Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1001 | 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 | |
| 1001 | 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 | |
| 1001 | 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 | |
| 1004 | 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 |
| 1005 | 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 |
| 1006 | 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 | |
| 1006 | 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 | |
| 1006 | 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 | |
| 1009 | 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 | |
| 1010 | 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 | |
| 1010 | 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 | |
| 1010 | 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 | |
| 1010 | 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 | |
| 1010 | 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 | |
| 1010 | 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 | |
| 1010 | 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 | |
| 1010 | 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 | |
| 1010 | 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 | |
| 1010 | 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 | |
| 1010 | 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 | |
| 1010 | 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 | |
| 1010 | 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 | |
| 1010 | 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 | |
| 1010 | 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 | |
| 1010 | 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 | |
| 1010 | 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 | |
| 1027 | 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 | |
| 1028 | 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 | |
| 1028 | 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 | |
| 1028 | 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 | |
| 1028 | 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 | |
| 1028 | 55.168 | adelpro-quran-search-enginemcp · searchalso listed as quran-search-engine-mcp | 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 | |
| 1028 | 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 | |
| 1028 | 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 | |
| 1028 | 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 | |
| 1028 | 55.168 | bugg1n-cortexmcp · search | Scans and indexes software portfolios to build searchable knowledge graphs of technology choices, development decisions, and developer expertise. | 6 stars · 1 fork | No one-command install · Source | |
| 1028 | 55.168 | identitymonk-standards-findermcp · search | Provides access to IETF RFCs, Internet Drafts, and OpenID Foundation specifications with tools for document fetching, keyword searching, section… | 6 stars · 1 fork | No one-command install · Source | |
| 1028 | 55.168 | financenews-mcpmcp · search | Enables AI assistants to search and retrieve real-time financial news from Finnhub via natural language queries. | 6 stars · 1 fork | No one-command install · Source | |
| 1028 | 55.168 | icon-mcp-servermcp · search | Provides unified search across multiple icon libraries with fuzzy search, caching, and comprehensive filtering for easy icon discovery and retrieval… | 6 stars · 1 fork | No one-command install · Source | |
| 1028 | 55.168 | silbaram-elasticsearchmcp · search | Integrates with Elasticsearch to enable cluster health checks, index mapping retrieval, alias management, and document searches using Elasticsearch's… | 6 stars · 1 fork | No one-command install · Source | |
| 1028 | 55.168 | pinzonjulian-stimulus-docsmcp · search | Provides direct access to Stimulus JavaScript framework documentation, fetching content from GitHub with fallback mechanisms for reliable retrieval of… | 6 stars · 1 fork | No one-command install · Source | |
| 1028 | 55.168 | nathanonn-url-fetchermcp · search | Enables fetching and processing content from URLs in various formats including HTML, JSON, Markdown, and plain text, with specialized tools for each… | 6 stars · 1 fork | No one-command install · Source | |
| 1028 | 55.168 | bocha-ai-searchmcp · search | Enables web search on Chinese internet content using Bocha AI, returning results as Markdown or JSON with configurable freshness and summary options. | 6 stars · 1 fork | No one-command install · Source | |
| 1028 | 55.168 | appleinmusic-baidu-searchmcp · search | Integrates with Baidu Search to enable web searches, result retrieval, and information extraction from China's largest search engine, providing access… | 6 stars · 1 fork | No one-command install · Source | |
| 1046 | 54.833 | seatablemcp · search | Read, write, search, link, and query data in SeaTable bases. | 9 stars | No one-command install · Source | |
| 1046 | 54.833 | open-kiokumcp · search | Open Kioku is the local-first code intelligence and evidence layer for AI coding agents (Claude, Cursor, Codex, Zed, and other MCP clients). Instead… | 9 stars | No one-command install · Source | |
| 1046 | 54.833 | gpt-plus-plusmcp · search | Enables AI clients to control local Windows development tools by exposing project files, code search, file editing, test execution, Git operations… | 9 stars | No one-command install · Source | |
| 1046 | 54.833 | nucleo-mcpmcp · search | Enables AI assistants to search, retrieve, and save Nucleo icons from the user's local library directly into projects. | 9 stars | No one-command install · Source | |
| 1050 | 54.603 | tulugar-real-estatemcp · search | Search real estate listings, development projects, agents, and market data in Paraguay. Get pricing, Airbnb/STR stats, and neighborhood-level insights… | 2,649 installs | No commit datelisted | No one-command install · Source |
| 1051 | 53.985 | iceener-firecrawlmcp · search | Firecrawl web scraping with streamable HTTP transport, batch support for up to 100 URLs, and automatic rate limit handling. | 4 stars · 3 forks | No one-command install · Source | |
| 1051 | 53.985 | kimdonghwi94-web-analyzer-mcpmcp · search | Extracts clean web content for RAG and provides Q&A about web pages. | 4 stars · 3 forks | No one-command install · Source | |
| 1051 | 53.985 | memoreeimcp · search | An open-source MCP server that gives AI assistants a searchable memory of your entire personal communication history by ingesting messages from… | 4 stars · 3 forks | No one-command install · Source | |
| 1051 | 53.985 | augmented-nature-string-dbmcp · search | Integrates with STRING protein interaction database to enable protein network analysis, functional enrichment, GO/KEGG pathway analysis, cross-species… | 4 stars · 3 forks | No one-command install · Source | |
| 1051 | 53.985 | joelgombin-wikidatamcp · search | Integrates with Wikidata to search entities, retrieve detailed information, execute SPARQL queries, and explore knowledge graph relationships for… | 4 stars · 3 forks | No one-command install · Source | |
| 1051 | 53.985 | deepsuthar496-alpha-vantagemcp · search | Provides real-time financial data retrieval from Alpha Vantage, enabling developers and analysts to access comprehensive stock prices, market… | 4 stars · 3 forks | No one-command install · Source | |
| 1051 | 53.985 | taewoong1378-notion-readonlymcp · search | Provides an optimized read-only interface to Notion content with parallel processing and intelligent caching for faster document analysis and… | 4 stars · 3 forks | No one-command install · Source | |
| 1051 | 53.985 | knowflow-mcpmcp · search | A unified knowledge retrieval tool for MCP-compatible LLMs, enabling structured external knowledge access from local files and future integrations. | 4 stars · 3 forks | No one-command install · Source | |
| 1051 | 53.985 | bro3886-memory-custommcp · search | Provides a knowledge graph-based memory system for creating, managing, and querying structured information with features like custom file paths… | 4 stars · 3 forks | No one-command install · Source | |
| 1051 | 53.985 | ashdevfr-duckduckgomcp · search | Integrates with DuckDuckGo search engine to provide real-time web information retrieval for research, fact-checking, and current events updates. | 4 stars · 3 forks | No one-command install · Source | |
| 1051 | 53.985 | mcp2everything-tavilymcp · search | Integrates the Tavily search API to enable web searches and information retrieval for fact-checking and research tasks. | 4 stars · 3 forks | No one-command install · Source | |
| 1062 | 53.968 | canadian-building-codemcp · search | Access and search comprehensive Canadian building regulations for construction and compliance reference. Navigate complex code hierarchies to find… | 2,646 installs | No commit datelisted | No one-command install · Source |
| 1063 | 53.790 | m4s1t4-websearch-toolsmcp · search | Integrates with web search APIs and crawling tools to enable internet-wide information retrieval, content extraction, and data mining capabilities for… | 1 star · 4 forks | No one-command install · Source | |
| 1063 | 53.790 | screaming-frog-mcp-servermcp · search | Enables AI assistants to analyze Screaming Frog SEO Spider crawl data through tool calls, supporting audits for broken links, redirects, indexability… | 1 star · 4 forks | No one-command install · Source | |
| 1065 | 53.186 | archillesmcp · search | Enables semantic search over local Calibre libraries via MCP, allowing AI assistants to query books, annotations, and export bibliographies while… | 8 stars | No one-command install · Source | |
| 1065 | 53.186 | dsh-web-search-freemcp · search | A dual-transport MCP server enabling anonymous free web search via Parallel (default) or Exa (backup), with no API keys or DSH dependency, for Claude… | 8 stars | No one-command install · Source | |
| 1065 | 53.186 | dida-hotel-mcpmcp · search | Enables AI agents to search, compare, and book hotels with real-time pricing and availability, supporting multiple location types, star ratings, and… | 8 stars | No one-command install · Source | |
| 1065 | 53.186 | apple-reminders-for-claudemcp · search | Enables Claude to manage Apple Reminders on macOS, providing full CRUD operations such as listing, searching, creating, updating, and deleting… | 8 stars | No one-command install · Source | |
| 1065 | 53.186 | aiwiki-mcpmcp · search | Search and read AiWiki — an encyclopedia of AI-coding pitfalls and LLM privacy protection written from the AI's first-person perspective. 120+… | 8 stars | No one-command install · Source | |
| 1065 | 53.186 | openarxmcp · search | Open scientific knowledge MCP for AI agents with three access profiles: search, publish, and govern. | 8 stars | No one-command install · Source | |
| 1065 | 53.186 | fotmob-mcpmcp · search | Enables access to live FotMob football data for fixture lookup, team and player research, match details, lineups, league discovery, and search-based… | 8 stars | No one-command install · Source | |
| 1065 | 53.186 | ai-odoofindermcp · search | Enables LLMs to search Odoo modules in OCA repositories using hybrid search (semantic + full-text) for finding the perfect module quickly. | 8 stars | No one-command install · Source | |
| 1073 | 52.498 | cyclechain-skillnetmcp · search | Searches, downloads, and manages AI agent skills from the SkillNet community library. | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | google-search-console-mcpmcp · search | OAuth-protected Google Search Console MCP for analytics, URL inspection, sitemap management, indexing requests, and SEO diagnostics. Open-source… | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | protein-mcp-servermcp · search | A Model Context Protocol server providing programmatic access to 3D protein structural data from RCSB PDB, PDBe, and UniProt, enabling search… | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | ansible-know-mcpmcp · search | Module discovery, documentation search, and skill generation for AI agents via the Model Context Protocol. | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | threadshelf-mcp-servermcp · search | Enables semantic search and retrieval of archived AI conversations from multiple providers via the MCP protocol, allowing thread continuation and… | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | toss-mcpmcp · search | Provides AI agents with access to Toss developer documentation and icon catalogs, enabling search and retrieval of official docs and icon usage… | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | oscillatelabsllc-kiwixmcp · search | Provides access to offline Wikipedia and other ZIM-format educational content from Kiwix HTTP servers with full-text search and article retrieval. | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | leesgit-claude-session-continuity-mcpmcp · search | Zero-config session continuity for Claude Code. Auto-captures context via Claude Hooks, provides 25 tools for memory, tasks, solutions, and knowledge… | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | opcua-mcpmcp · search | Enables LLMs to read, write, browse, search, and subscribe to live data on OPC-UA industrial automation servers, with caching, discovery index, and… | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | vaquill-canliimcp · search | Search Canadian case law and legislation metadata across federal, provincial, and territorial jurisdictions via CanLII. | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | perplexity-webui-mcpmcp · search | MCP server that queries Perplexity Pro via WebUI session token, providing model-specific tools for search and deep research. | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | pineapple-farm-skill-historymcp · search | Track and search download history for 70,000+ agent skills with daily snapshots. | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | self-tech-labs-entscheidsuchemcp · search | Integrates with entscheidsuche.ch to provide access to Swiss court decisions through tools for searching legal documents, retrieving content, and… | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | dreamupers-research-mcpsmcp · search | Collection of research tools providing arXiv paper search and Feishu document upload capabilities. | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | lazhenyi-docsrsmcp · search | Provides access to Rust crate documentation from docs.rs through web scraping, enabling crate search, documentation retrieval, module browsing, and… | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | mendlem-pipepostmcp · search | Publish from your terminal. Drafts SEO-scored articles, cross-publishes to Dev.to, Ghost, Hashnode, WordPress, and Medium with auto-wired canonical… | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | roshan-rb-autodesk-aliasmcp · search | Provides access to Autodesk Alias Python API documentation through web scraping with keyword-based search, page listing, and full content retrieval. | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | andreas-roennestad-openhivemcp · search | Collaborative knowledge base where coding agents search, post, and score problem-solution pairs discovered during development sessions. | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | alea-institute-foliomcp · search | Provides searchable access to the FOLIO legal ontology with 18,000+ concepts covering areas of law, document types, and legal entities. | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | aleksvin8888-docmostmcp · search | Integrates with self-hosted Docmost wiki for listing spaces, searching documents, and retrieving page content. | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | philidor-defi-vaultsmcp · search | Search 700+ DeFi vaults, compare risk scores, and analyze protocols across Morpho, Aave, Yearn, Beefy, and Spark. | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | tifa365-berlin-opendatamcp · search | Provides access to Berlin's open data portal with 6 tools for CKAN catalog search, dataset analysis, and exploration across 2500+ municipal datasets. | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | ragalgomcp · search | Financial data and sentiment analysis for Korean stock and cryptocurrency markets | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | frknyldz-ai-session-bridgemcp · search | Provides cross-tool access to AI conversation history from VS Code Copilot, Cursor, and Rovodev sessions by scanning workspace storage directories and… | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | leandrogavidia-vechainmcp · search | Integrates with VeChain blockchain networks to provide documentation search, account/transaction/block queries, wallet creation, cryptographic… | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | claude-code-conversation-search-mcpmcp · searchalso listed as tonysimonovsky-claude-code-conversation-search | Enables searching all Claude Code conversations across projects using natural language queries and instantly provides resume commands to continue… | 5 stars · 1 fork | No one-command install · Source | |
| 1073 | 52.498 | hexdecimal16-web-searchmcp · search | Performs Google searches and crawls content from the top 5 non-social media results, filtering out social platforms to deliver consolidated web… | 5 stars · 1 fork | 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.