Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 901 | 60.677 | tokendiet-mcpmcp · search | Compresses file reads, command output, search hits, and fetched web pages before entering agent context to reduce token usage, using deterministic… | 9 stars · 1 fork | No one-command install · Source | |
| 901 | 60.677 | findandseek-enginemcp · search | A local-first file intelligence engine that indexes documents, code, and email on your machine using on-device models, and exposes that memory to any… | 9 stars · 1 fork | No one-command install · Source | |
| 901 | 60.677 | justadityaraj-amazon-inmcp · search | Search Amazon India for cheapest in-stock products, best-value picks, and Keepa price-history links. | 9 stars · 1 fork | No one-command install · Source | |
| 901 | 60.677 | aluris-caselibrary-mcpmcp · search | Enables semantic search and retrieval of Chinese judicial cases from the Supreme People's Court case library, supporting natural language queries for… | 9 stars · 1 fork | No one-command install · Source | |
| 901 | 60.677 | pdf-navigator-mcpmcp · search | Provides PDF reading, text search, navigation, and form filling capabilities through MCP, with cross-platform PDF viewer integration for seamless… | 9 stars · 1 fork | No one-command install · Source | |
| 901 | 60.677 | aicrafted-searxngmcp · search | Provides web search capabilities by integrating with a self-hosted SearXNG instance. | 9 stars · 1 fork | No one-command install · Source | |
| 901 | 60.677 | rezimcp · search | Connect AI assistants to your Rezi account to read, create, and update resumes and search job listings. | 9 stars · 1 fork | No one-command install · Source | |
| 901 | 60.677 | pigzyj233-exa-pool-rsmcp · search | Rust implementation wrapping the Exa Pool API for semantic web search, content extraction, and research tasks. | 9 stars · 1 fork | No one-command install · Source | |
| 901 | 60.677 | gh-scrypster-mementomcp · search | Persistent AI memory with local-first knowledge graph and hybrid search. | 9 stars · 1 fork | No one-command install · Source | |
| 901 | 60.677 | gesetzessuchemcp · search | MCP server for accessing and searching German federal law documents from gesetze-im-internet.de. Provides tools to retrieve specific paragraphs… | 9 stars · 1 fork | No one-command install · Source | |
| 901 | 60.677 | bpuhnk-klipper-docsmcp · search | Provides searchable access to Klipper 3D printer firmware documentation through automated Git synchronization and full-text search capabilities. | 9 stars · 1 fork | No one-command install · Source | |
| 901 | 60.677 | lightrag-mcp-servermcp · search | Enables AI assistants to manage documents, query knowledge graphs, and perform retrieval-augmented generation using LightRAG with 30 tools and… | 9 stars · 1 fork | No one-command install · Source | |
| 901 | 60.677 | kensave-codecortxmcp · search | Provides lightning-fast code analysis with real-time symbol extraction, semantic search, and code outline generation across 15+ programming languages… | 9 stars · 1 fork | No one-command install · Source | |
| 901 | 60.677 | npmplus-mcpmcp · search | Enables AI-powered JavaScript package management including search, install, update, remove, and security auditing across npm, yarn, and pnpm. | 9 stars · 1 fork | No one-command install · Source | |
| 901 | 60.677 | perplexity-sonar-mcpmcp · search | An MCP server that brings Perplexity's Sonar models with real-time web search capabilities to Claude Desktop and other MCP clients. | 9 stars · 1 fork | No one-command install · Source | |
| 916 | 60.344 | qwang07-duckduckgo-searchmcp · search | Integrates with DuckDuckGo's search engine to enable web searches for up-to-date information retrieval and fact-checking. | 2 stars · 5 forks | No one-command install · Source | |
| 917 | 60.262 | ayhammouda-python-docsmcp · search | Local, read-only MCP retrieval over official Python standard library documentation across versions 3.10–3.14. | 7 stars · 2 forks | No one-command install · Source | |
| 917 | 60.262 | jacquesbh-memexmcp · search | Manages a local knowledge base of technical guides and AI contexts using vector embeddings for semantic search, enabling storage, retrieval, and… | 7 stars · 2 forks | No one-command install · Source | |
| 917 | 60.262 | acamolese-google-search-consolemcp · search | Read-only access to Google Search Console performance data, URL inspection, and SEO audit reports. | 7 stars · 2 forks | No one-command install · Source | |
| 917 | 60.262 | patsa2561-art-mnememcp · search | Memory layer for AI coding assistants that indexes git history and code via MCP. | 7 stars · 2 forks | No one-command install · Source | |
| 917 | 60.262 | nikita-voronoy-arbormcp · search | Token-efficient codebase navigation via tree-sitter with 9 tools for symbol search, dependency analysis, and architecture overviews across 15+… | 7 stars · 2 forks | No one-command install · Source | |
| 917 | 60.262 | humanpagesmcp · search | Search for and hire humans for real-world tasks via humanpages.ai. | 7 stars · 2 forks | No one-command install · Source | |
| 917 | 60.262 | jettyio-mlcbakerymcp · search | Provides a bridge between AI assistants and machine learning datasets, enabling search, validation, and retrieval of ML Croissant metadata from the… | 7 stars · 2 forks | No one-command install · Source | |
| 917 | 60.262 | aiqbee-aimcp · search | Enables AI assistants to search, create, and manage knowledge graphs in Aiqbee brains for architecture, portfolio, and digital strategy. | 7 stars · 2 forks | No one-command install · Source | |
| 917 | 60.262 | danbooru-tag-rag-mcp-servermcp · search | Enables semantic search of Danbooru tags using natural language queries to generate precise prompts for anime-style image generation. | 7 stars · 2 forks | No one-command install · Source | |
| 917 | 60.262 | wei-hackernewsmcp · search | Integrates with HackerNews Algolia API to provide comprehensive search, trending stories, latest posts, detailed item retrieval with comment trees… | 7 stars · 2 forks | No one-command install · Source | |
| 917 | 60.262 | qdrant-neo4j-crawl4ai-mcp-servermcp · search | Enables autonomous orchestration of vector search, knowledge graph queries, and web crawling through a single MCP interface, providing agentic RAG… | 7 stars · 2 forks | No one-command install · Source | |
| 917 | 60.262 | riii111-research-multi-api-searchmcp · search | Combines multiple search APIs (Brave Search, Tavily Search, and Wikipedia) to intelligently route queries based on classification, providing web… | 7 stars · 2 forks | No one-command install · Source | |
| 917 | 60.262 | it-beard-tavilymcp · search | Integrates Tavily's AI-powered search capabilities to provide web searches with AI-generated summaries and result caching for up-to-date information… | 7 stars · 2 forks | No one-command install · Source | |
| 930 | 60.035 | theyahia-moyskladmcp · search | Integrates with MoySklad for product search, stock reports, orders, and counterparties. | 6 stars · 3 forks | No one-command install · Source | |
| 930 | 60.035 | aha-mcpmcp · search | Integrates with Aha.io product management platform, enabling offline data synchronization, semantic search, and workflow automation via natural… | 6 stars · 3 forks | No one-command install · Source | |
| 930 | 60.035 | berlin-transportmcp · search | Provides direct access to Berlin's public transportation data for searching stops, retrieving real-time departures, and planning optimal routes… | 6 stars · 3 forks | No one-command install · Source | |
| 930 | 60.035 | xueqiu-mcpmcp · search | Enables querying real-time stock data for A-shares, Hong Kong, and US markets, including search, price details, and market indices via natural… | 6 stars · 3 forks | No one-command install · Source | |
| 930 | 60.035 | tickernelz-web-searchmcp · search | Provides web search capabilities and content extraction using a two-tier system that escalates from fast DuckDuckGo HTML search to Puppeteer-driven… | 6 stars · 3 forks | No one-command install · Source | |
| 930 | 60.035 | shuck-filemcp · search | Provides AI agents with document conversion to Markdown, intelligently routing small and large files, and enabling targeted extraction via sections… | 6 stars · 3 forks | No one-command install · Source | |
| 930 | 60.035 | mdnlookupmcp · search | Enables searching and summarizing MDN Web Docs documentation directly from MCP-compatible clients. Allows developers to quickly retrieve concise… | 6 stars · 3 forks | No one-command install · Source | |
| 930 | 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 | |
| 938 | 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 | |
| 938 | 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 | |
| 940 | 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 | |
| 940 | 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 | |
| 940 | 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 | |
| 940 | 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 | |
| 940 | 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 | |
| 940 | 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 | |
| 940 | 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 | |
| 947 | 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 | |
| 948 | 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 |
| 949 | 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 | |
| 949 | 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 | |
| 949 | 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 | |
| 949 | 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 | |
| 949 | 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 | |
| 949 | 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 | |
| 949 | 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 | |
| 949 | 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 | |
| 957 | 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 | |
| 957 | 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 | |
| 959 | 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 |
| 959 | 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 |
| 961 | 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 | |
| 962 | 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 | |
| 962 | 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 | |
| 962 | 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 | |
| 962 | 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 | |
| 962 | 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 | |
| 962 | 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 | |
| 962 | 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 | |
| 962 | 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 | |
| 962 | 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 | |
| 962 | 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 | |
| 962 | 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 | |
| 973 | 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 | |
| 974 | 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 | |
| 974 | 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 | |
| 974 | 57.754 | agenthotspotmcp · search | Search thousands of MCP connectors from the AgentHotspot marketplace. | 3 stars · 4 forks | No one-command install · Source | |
| 974 | 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 | |
| 974 | 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 | |
| 974 | 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 | |
| 980 | 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 | |
| 980 | 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 | |
| 980 | 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 | |
| 980 | 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 | |
| 980 | 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 | |
| 980 | 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 | |
| 980 | 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 | |
| 987 | 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 | |
| 988 | 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 | |
| 988 | 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 | |
| 988 | 57.245 | bezata-kobsidianmcp · search | Access and search Obsidian vaults through an MCP interface. | 7 stars · 1 fork | No one-command install · Source | |
| 988 | 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 | |
| 988 | 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 | |
| 988 | 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 | |
| 988 | 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 | |
| 988 | 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 | |
| 988 | 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 | |
| 988 | 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 | |
| 988 | 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 | |
| 988 | 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 | |
| 988 | 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 |
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.