Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | 69.255 | gh-ptobey-local-memorymcp · search | Provides local-first personal RAG memory with versioned text chunks stored in ChromaDB. | 10 stars · 5 forks | No one-command install · Source | |
| 701 | 69.255 | flint-notemcp · search | Agent-first note-taking application that provides complete access to a structured note management system with wikilink support, hybrid search… | 10 stars · 5 forks | No one-command install · Source | |
| 701 | 69.255 | alihkhawaher-everything-searchmcp · search | Integrates with the Everything Search Engine to enable file search and management across large file systems using advanced query options and… | 10 stars · 5 forks | No one-command install · Source | |
| 704 | 69.000 | dan8oren-mcp-apple-notesmcp · search | Semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, folder management, and fuzzy title matching. 10 tools. Runs fully… | 12 stars · 3 forks | No one-command install · Source | |
| 704 | 69.000 | bluzername-lennys-quotesmcp · search | Query 269 episodes of Lenny's Podcast for product management wisdom. Search 51,000+ transcript segments with YouTube timestamps. Perfect for PRDs… | 12 stars · 3 forks | No one-command install · Source | |
| 704 | 69.000 | jerpint-paperpalmcp · search | Connects LLMs to academic research sources for semantic paper searches and detailed information retrieval from arXiv and Hugging Face, enabling… | 12 stars · 3 forks | No one-command install · Source | |
| 707 | 68.921 | jakeyshakey-umami-analyticsmcp · search | Integrates with Umami analytics to enable website performance analysis, user behavior tracking, and data-driven insights generation through semantic… | 9 stars · 6 forks | No one-command install · Source | |
| 708 | 68.847 | sicrymcp · search | Enables AI agents to access Tor hidden services and the dark web through tools for search, fetch, and analysis over Tor. | 19 stars · 1 fork | No one-command install · Source | |
| 709 | 68.715 | pulse8-ai-cortex-knowledge-vaultmcp · search | Enables AI agents to persist, search, and evolve knowledge through a Markdown vault with a typed knowledge graph and MCP interface. | 14 stars · 2 forks | No one-command install · Source | |
| 709 | 68.715 | jay4242-goose-extensionsmcp · search | Extends Goose AI assistant with five specialized servers for Plex Media Server interaction, Rotten Tomatoes scraping, eBay sales data retrieval… | 14 stars · 2 forks | No one-command install · Source | |
| 711 | 68.509 | tarive-government-grantsmcp · search | Integrates with the Simpler Grants API to enable keyword-based searching and retrieval of government grant opportunities. | 8 stars · 6 forks | No one-command install · Source | |
| 712 | 68.315 | danielblomma-cortexmcp · search | Local repo context platform for coding assistants with semantic search and graph relationships. | 18 stars · 1 fork | No one-command install · Source | |
| 712 | 68.315 | openversemcp · search | Integrates with Openverse's Creative Commons image collection to search and retrieve openly-licensed images with detailed filtering options… | 18 stars · 1 fork | No one-command install · Source | |
| 714 | 68.220 | molanojustin-smithsonian-open-accessmcp · search | Provides access to the Smithsonian Institution's Open Access collections through their API, enabling search across 3+ million cultural objects from… | 10 stars · 4 forks | No one-command install · Source | |
| 714 | 68.220 | anarcyst-youtubemcp · search | Zero-configuration YouTube integration with transcript extraction and video search. | 10 stars · 4 forks | No one-command install · Source | |
| 714 | 68.220 | 07freedom-mteammcp · search | Integrates with M-Team private BitTorrent tracker for torrent search, detail retrieval, and file downloading with category filtering and pagination. | 10 stars · 4 forks | No one-command install · Source | |
| 714 | 68.220 | chrismannina-pubmedmcp · search | Integrates with NCBI PubMed to provide literature search, article retrieval, author-based searches, citation formatting in multiple styles, and… | 10 stars · 4 forks | No one-command install · Source | |
| 714 | 68.220 | tom-semple-apple-notesmcp · search | Integrates with Apple Notes to enable listing, searching, creating, and indexing notes using vector and full-text search, leveraging LanceDB and… | 10 stars · 4 forks | No one-command install · Source | |
| 719 | 68.063 | boldsign-boldsign-mcpmcp · search | Search, request, and manage e-signature contracts effortlessly with [BoldSign](https://boldsign.com/). | 7 stars · 6 forks | No one-command install · Source | |
| 719 | 68.063 | bing-webmaster-toolsmcp · search | Integrates with Bing Webmaster Tools API to enable complete site management, URL submission, traffic analysis, crawling, keyword research, and content… | 7 stars · 6 forks | No one-command install · Source | |
| 721 | 68.021 | google-knowledge-graph-mcpmcp · searchalso listed as houtini-google-knowledge-graph | Enables searching Google's Knowledge Graph for real-world entities via two tools: search by query or lookup by Machine ID, returning structured data… | 11 stars · 3 forks | No one-command install · Source | |
| 721 | 68.021 | parsedark-stock-market-analysismcp · search | Provides specialized tools for stock market analysis including sector analysis, financial indicators, F10 information, market emotion tracking, and… | 11 stars · 3 forks | No one-command install · Source | |
| 721 | 68.021 | luigiajah-yfinance-tradermcp · search | Provides real-time stock market data and trading capabilities using yfinance, offering tools for quotes, company information, historical prices… | 11 stars · 3 forks | No one-command install · Source | |
| 725 | 67.906 | skymoore-grokipediamcp · search | Integrates with Grokipedia wiki-style knowledge base to provide advanced search capabilities with filtering options, intelligent page retrieval with… | 9 stars · 5 forks | No one-command install · Source | |
| 725 | 67.906 | moviepilot-mcpmcp · search | Enables natural language interaction with MoviePilot media library automation, supporting search, discovery, subscription management, download… | 9 stars · 5 forks | No one-command install · Source | |
| 725 | 67.906 | vkdnjznd-crypto-tradingmcp · search | Provides a bridge to multiple cryptocurrency exchanges (Upbit, Gate.io, and Binance) for spot trading operations, market data retrieval, and portfolio… | 9 stars · 5 forks | No one-command install · Source | |
| 725 | 67.906 | tcsavage-obsidian-indexmcp · search | Integrates Obsidian vaults with semantic search capabilities, enabling context-aware retrieval of personal knowledge. | 9 stars · 5 forks | No one-command install · Source | |
| 729 | 67.900 | dickiedyce-obsidian-climcp · search | Wraps the official Obsidian CLI for note management, search, metadata, tasks, and templates in Obsidian vaults. | 13 stars · 2 forks | No one-command install · Source | |
| 729 | 67.900 | agentwikis-mcpmcp · search | Provides read-only access to curated, agent-readable knowledge bases from Agent Wikis, with tools for listing, searching, and reading documents… | 13 stars · 2 forks | No one-command install · Source | |
| 729 | 67.900 | arena-mcpmcp · search | Enables AI agents to interact with Are.na for creative research and knowledge curation, including searching, browsing, creating, and managing… | 13 stars · 2 forks | No one-command install · Source | |
| 729 | 67.900 | angrysky56-memvidmcp · search | Converts text content and PDFs into searchable video-based memory systems using H.264/H.265 encoding, enabling semantic search and chat interactions… | 13 stars · 2 forks | No one-command install · Source | |
| 733 | 67.778 | izzzzzi-codewikimcp · search | Searches repos, fetches AI-generated wiki docs, and answers questions about open-source projects via codewiki.google. | 17 stars · 1 fork | No one-command install · Source | |
| 733 | 67.778 | coupang-mcpmcp · search | Enables searching Coupang products and checking real-time lowest prices via Claude Desktop, with rocket delivery distinction and price formatting. | 17 stars · 1 fork | No one-command install · Source | |
| 735 | 67.544 | pipeshub-mcp-servermcp · search | Enables clients to interact with PipesHub data and functionality through MCP, including chat, search, record retrieval, directory browsing, sources… | 6 stars · 6 forks | No one-command install · Source | |
| 736 | 67.193 | glidermcp-glidermcp · search | Provides Roslyn-powered C# code analysis capabilities including solution management, diagnostics, symbol search, refactoring, and dependency analysis. | 16 stars · 1 fork | No one-command install · Source | |
| 737 | 67.151 | kylastech-kylas-crmmcp · search | Create, search, and manage leads in Kylas CRM through AI assistants. | 12 stars · 2 forks | No one-command install · Source | |
| 737 | 67.151 | xplusplusai-dynamics365-fo-semanticmcp · search | Semantic search over 50,000+ Dynamics 365 F&O artifacts including tables, forms, classes, and more | 12 stars · 2 forks | No one-command install · Source | |
| 737 | 67.151 | memento-vaultmcp · search | Provides persistent knowledge capture and retrieval for coding agents. Enables searching the vault, storing notes, capturing sessions, and reading… | 12 stars · 2 forks | No one-command install · Source | |
| 737 | 67.151 | torrentclaw-torrentclaw-mcpmcp · search | Search and discover movies and TV shows with torrent links, quality scoring, streaming availability, and cast/crew metadata. | 12 stars · 2 forks | No one-command install · Source | |
| 737 | 67.151 | korolevpavel-1c-element-docsmcp · search | MCP server providing local documentation search for the 1С:Элемент enterprise platform, indexing topics, standard library references, and user… | 12 stars · 2 forks | No one-command install · Source | |
| 737 | 67.151 | misp-mcpmcp · search | Enables AI assistants to interact with MISP threat intelligence platforms through natural language, supporting event search, creation, user… | 12 stars · 2 forks | No one-command install · Source | |
| 743 | 66.893 | avarant-typesensemcp · search | Provides a bridge between Typesense search engine and external tools, enabling collection management, document indexing, and both keyword and vector… | 10 stars · 3 forks | No one-command install · Source | |
| 743 | 66.893 | anuragb7-multi-document-ragmcp · search | Enables document processing with OCR, vector embeddings, and semantic search capabilities for efficient retrieval-augmented generation across multiple… | 10 stars · 3 forks | No one-command install · Source | |
| 743 | 66.893 | hermes-atlasmcp · searchalso listed as hermes-atlas-mcp | Search and fetch tools, skills, plugins, and integrations from the Hermes Atlas catalog. | 10 stars · 3 forks | No one-command install · Source | |
| 743 | 66.893 | kevinypfan-fugle-masterlinkmcp · search | Provides a bridge between AI systems and the Masterlink SDK for Taiwan stock market trading, enabling account management, market data retrieval, and… | 10 stars · 3 forks | No one-command install · Source | |
| 743 | 66.893 | rayss868-web-curlmcp · search | Enables web content retrieval and API interaction with customizable resource blocking, authentication options, and automatic URL/search query… | 10 stars · 3 forks | No one-command install · Source | |
| 743 | 66.893 | reyneill-kontxtmcp · search | Provides AI-driven codebase analysis by connecting to local repositories and using Gemini 2.0 Flash's 1M input window to generate context based on… | 10 stars · 3 forks | No one-command install · Source | |
| 743 | 66.893 | algonacci-wikipediamcp · search | Provides direct access to Wikipedia content through five tools for searching, retrieving summaries, accessing full articles, getting random pages, and… | 10 stars · 3 forks | No one-command install · Source | |
| 743 | 66.893 | spacemeowx2-docs-rsmcp · search | Streamlines Rust documentation workflows by providing tools for building, managing, and searching crate documentation through cargo doc commands with… | 10 stars · 3 forks | No one-command install · Source | |
| 752 | 66.877 | inferensys-apollomcp · search | Connect AI coding assistants to Apollo.io for lead search, contact enrichment, CRM operations, and outreach sequences. | 5 stars · 6 forks | No one-command install · Source | |
| 752 | 66.877 | leescot-pubmed-smitherymcp · search | Provides powerful tools for searching and analyzing academic medical literature through PubMed, offering specialized functions for keyword searches… | 5 stars · 6 forks | No one-command install · Source | |
| 752 | 66.877 | ashwanth1109-spotifymcp · search | Integrates with Spotify to enable music playback control, playlist management, and user data retrieval for personalized music experiences | 5 stars · 6 forks | No one-command install · Source | |
| 755 | 66.871 | cyanheads-sec-edgarmcp · search | Query SEC EDGAR filings, XBRL financials, and company data with tools for company search, full-text filing search, financial data retrieval, and… | 9 stars · 4 forks | No one-command install · Source | |
| 755 | 66.871 | archiscribe-mcp-servermcp · search | Retrieves architectural information from ArchiMate models, enabling AI coding assistants to access architectural context during the software… | 9 stars · 4 forks | No one-command install · Source | |
| 755 | 66.871 | searchcraftmcp · search | Integrates with Searchcraft's search API to provide advanced document retrieval with fuzzy and exact matching, facet filtering, and date range queries… | 9 stars · 4 forks | No one-command install · Source | |
| 758 | 66.528 | latticemcp · search | Provides bounded repository context and edit-grant MCP tools to coding agents such as Codex, indexing local repositories and enabling… | 15 stars · 1 fork | No one-command install · Source | |
| 758 | 66.528 | devdotbo-perplexitymcp · search | Provides access to Perplexity AI models with tools for queries, research, and usage monitoring. | 15 stars · 1 fork | No one-command install · Source | |
| 758 | 66.528 | family-it-guy-perplexitymcp · search | Connects Claude Desktop to Perplexity AI's language models through a lightweight proxy, offering web search capabilities with… | 15 stars · 1 fork | No one-command install · Source | |
| 758 | 66.528 | jackscodevault-mpesa-darajamcp · search | Provides access to Safaricom's Daraja API documentation for M-Pesa payment processing, enabling search, retrieval, and comparison of Kenya's mobile… | 15 stars · 1 fork | No one-command install · Source | |
| 758 | 66.528 | timjuenemann-wikipediamcp · search | Provides a structured interface for searching and retrieving Wikipedia articles in clean Markdown format, enabling access to up-to-date encyclopedia… | 15 stars · 1 fork | No one-command install · Source | |
| 763 | 66.394 | govbasemcp · search | Govbase provides U.S. federal policy data — search bills, executive orders, look up Congress members and voting records, browse narrative story… | 5,777 installs | No commit datelisted | No one-command install · Source |
| 764 | 66.258 | philosolares-roam-researchmcp · search | Integrates with Roam Research to enable searching, creating, and managing knowledge base content with features like block search, page creation, and… | 8 stars · 5 forks | No one-command install · Source | |
| 764 | 66.258 | llm-jukeboxmcp · search | Integrates with YouTube and yt-dlp to search, download, and play music with MP3 conversion, local library management, and basic playback controls for… | 8 stars · 5 forks | No one-command install · Source | |
| 764 | 66.258 | arkapravasinha-growwmcp · search | Integrates with Groww trading platform API to enable stock market operations including instrument search, order management, portfolio tracking, margin… | 8 stars · 5 forks | No one-command install · Source | |
| 764 | 66.258 | spences10-perplexity-searchmcp · search | Integrates with Perplexity's web search API to enable real-time fact-checking, research, and content generation using up-to-date information. | 8 stars · 5 forks | No one-command install · Source | |
| 764 | 66.258 | bmorphism-marginalia-searchmcp · search | Integrates Marginalia Search to discover non-commercial and independent web content for research, trend analysis, and alternative perspectives. | 8 stars · 5 forks | No one-command install · Source | |
| 769 | 66.172 | vs-token-safermcp · search | Token-safe code search for AI agents: queries the language-server index (clangd / Roslyn / tsserver / pyright) instead of grep and returns a… | 11 stars · 2 forks | No one-command install · Source | |
| 769 | 66.172 | hono-docsmcp · search | Search and retrieve Hono framework documentation via Algolia search and markdown content fetching. | 11 stars · 2 forks | No one-command install · Source | |
| 769 | 66.172 | boj-optymcp · search | Semantic code search using hyperdimensional computing to index and query functions, types, and imports. | 11 stars · 2 forks | No one-command install · Source | |
| 769 | 66.172 | weftmcp · search | Enables AI assistants to access and search your local browsing knowledge graph via MCP resources and tools. | 11 stars · 2 forks | No one-command install · Source | |
| 769 | 66.172 | trxo-ldapmcp · search | Integrates with LDAP directories to enable search, retrieval, and management operations including user provisioning, entry modification, and automated… | 11 stars · 2 forks | No one-command install · Source | |
| 769 | 66.172 | fradser-local-web-searchmcp · search | Integrates with a headless browser to perform Google searches and extract web content, enabling local web search capabilities for up-to-date… | 11 stars · 2 forks | No one-command install · Source | |
| 775 | 66.032 | kouui-web-search-duckduckgomcp · search | Enables web search capabilities through DuckDuckGo, retrieving search results with titles, URLs, and snippets while offering optional content fetching… | 4 stars · 6 forks | No one-command install · Source | |
| 776 | 65.850 | parallel-web-searchmcp · search | Highest accuracy web search for AIs | 5,381 installs | No commit datelisted | No one-command install · Source |
| 777 | 65.784 | algonacci-unlock-pdfmcp · search | Provides functionality to read and extract content from protected and unprotected PDF files, enabling document analysis, content indexing, and data… | 2 stars · 7 forks | No one-command install · Source | |
| 778 | 65.698 | fetchallermcp · search | Enables fetching any website without permission prompts, including automatic bot challenge bypass, with built-in web search, Reddit, marketplace… | 14 stars · 1 fork | No one-command install · Source | |
| 778 | 65.698 | istefox-devonthinkmcp · search | MCP server for DEVONthink 4 enabling AI assistants to search, retrieve, file, and batch-process documents with vector-based RAG search. | 14 stars · 1 fork | No one-command install · Source | |
| 778 | 65.698 | papersflowmcp · search | Academic research platform for literature search, citation verification, related-paper discovery, and citation graph exploration. | 14 stars · 1 fork | No one-command install · Source | |
| 778 | 65.698 | markusl-alkomcp · search | Integrates with Finland's Alko alcohol monopoly catalog to provide product search, store availability, opening hours, and wine ratings for wine… | 14 stars · 1 fork | No one-command install · Source | |
| 782 | 65.578 | kdata-gatemcp · search | Korean market data for AI agents and e-commerce sellers sourcing from Korea — K-beauty/K-food/K-pop product search, Naver search trends, Korean stocks… | 5,352 installs | No commit datelisted | No one-command install · Source |
| 783 | 65.543 | pouyanafisi-project-mcpmcp · search | Manages project documentation, tasks, and development state through structured directory organization with intent-based search and YAML-based task… | 9 stars · 3 forks | No one-command install · Source | |
| 783 | 65.543 | transcriptapi-youtubemcp · searchalso listed as transcriptapi-youtube-transcript-youtube-search-mcp | Fast YouTube transcript extraction and search for AI agents. 49ms median response, 100 free credits, $5/month thereafter. | 9 stars · 3 forks | No one-command install · Source | |
| 783 | 65.543 | ashex-atproto-docsmcp · search | Searchable knowledge base for the AT Protocol ecosystem including protocol documentation, lexicon schemas, Bluesky developer API docs, and cookbook… | 9 stars · 3 forks | No one-command install · Source | |
| 783 | 65.543 | ccam80-zotero-chunk-ragmcp · search | Enables semantic search over Zotero research libraries by extracting and chunking PDF text, embedding with Gemini API, and storing in ChromaDB to find… | 9 stars · 3 forks | No one-command install · Source | |
| 783 | 65.543 | varunneal-spotifymcp · search | Integrates with Spotify to enable music playback control, search, and queue management directly within conversations | 9 stars · 3 forks | No one-command install · Source | |
| 783 | 65.543 | tasopen-mcp-alphabananamcp · search | Local MCP server for generating image assets with Google Gemini (Nano Banana 2 / Pro). Supports transparent PNG/WebP output, exact resizing/cropping… | 9 stars · 3 forks | No one-command install · Source | |
| 783 | 65.543 | xplo8e-hacktricksmcp · search | Search and query HackTricks pentesting documentation with quick lookup and section extraction. | 9 stars · 3 forks | No one-command install · Source | |
| 783 | 65.543 | gcp-storage-mcpmcp · search | Enables interaction with Google Cloud Storage buckets and blobs through an MCP server, supporting operations like listing, uploading, searching, batch… | 9 stars · 3 forks | No one-command install · Source | |
| 783 | 65.543 | florinel-chis-magento-graphql-docsmcp · search | Provides intelligent search and retrieval capabilities for Magento 2 GraphQL API documentation by ingesting markdown files into a SQLite database with… | 9 stars · 3 forks | No one-command install · Source | |
| 783 | 65.543 | amotivv-memory-boxmcp · search | Integrates with Memory Box to provide persistent, context-aware interactions through semantic memory storage and retrieval using vector embeddings and… | 9 stars · 3 forks | No one-command install · Source | |
| 794 | 65.223 | public-transportmcp · searchalso listed as public-transport-2 | Access real-time public transport across Europe with live departures, connections, and vehicle details. Plan door-to-door trips, search stations and… | 8 stars · 4 forks | No one-command install · Source | |
| 794 | 65.223 | watercrawlmcp · search | Web crawling and scraping with search capabilities | 8 stars · 4 forks | No one-command install · Source | |
| 794 | 65.223 | yidianyiko-ticktickmcp · search | Integrates with TickTick task management platform to create, update, delete, and search tasks and projects with priority filtering, due date queries… | 8 stars · 4 forks | No one-command install · Source | |
| 794 | 65.223 | undici77-websearchmcp · search | Parallel web search across multiple search engines, social media platforms, and web archives with concurrent execution and caching | 8 stars · 4 forks | No one-command install · Source | |
| 794 | 65.223 | betmoar-fastapplymcp · search | Provides intelligent code editing capabilities through local language models, combining AST-grep pattern matching and ripgrep text search for precise… | 8 stars · 4 forks | No one-command install · Source | |
| 794 | 65.223 | oil-gas-ragmcp · search | Provides oil and gas industry data access through MySQL storage with drilling events, production data, purchase orders, timeseries analytics, work… | 8 stars · 4 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.