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 | 44.256 | rkmonarch-soon-blockchainmcp · search | Bridges Claude AI with SOON blockchain networks for real-time wallet balance checks, transaction retrieval, and token holdings using Solana Web3.js… | 3 stars · 1 fork | No one-command install · Source | |
| 1002 | 44.256 | talljack-content-managermcp · search | Provides content management capabilities for markdown files with fuzzy and exact search through Fuse.js, frontmatter parsing, HTML rendering, and ten… | 3 stars · 1 fork | No one-command install · Source | |
| 1003 | 44.256 | vim-mcpmcp · search | Enables Claude Code to connect to and control Vim instances, allowing natural language commands for editing, macros, help searches, and more. | 3 stars · 1 fork | No one-command install · Source | |
| 1004 | 44.256 | iggredible-vimmcp · search | Connect to Vim/Neovim instances to query state, execute commands, search help, and record macros | 3 stars · 1 fork | No one-command install · Source | |
| 1005 | 44.256 | wei-mcp-registrymcp · search | Integrates with the official Model Context Protocol registry to provide server discovery, metadata retrieval, version information, and health status… | 3 stars · 1 fork | No one-command install · Source | |
| 1006 | 44.256 | mcp-playgroundmcp · search | Research and analysis toolkit offering real-time data access via MCP, including web search, stock prices, YouTube transcription, weather, and Toronto… | 3 stars · 1 fork | No one-command install · Source | |
| 1007 | 44.256 | mrgoonie-screenshotonemcp · search | Enables AI to capture and process screenshots of webpages with customizable parameters through the ScreenshotOne API with Cloudflare CDN integration… | 3 stars · 1 fork | No one-command install · Source | |
| 1008 | 44.256 | blue-perfumerymcp · search | Integrates with Blue Perfumery's product catalog to enable perfume discovery, search, filtering by category, and purchase link generation for… | 3 stars · 1 fork | No one-command install · Source | |
| 1009 | 44.256 | skillsmp-mcp-servermcp · search | This MCP server enables AI agents to search, discover, and install skills from the SkillsMP marketplace, with support for keyword and semantic search… | 3 stars · 1 fork | No one-command install · Source | |
| 1010 | 44.256 | justforever17-adaptive-agentmcp · search | Self-evolving RAG system providing cross-session persistent memory where agents autonomously write, retrieve, and evolve knowledge through… | 3 stars · 1 fork | No one-command install · Source | |
| 1011 | 44.256 | gh-annibale-x-webgatemcp · search | Provides clean, bounded web search and page retrieval that strips HTML noise, caps token usage, and optionally summarizes results through a secondary… | 3 stars · 1 fork | No one-command install · Source | |
| 1012 | 44.256 | dvf-parismcp · search | An MCP app that displays interactive Paris real estate price statistics per arrondissement inside Claude, with map, comparison, and address search. | 3 stars · 1 fork | No one-command install · Source | |
| 1013 | 44.256 | fossickmcp · search | Search GitHub, PyPI, and npm from your AI agent. | 3 stars · 1 fork | No one-command install · Source | |
| 1014 | 44.256 | listen-stylemcp · search | Access LISTEN podcast data including episodes, transcripts, playback history, and search via AI editors. | 3 stars · 1 fork | No one-command install · Source | |
| 1015 | 44.256 | mcp-scopusmcp · search | Enables AI assistants to search and retrieve real academic papers from Scopus, preventing citation hallucination by providing accurate paper metadata… | 3 stars · 1 fork | No one-command install · Source | |
| 1016 | 44.256 | ohos-mcp-unofficialmcp · search | Brings HarmonyOS and OpenHarmony English documentation to AI assistants for instant retrieval and multimodal analysis. | 3 stars · 1 fork | No one-command install · Source | |
| 1017 | 44.256 | mappls-mcpmcp · search | Enables AI agents to perform geocoding, routing, nearby search, and other location-based tasks for Indian addresses using the Mappls (MapMyIndia)… | 3 stars · 1 fork | No one-command install · Source | |
| 1018 | 44.256 | clinicaltrials-mcpmcp · search | Enables conversational access to 400,000+ clinical trials on ClinicalTrials.gov, allowing users to search, compare, and retrieve trial details using… | 3 stars · 1 fork | No one-command install · Source | |
| 1019 | 44.256 | agents100x-clinicaltrials-govmcp · search | Conversational access to ClinicalTrials.gov with 5 tools for searching, comparing, and retrieving clinical trial data. | 3 stars · 1 fork | No one-command install · Source | |
| 1020 | 44.256 | indiestackmcp · search | Curated directory of indie SaaS tools searchable by AI coding assistants. | 3 stars · 1 fork | No one-command install · Source | |
| 1021 | 44.256 | context-studiomcp · search | MCP server for Context Studio, a file-based CMS for governed marketing documents and searchable collections, enabling retrieval and management of AI… | 3 stars · 1 fork | No one-command install · Source | |
| 1022 | 44.256 | hithereiamaliff-malaysia-open-datamcp · search | A unified AI-first bridge to Malaysia's open data ecosystem with intelligent search, context-aware geocoding, and comprehensive documentation for… | 3 stars · 1 fork | No one-command install · Source | |
| 1023 | 44.256 | mcp-awarenessmcp · search | Shared memory for any MCP-compatible AI, enabling cross-platform knowledge persistence and retrieval so users' context, preferences, and project info… | 3 stars · 1 fork | No one-command install · Source | |
| 1024 | 44.256 | icloud-notes-connectormcp · search | Enables Claude Desktop to search, read, list, create, update, move, and delete notes from iCloud Notes on macOS. | 3 stars · 1 fork | No one-command install · Source | |
| 1025 | 44.256 | openarchievenmcp · search | Searches Dutch and Belgian genealogical archives for historical person records. | 3 stars · 1 fork | No one-command install · Source | |
| 1026 | 44.256 | jalipata-mcp-memorymcp · search | Provides persistent, multi-tenant knowledge graph memory for MCP-capable AI tools, allowing them to recall and store entities, observations, and… | 3 stars · 1 fork | No one-command install · Source | |
| 1027 | 44.256 | clipy-mcpmcp · search | Enables AI agents to search and read screen recordings from Clipy, including transcripts, AI summaries, and key moments with frames. | 3 stars · 1 fork | No one-command install · Source | |
| 1028 | 44.256 | pebble-index-mcpmcp · search | Enables voice captures from a smart ring to search and append notes in a local Obsidian vault and query an OpenAI-compatible AI agent, returning… | 3 stars · 1 fork | No one-command install · Source | |
| 1029 | 44.256 | cyanheads-wikidatamcp · search | Search and fetch Wikidata entities, execute SPARQL queries, and resolve external identifiers. | 3 stars · 1 fork | No one-command install · Source | |
| 1030 | 44.256 | theyahia-yandex-webmastermcp · search | Integrates with Yandex Webmaster API for monitoring website indexing, search queries, and site management. | 3 stars · 1 fork | No one-command install · Source | |
| 1031 | 44.256 | lemon-manuals-mcpmcp · search | Enables browsing and searching a self-hosted LEMON/CHARM car-repair manual archive, with tools to list makes, search vehicles, and fetch manual pages… | 3 stars · 1 fork | No one-command install · Source | |
| 1032 | 44.256 | wso2-docs-mcp-servermcp · search | Enables AI assistants to semantically search WSO2 documentation across multiple products using retrieval-augmented generation, with support for local… | 3 stars · 1 fork | No one-command install · Source | |
| 1033 | 44.256 | mcp-nbbmcp · search | Enables discovery and retrieval of National Bank of Belgium statistical data across 221 SDMX dataflows, with search, descriptions, custom queries, and… | 3 stars · 1 fork | No one-command install · Source | |
| 1034 | 44.256 | rbbtsn0w-awesome-copilotmcp · search | Access and search GitHub awesome-copilot agents and collection resources with metadata indexing and on-demand content fetching. | 3 stars · 1 fork | No one-command install · Source | |
| 1035 | 44.256 | xbsl-mcpmcp · search | Enables AI agents to lint, search documentation, and perform metadata scaffolding for 1C:Element projects. | 3 stars · 1 fork | No one-command install · Source | |
| 1036 | 45.714 | titan-storemcp · search | TitanStore provides AI agents with programmatic access to compute credits, API keys, cloud storage, and GPU capacity. Search products, manage cart… | 1,542 installs | No commit datelisted | No one-command install · Source |
| 1037 | 46.349 | sec-edgar-mcpmcp · search | Access SEC EDGAR financial data through your AI assistant. Search public companies, pull income statements, balance sheets, and cash flows, browse… | 1,568 installs | No commit datelisted | No one-command install · Source |
| 1038 | 46.654 | lvsedeqinglvse-godot-ragmcp · search | Processes Godot game engine documentation by converting RST files to Markdown, chunking text, generating embeddings, and enabling semantic search for… | 5 stars | No commit datelisted | No one-command install · Source |
| 1039 | 46.654 | sage-hq-taskmemmcp · search | Provides AI assistants with persistent memory and task management capabilities through semantic search, project organization, and task tracking with… | 5 stars | No one-command install · Source | |
| 1040 | 46.654 | insights-librarymcp · search | Provides access to over 10,000 curated business insight reports stored locally with intelligent search capabilities including keyword matching… | 5 stars | No one-command install · Source | |
| 1041 | 46.654 | itsomsarraf-pyth-networkmcp · search | Provides real-time access to Pyth Network's decentralized oracle price feeds across 1,930+ assets and 107+ blockchains, offering tools for searching… | 5 stars | No one-command install · Source | |
| 1042 | 46.654 | paper-search-mcp-openai-v2mcp · search | Find and download academic papers from leading sources like arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, Semantic Scholar, CrossRef, and IACR. Get… | 5 stars | No one-command install · Source | |
| 1043 | 46.654 | viktor-ferenczi-space-engineers-code-indexmcp · search | Decompiles Space Engineers game assemblies and indexes C# source code for AI-assisted mod and plugin development | 5 stars | No one-command install · Source | |
| 1044 | 46.654 | opencode-docs-mcpmcp · search | Enables AI models to search, browse, and retrieve full content of OpenCode documentation pages. | 5 stars | No one-command install · Source | |
| 1045 | 46.654 | generik0-smooth-code-repo-indexmcp · search | Provides structured code indexing and retrieval for monorepos with first-class AGENTS.md support, using Lucene.Net full-text search and bounded… | 5 stars | No one-command install · Source | |
| 1046 | 46.654 | ksp-mcpmcp · search | Enables searching and browsing products on KSP.co.il, one of Israel's largest electronics and retail stores, using natural language. | 5 stars | No one-command install · Source | |
| 1047 | 46.654 | ukkasyahahmad-shamelamcp · search | Enables access to the Shamela Islamic library for searching and retrieving classical texts. | 5 stars | No one-command install · Source | |
| 1048 | 46.654 | four-leaf-mcpmcp · search | Job search assistant and interview prep inside any ai tool via MCP or public skill. Every tool you'll need for your job search in one product. | 5 stars | No one-command install · Source | |
| 1049 | 46.654 | hunter-heidenreich-academic-toolsmcp · search | Search papers, retrieve metadata, download PDFs, and read full-text sections from OpenAlex, arXiv, bioRxiv, Crossref, and Wikipedia. | 5 stars | No one-command install · Source | |
| 1050 | 46.654 | pavelungr-seznam-webmastermcp · search | Manages Czech search engine Seznam website indexation, tracks page counts and history, and submits reindex requests via the Seznam Webmaster API. | 5 stars | No one-command install · Source | |
| 1051 | 46.654 | tushariitr19-patent-searchmcp · search | Patent search and prior art discovery via Google Patents dataset on BigQuery. | 5 stars | No one-command install · Source | |
| 1052 | 46.654 | zefix-mcpmcp · search | Enables AI assistants to search the Swiss Central Business Name Index (Zefix) for companies by name or UID, with optional filters, and retrieve full… | 5 stars | No one-command install · Source | |
| 1053 | 46.654 | zahhar-zefixmcp · search | Searches the Swiss Central Business Name Index (Zefix) for company information, legal details, and change history. | 5 stars | No one-command install · Source | |
| 1054 | 46.654 | hardcover-mcpmcp · search | Connects AI assistants to the Hardcover book library, enabling natural language book searches, reading status updates, list management, and library… | 5 stars | No one-command install · Source | |
| 1055 | 46.654 | docagent-mcpmcp · search | Enables local document question-answering and retrieval via MCP, supporting multi-turn conversation, intent recognition, and tools for document… | 5 stars | No one-command install · Source | |
| 1056 | 46.654 | langchain-mcpmcp · search | Provides semantic search across the entire LangChain ecosystem, including documentation and source code for LangChain, LangGraph, LangSmith, and… | 5 stars | No one-command install · Source | |
| 1057 | 46.654 | qune-tech-ocds-mcpmcp · search | German public procurement data (OCDS) — semantic search, tender matching with company profiles, and structured filtering. | 5 stars | No one-command install · Source | |
| 1058 | 46.654 | inquisitormcp · search | Enables AI agents to efficiently solve problems by estimating complexity, pruning unnecessary paths, and focusing search through web search, code… | 5 stars | No one-command install · Source | |
| 1059 | 46.654 | thetenzinwoser-recallmcp · search | Local semantic search across markdown documents and Granola meeting transcripts. | 5 stars | No one-command install · Source | |
| 1060 | 46.654 | newzaimcp · search | Real-time headlines and custom news search across 7 regions, free with Google sign-in. | 5 stars | No one-command install · Source | |
| 1061 | 46.654 | yandex-wordstat-mcpmcp · search | Enables querying Yandex Wordstat search statistics, including frequency, related queries, seasonality, and regional distribution, through natural… | 5 stars | No one-command install · Source | |
| 1062 | 46.654 | rag-mcp-2mcp · search | A local hybrid-search MCP server that enables coding agents to query files and folders using natural language, returning relevant code chunks with… | 5 stars | No one-command install · Source | |
| 1063 | 46.654 | joernberkefeld-sfmcmcp · search | AMPscript, SSJS, and GTL language tools with searchable help documentation for Salesforce Marketing Cloud. | 5 stars | No one-command install · Source | |
| 1064 | 46.654 | google-search-consolemcp · search | Enables querying Google Search Console data, including search analytics, indexing status, and sitemap management, through natural language… | 5 stars | No one-command install · Source | |
| 1065 | 46.654 | cyanheads-eurostatmcp · search | Search and query Eurostat datasets covering EU economy, demography, trade, and NUTS regional statistics. | 5 stars | No one-command install · Source | |
| 1066 | 46.654 | afpnews-mcp-servermcp · search | MCP server exposing AFP news content as tools for AI assistants, enabling article search, retrieval, and analysis via natural language. | 5 stars | No one-command install · Source | |
| 1067 | 46.654 | vcv-rack-mcpmcp · search | Enables LLMs to compose VCV Rack modular synth patches by generating plain JSON, with tools for patch creation, catalog search, and live OSC control. | 5 stars | No one-command install · Source | |
| 1068 | 46.654 | okandemirel-strada-unitymcp · search | Framework-aware Unity development server with 76 tools, RAG search, and real-time Editor bridge. | 5 stars | No one-command install · Source | |
| 1069 | 46.984 | cupshup-marketing-knowledge-basemcp · search | Search CupShup's marketing knowledge base — services, case studies, and insights from India's leading integrated marketing agency. Covering BTL, RWA… | 1,575 installs | No commit datelisted | No one-command install · Source |
| 1070 | 47.273 | ylin6-unleash-feature-flagsmcp · search | Provides a bridge to the Unleash feature flag management system, enabling dynamic creation, retrieval, and management of feature flags across… | 3 stars · 2 forks | No one-command install · Source | |
| 1071 | 47.273 | matthewdcage-vapi-voice-aimcp · search | Integrates Vapi's voice AI capabilities with code editors, enabling outbound calls, voice assistant management, and conversation transcript retrieval… | 3 stars · 2 forks | No one-command install · Source | |
| 1072 | 47.273 | yeonwoosung-tavily-searchmcp · search | Integrates with Tavily API to provide web search capabilities, returning AI-generated responses with source information in a containerized… | 3 stars · 2 forks | No one-command install · Source | |
| 1073 | 47.273 | zhangzhongnan928-warpcastmcp · search | Integrates with Warpcast to enable posting, reading, searching, and managing interactions on the Farcaster social network for automated content… | 3 stars · 2 forks | No one-command install · Source | |
| 1074 | 47.273 | humansean-bochamcp · search | Enables AI to perform web searches with customizable parameters including freshness filters, domain controls, and result summarization for retrieving… | 3 stars · 2 forks | No one-command install · Source | |
| 1075 | 47.273 | mcp-synapticmcp · search | A memory-enhanced MCP server with RAG database and expiring memory capabilities, enabling AI systems to store and retrieve memories and documents with… | 3 stars · 2 forks | No one-command install · Source | |
| 1076 | 47.273 | harukikaneko-esa-iomcp · search | Integrates with esa.io knowledge management platform to enable searching, reading, creating, updating, and deleting posts and comments with support… | 3 stars · 2 forks | No one-command install · Source | |
| 1077 | 47.273 | ppiova-travelmcp · search | Provides flight and hotel search capabilities using static JSON data with IATA airport codes and city-based accommodation lookup | 3 stars · 2 forks | No one-command install · Source | |
| 1078 | 47.273 | wikimedia-image-search-mcpmcp · search | Enables AI assistants to search for images on Wikimedia Commons, returning structured metadata and a composite thumbnail grid for visual comparison. | 3 stars · 2 forks | No one-command install · Source | |
| 1079 | 47.273 | paprika-mcpmcp · search | Enables natural language interaction with Paprika Recipe Manager to create, search, update recipes, and generate food photos via AI. | 3 stars · 2 forks | No one-command install · Source | |
| 1080 | 47.273 | codemunch-promcp · search | Provides intelligent code indexing with 15 MCP tools for symbol extraction, hybrid search (FTS5+vector), call graphs, and incremental indexing of… | 3 stars · 2 forks | No one-command install · Source | |
| 1081 | 47.273 | agrath-trello-desktop-mcpmcp · search | Comprehensive Trello integration: 46 tools covering boards, cards, lists, labels, checklists, attachments, members, custom fields, and search… | 3 stars · 2 forks | No one-command install · Source | |
| 1082 | 47.273 | maximbilan-macos-photosmcp · search | Provides read-only access to the macOS Photos library, enabling photo search by location, date ranges, and visual content with metadata retrieval and… | 3 stars · 2 forks | No one-command install · Source | |
| 1083 | 47.273 | noir-mcp-servermcp · search | MCP server for Noir development that clones and searches Noir documentation, standard library, examples, and community libraries. | 3 stars · 2 forks | No one-command install · Source | |
| 1084 | 47.273 | data-bs-mcpmcp · search | MCP server for querying Huwise/Opendatasoft data portals. Enables dataset search, metadata retrieval, record filtering with ODSQL, and data export. | 3 stars · 2 forks | No one-command install · Source | |
| 1085 | 47.273 | chrisgve-workspace-qdrant-mcpmcp · search | Project-scoped semantic workspace memory for AI coding assistants. Watches your project files, auto-indexes code and docs into Qdrant with tree-sitter… | 3 stars · 2 forks | No one-command install · Source | |
| 1086 | 47.273 | domdomegg-google-contactsmcp · search | List, search, and manage contacts via Google Contacts | 3 stars · 2 forks | No one-command install · Source | |
| 1087 | 47.273 | stellavaultmcp · search | Enables Claude to read, search, and analyze your entire knowledge vault locally via MCP tools like search, drafting, and linting. | 3 stars · 2 forks | No one-command install · Source | |
| 1088 | 47.273 | clarkemn-prisma-cloud-docsmcp · search | Provides search access to Prisma Cloud documentation by crawling and indexing pages from both main docs and API documentation, implementing caching… | 3 stars · 2 forks | No one-command install · Source | |
| 1089 | 47.619 | apteka-cismcp · search | CIS pharmacy aggregator — search medicines, compare prices, and find pharmacies across Kazakhstan, Belarus, Kyrgyzstan, Russia, Ukraine, Georgia… | 1,577 installs | No commit datelisted | No one-command install · Source |
| 1090 | 48.150 | wikimediamcp · search | Enables natural language queries to search, retrieve, and explore Wikipedia and other Wikimedia project content, including featured articles and… | 4 forks | No one-command install · Source | |
| 1091 | 48.479 | divslingerx-web-searchmcp · search | Integrates with Google Search using Puppeteer to enable web searches and extract structured results for real-time information retrieval and… | 1 star · 3 forks | No one-command install · Source | |
| 1092 | 48.479 | scmdr-sourcesyncaimcp · search | Integrates with SourceSync.ai's knowledge management platform to enable semantic search, document management, and content ingestion from diverse… | 1 star · 3 forks | No one-command install · Source | |
| 1093 | 48.479 | algonacci-gnewsmcp · search | Integrates with the GNews API to enable news search, headline retrieval, and topic-specific article fetching across multiple languages and countries | 1 star · 3 forks | No one-command install · Source | |
| 1094 | 48.479 | chromewillow-greyhack-toolsmcp · search | Provides specialized tools for Grey Hack game players to search GitHub for code examples, validate scripts against official API documentation… | 1 star · 3 forks | No one-command install · Source | |
| 1095 | 48.479 | hosakakeigo-spreadsheetmcp · search | Integrates with Google Spreadsheets to enable retrieval and manipulation of spreadsheet data for analysis, reporting, and automated information… | 1 star · 3 forks | No one-command install · Source | |
| 1096 | 48.479 | aldrin-labs-metaplexmcp · search | Bridges Metaplex documentation and repositories, enabling searches and retrievals for Solana NFT development workflows. | 1 star · 3 forks | No one-command install · Source | |
| 1097 | 48.479 | mcp-rag-servermcp · search | A Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG) for answering questions about imaginary SuperNova documentation… | 1 star · 3 forks | No one-command install · Source | |
| 1098 | 48.479 | maccam912-searxngmcp · search | Integrates with SearXNG instances to provide unified search capabilities across multiple engines for tasks like information gathering and… | 1 star · 3 forks | No one-command install · Source | |
| 1099 | 48.479 | nuclino-mcp-servermcp · search | Provides access to Nuclino content through structured search and retrieval tools. | 1 star · 3 forks | No one-command install · Source | |
| 1100 | 48.479 | pylonapi-pylon-mcpmcp · search | x402-native API gateway with 20+ capabilities (web-extract, web-search, translate, image-generate, screenshot, PDF, OCR, and more) payable with USDC… | 1 star · 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.