 | icen-ai-cnbsmcp · search | Queries China National Bureau of Statistics data with search, time series, batch comparison, and regional breakdowns. | 5 stars · 2 forks | No one-command install · Source | |
| 1322 | 55.515 | ovden13-trilium-nextmcp · search | TriliumNext knowledge base MCP for reading and writing notes, managing hierarchies, and searching content via ETAPI. | 5 stars · 2 forks | No one-command install · Source | |
| 1323 | 55.515 | algonacci-tavily-searchmcp · search | Integrates the Tavily search API to provide customizable web searches with options for depth, result count, time range, and AI-generated answers… | 5 stars · 2 forks | No one-command install · Source | |
| 1324 | 55.515 | qihoo360-ecs-cloud-storagemcp · search | Provides comprehensive file management and cloud storage operations including upload, download, search, move, rename, delete, directory management… | 5 stars · 2 forks | No one-command install · Source | |
| 1325 | 55.515 | mcp-file-contents-readermcp · search | Enables reading and analysis of PDF, Excel, Word, and PowerPoint files through the Model Context Protocol, supporting content extraction, document… | 5 stars · 2 forks | No one-command install · Source | |
| 1326 | 55.515 | crossref-localmcp · search | A local CrossRef database MCP server enabling full-text search across 167M+ scholarly works, citation analysis, and impact factor retrieval without… | 5 stars · 2 forks | No one-command install · Source | |
| 1327 | 55.515 | flashdutymcp · search | Integrates with Flashduty's incident management platform to create, acknowledge, resolve, and manage incidents with severity assignment, timeline… | 5 stars · 2 forks | No one-command install · Source | |
| 1328 | 56.183 | cfpramod-open-museum-mcpmcp · search | Federated, license-verified search across The Met, Cleveland, AIC, Wikimedia Commons, and Europeana. Strict-default-deny rights gate accepts only CC0… | 10 stars | armory install cfpramod-open-museum-mcp --cli claude | |
| 1329 | 56.206 | aldrin-labs-metal-frameworkmcp · search | Integrates Metal Framework documentation search and code generation capabilities for graphics-intensive application development. | 2 stars · 4 forks | No one-command install · Source | |
| 1330 | 56.206 | tizee-unix-manualmcp · search | Provides Unix command documentation, including help pages, man pages, and usage information, enabling retrieval and exploration of system commands… | 2 stars · 4 forks | No one-command install · Source | |
| 1331 | 56.206 | pixdata-coderidemcp · search | Integrates with CodeRide's task management platform to provide project retrieval, task operations, prompt extraction, and project initialization with… | 2 stars · 4 forks | No one-command install · Source | |
| 1332 | 56.598 | tavilymcp · search | Search the web with fast, accurate results optimized for AI. Get clean, structured answers with source URLs and relevance scoring. | 3,964 installs | No commit datelisted | No one-command install · Source |
| 1333 | 56.870 | agentfoodmcp · search | USDA FoodData Central nutrition data — search 1M+ foods, get full nutrition profiles (macros, vitamins, minerals), and compare foods side-by-side… | 4,009 installs | No commit datelisted | No one-command install · Source |
| 1334 | 57.245 | ryoureddy-medadapt-contentmcp · search | Provides medical students and educators with curated educational resources from PubMed and NCBI Bookshelf through a FastMCP-powered system that… | 7 stars · 1 fork | No one-command install · Source | |
| 1335 | 57.245 | disdjj-cookmcp · search | Provides access to a collection of over 200 food and cocktail recipes, enabling dish information retrieval and ingredient-based meal suggestions. | 7 stars · 1 fork | No one-command install · Source | |
| 1336 | 57.245 | freevision-autoformmcp · search | Search Slovak corporate entities by name or company identification number with filtering for active companies and structured business registry data | 7 stars · 1 fork | No one-command install · Source | |
| 1337 | 57.245 | pancrepal-xiaoyibao-get-notesmcp · search | Integrates with Get Notes (Biji) API to provide knowledge base search and retrieval functionality from Chinese note-taking platforms with… | 7 stars · 1 fork | No one-command install · Source | |
| 1338 | 57.245 | davidwarshawsky-scorchcrawlmcp · search | Web scraping proxy server with single-page scraping, web search, site mapping, crawling, and structured data extraction through dual local and remote… | 7 stars · 1 fork | No one-command install · Source | |
| 1339 | 57.245 | velog-mcpmcp · search | Enables AI assistants to read, search, and write Velog blog posts. Supports post management, trending, and series/profile retrieval. | 7 stars · 1 fork | No one-command install · Source | |
| 1340 | 57.245 | annibale-x-webshiftmcp · search | Denoised web search — fetch, clean, and rerank web content for AI agents with strict size budgets. | 7 stars · 1 fork | No one-command install · Source | |
| 1341 | 57.245 | sasabasara-nyc-subwaymcp · search | Provides real-time NYC subway information through MTA GTFS feeds with automatic data management, intelligent station matching with fuzzy search, live… | 7 stars · 1 fork | No one-command install · Source | |
| 1342 | 57.245 | louis49-melchizedekmcp · search | Persistent offline memory with hybrid search stored in a single file. | 7 stars · 1 fork | No one-command install · Source | |
| 1343 | 57.245 | zotero-agentmcp · search | An MCP server that embeds into Zotero, enabling AI agents to search, manage, enrich metadata, import papers, and automate research workflows through… | 7 stars · 1 fork | No one-command install · Source | |
| 1344 | 57.245 | skill-routermcp · search | A lazy router for Claude Code skills that exposes a library of skills through search, load, and reindex MCP tools, reducing context usage by only… | 7 stars · 1 fork | No one-command install · Source | |
| 1345 | 57.245 | call-copilotmcp · search | Search and read locally-recorded meeting transcripts over stdio. Read-only, no network. Exposes list_sessions, get_session, and search_transcripts to… | 7 stars · 1 fork | No one-command install · Source | |
| 1346 | 57.245 | udjin-labs-mnemostackmcp · search | Durable hybrid memory for AI agents. Combines vector search, BM25, temporal retrieval, and optional Memgraph knowledge graph via reciprocal rank… | 7 stars · 1 fork | No one-command install · Source | |
| 1347 | 57.245 | bezata-kobsidianmcp · search | Access and search Obsidian vaults through an MCP interface. | 7 stars · 1 fork | No one-command install · Source | |
| 1348 | 57.245 | mikusnuz-gscmcp · search | Query search analytics, inspect URLs, manage sitemaps, and submit pages for indexing via Google Search Console and Indexing APIs. | 7 stars · 1 fork | No one-command install · Source | |
| 1349 | 57.245 | code-auditor-mcpmcp · search | Enables AI assistants to search, analyze, and understand multi-language codebases by providing indexed code intelligence via MCP. | 7 stars · 1 fork | No one-command install · Source | |
| 1350 | 57.311 | xiaoxu123195-ace-codebase-indexermcp · search | High-performance codebase indexing server that automatically processes project files with concurrent chunking and SHA-256 deduplication to enable… | 11 stars | No one-command install · Source | |
| 1351 | 57.364 | jina-ai-multimodal-searchmcp · search | Integrates with Jina's AI services to provide efficient handling of language and multimodal AI requests for applications requiring natural language… | 5 stars · 3 forks | No one-command install · Source | |
| 1352 | 57.364 | manolaz-emergency-medicare-plannermcp · search | Integrates with Google Maps to locate and evaluate medical facilities in emergencies, providing tools for facility search, route calculation, and… | 5 stars · 3 forks | No one-command install · Source | |
| 1353 | 57.364 | williamvd4-web-searchmcp · search | Enables web search capabilities by scraping Google search results without API keys, returning structured data with titles, URLs, and descriptions for… | 5 stars · 3 forks | No one-command install · Source | |
| 1354 | 57.364 | nexon33-console-terminalmcp · search | Provides a bridge between AI assistants and system terminals, enabling command execution and output retrieval through an Electron-based application | 5 stars · 3 forks | No one-command install · Source | |
| 1355 | 57.364 | danimal141-arxiv-searchmcp · search | Search and retrieve academic papers from arXiv.org by category, providing titles, authors, summaries, and links sorted by date. | 5 stars · 3 forks | No one-command install · Source | |
| 1356 | 57.364 | examprepagentmcp · search | An MCP server that provides tools to search for study questions and answers from a knowledge base, enabling exam preparation through random questions… | 5 stars · 3 forks | No one-command install · Source | |
| 1357 | 57.364 | atilioa-tesouro-diretomcp · search | Provides real-time access to Brazil's Treasury Direct bond market data, enabling users to retrieve market status, search bonds by type and maturity… | 5 stars · 3 forks | No one-command install · Source | |
| 1358 | 57.754 | jedrazb-elastic-semantic-searchmcp · search | Integrates with Elasticsearch to provide semantic search functionality for blog posts, returning formatted results including titles, URLs, and… | 3 stars · 4 forks | No one-command install · Source | |
| 1359 | 57.754 | spences10-jinaai-searchmcp · search | Integrates JinaAI's search capabilities for web content discovery, information retrieval, and data extraction | 3 stars · 4 forks | No one-command install · Source | |
| 1360 | 57.754 | mcp-server-for-singapore-government-open-datamcp · search | Provide seamless access to open datasets and collections from data.gov.sg. Enable searching, metadata retrieval, and filtered dataset downloads for… | 3 stars · 4 forks | No one-command install · Source | |
| 1361 | 57.754 | agenthotspotmcp · search | Search thousands of MCP connectors from the AgentHotspot marketplace. | 3 stars · 4 forks | No one-command install · Source | |
| 1362 | 57.754 | agent-searchmcp · search | A self-hosted, MCP-native web-search backend for AI agents that provides meta-search, clean extraction, RAG with citations, and GitHub project… | 3 stars · 4 forks | No one-command install · Source | |
| 1363 | 57.754 | nts-tax-mcpmcp · search | Access Korea's national tax law information system to search rulings, precedents, statutes, and more using natural language queries via Claude. | 3 stars · 4 forks | No one-command install · Source | |
| 1364 | 57.927 | iwark-linearmcp · search | Integrates with Linear's issue tracking system to enable efficient creation, searching, and analysis of project tasks and issues | 1 star · 5 forks | No one-command install · Source | |
| 1365 | 58.185 | dylankim-perplexitymcp · search | Integrates Perplexity AI's API, enabling web-based research and cited answers through real-time search capabilities. | 6 stars · 2 forks | No one-command install · Source | |
| 1366 | 58.185 | spences10-tavily-searchmcp · search | Integrates with Tavily's semantic search API to enable web searches and retrieval of relevant results for fact-checking and research tasks. | 6 stars · 2 forks | No one-command install · Source | |
| 1367 | 58.185 | zen-syllabusmcp · search | Provides structured access to educational curriculum data, enabling subject exploration and detailed information retrieval based on grade level and… | 6 stars · 2 forks | No one-command install · Source | |
| 1368 | 58.185 | pinzonjulian-turbo-docsmcp · search | Provides AI access to Hotwire Turbo documentation, exposing individual files as tools for targeted retrieval of specific features like Drive, Frames… | 6 stars · 2 forks | No one-command install · Source | |
| 1369 | 58.185 | henryhawke-wolfram-alphamcp · search | Integrates with Wolfram Alpha's computational knowledge engine to provide mathematical calculations, scientific data retrieval, and factual… | 6 stars · 2 forks | No one-command install · Source | |
| 1370 | 58.185 | nixlim-amemmcp · search | Provides persistent memory capabilities for coding contexts using ChromaDB vector storage and semantic search, enabling storage and retrieval of… | 6 stars · 2 forks | No one-command install · Source | |
| 1371 | 58.185 | mcpydocmcp · search | Provides real-time access to Python package documentation, source code, and symbol search to prevent AI hallucinations. | 6 stars · 2 forks | No one-command install · Source | |
| 1372 | 58.185 | mcp-everything-searchmcp · search | Integrates Everything file search with Claude Desktop, enabling instant Windows filesystem search via natural language queries. | 6 stars · 2 forks | No one-command install · Source | |
| 1373 | 58.185 | fencith-openvikingmcp · search | Provides semantic search, document reading, and content retrieval through OpenViking's context database for managing knowledge bases. | 6 stars · 2 forks | No one-command install · Source | |
| 1374 | 58.185 | okf-mcpmcp · search | A project-agnostic Open Knowledge Format MCP server that indexes Markdown concepts with YAML frontmatter and provides CLI and MCP tools for search… | 6 stars · 2 forks | No one-command install · Source | |
| 1375 | 58.185 | khalidsaidi-ragmapmcp · search | MapRag: RAG-focused subregistry + MCP server to discover and route to retrieval-capable MCP servers using structured constraints and explainable… | 6 stars · 2 forks | No one-command install · Source | |
| 1376 | 58.290 | danbooru-search-mcpmcp · search | Searches Danbooru for anime/game characters and their associated tags, providing tools to retrieve character profiles, co-occurring tags, wiki… | 12 stars | No one-command install · Source | |
| 1377 | 58.775 | jobs-base-2mcp · search | Builder roles like founding engineers, solo builders, and "0 to 1" positions are scattered across dozens of job boards with no way to filter for them… | 4,257 installs | No commit datelisted | No one-command install · Source |
| 1378 | 58.775 | jobs-basemcp · search | Builder roles like founding engineers, solo builders, and "0 to 1" positions are scattered across dozens of job boards with no way to filter for them… | 4,257 installs | No commit datelisted | No one-command install · Source |
| 1379 | 58.969 | washedmcpmcp · search | Token-optimized semantic code search with automatic context expansion for AI coding assistants, enabling efficient discovery of code relationships and… | 4 stars · 4 forks | No one-command install · Source | |
| 1380 | 58.969 | dan1d-mercadolibre-mcpmcp · search | MercadoLibre marketplace integration for AI agents. Search products, get item details, browse categories, track trends, and convert currencies across… | 4 stars · 4 forks | No one-command install · Source | |
| 1381 | 59.029 | apitlekays-meteor-docsmcp · search | Provides complete Meteor.js API documentation with intelligent search capabilities, detailed method lookups with parameters and examples, and… | 8 stars · 1 fork | No one-command install · Source | |
| 1382 | 59.029 | zym-pixabaymcp · search | Provides a bridge to the Pixabay image search API, enabling dynamic image retrieval with flexible filtering options like image type, orientation, and… | 8 stars · 1 fork | No one-command install · Source | |
| 1383 | 59.029 | laozhong86-gbrainmcp · search | Compiled personal knowledge graph for AI agents with entity storage, timeline evidence, and full-text search. | 8 stars · 1 fork | No one-command install · Source | |
| 1384 | 59.029 | swift-poe-search-mcpmcp · search | An MCP server that integrates with Poe's API to provide AI-powered search and research tools from Perplexity, Reka, Exa, and Linkup. | 8 stars · 1 fork | No one-command install · Source | |
| 1385 | 59.029 | yuliiakovalova-dotnet-templatemcp · search | Search, inspect, preview, and create .NET projects from dotnet new templates. | 8 stars · 1 fork | No one-command install · Source | |
| 1386 | 59.029 | gondola-aimcp · search | Travel award search: compare cash vs points on hotels, flights & cars, cents-per-point, and book | 8 stars · 1 fork | No one-command install · Source | |
| 1387 | 59.029 | hypermnesicmcp · search | Git-native long-term memory for AI agents: your markdown files are the source of truth, the search index is a disposable projection rebuilt from git… | 8 stars · 1 fork | No one-command install · Source | |
| 1388 | 59.029 | nodespace-mcpmcp · search | Enables AI coding assistants to query a local knowledge base for persistent, searchable project context, reducing re-explanation and token usage. | 8 stars · 1 fork | No one-command install · Source | |
| 1389 | 59.040 | abbacus-cortexmcp · search | Persistent knowledge system with OWL-RL reasoning, semantic search, and 22 MCP tools for AI agents. | 13 stars | No commit datelisted | No one-command install · Source |
| 1390 | 59.715 | xiaozhi-music-railwaymcp · search | Music MCP WebSocket server enabling multi-platform music search and playable URL retrieval via Meting for XiaoZhi AI. | 8 forks | No one-command install · Source | |
| 1391 | 59.814 | apappascs-tavily-searchmcp · search | Integrates the Tavily Search API to perform real-time web searches for fact-checking, research, and content generation. | 5 stars · 4 forks | No one-command install · Source | |
| 1392 | 59.814 | ashdev-discourse-searchmcp · search | Enables searching and retrieving content from Discourse forums through a single tool that queries posts using the discourse2 npm package. | 5 stars · 4 forks | No one-command install · Source | |
| 1393 | 59.814 | cr7258-higress-ai-searchmcp · search | Enhances AI model responses with real-time search results from various engines through Higress ai-search, supporting internet, academic, and internal… | 5 stars · 4 forks | No one-command install · Source | |
| 1394 | 59.814 | jahfer-jmap-fastmailmcp · search | Connects to Fastmail servers via JMAP protocol to enable email reading, searching with advanced filters, and content retrieval for conversational… | 5 stars · 4 forks | No one-command install · Source | |
| 1395 | 59.814 | polymarket-predictions-mcpmcp · search | Enables real-time access to Polymarket prediction market odds, allowing AI agents to retrieve events, markets, and search for predictions with… | 5 stars · 4 forks | No one-command install · Source | |
| 1396 | 59.814 | andreacappelletti97-google-flightsmcp · search | Google Flights integration with 12 tools — search flights, track prices, compare cabins, analyze layovers, and view carbon emissions. | 5 stars · 4 forks | No one-command install · Source | |
| 1397 | 59.814 | turbovec-mcp-servermcp · search | Provides persistent long-term memory (semantic RAG) for AI coding assistants, enabling them to store and semantically search code and documentation… | 5 stars · 4 forks | No one-command install · Source | |
| 1398 | 59.854 | sourcegraphmcp · search | Connects AI agents to Sourcegraph's code search, semantic search, code navigation, and diff search capabilities across your codebase. | 14 stars | No one-command install · Source | |
| 1399 | 59.854 | seo-audit-consolemcp · search | Merges your Google Search Console data with a live crawl of your site to run a comprehensive technical SEO audit inside Claude, providing prioritized… | 14 stars | No one-command install · Source | |
| 1400 | 60.035 | ebailey78-memorymcp · search | Provides structured memory management for project-based work through markdown file storage, enabling persistent context across chat sessions with… | 6 stars · 3 forks | 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.