Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | 29.013 | jumasheff-ragdocs-vector-documentation-searchmcp · search | Enables semantic documentation search and retrieval using vector databases, allowing for URL extraction, source management, and indexing queues with… | 1 star · 1 fork | No one-command install · Source | |
| 502 | 29.013 | thuhoai27-find-filesmcp · search | Powerful file search tool that enables wildcard patterns, attribute filtering, and content searching across multiple directories, returning detailed… | 1 star · 1 fork | No one-command install · Source | |
| 503 | 29.013 | memobasemcp · search | Provides a bridge between AI assistants and the MemoBase API for managing conversation context and personal knowledge through JSON-RPC over stdio… | 1 star · 1 fork | No one-command install · Source | |
| 504 | 29.013 | domoteek-airbnbmcp · search | Integrates with Airbnb's search and listing details functionality to enable vacation rental discovery and analysis with filters for location, dates… | 1 star · 1 fork | No one-command install · Source | |
| 505 | 29.013 | npm-package-searchmcp · search | Provides a specialized tool for fetching detailed npm package information, offering package search and popular packages resources to support… | 1 star · 1 fork | No one-command install · Source | |
| 506 | 29.013 | mcp-groqmcp · search | Provides a suite of AI tools for web search, mathematical calculations, and tech news aggregation via MCP, leveraging Groq LLMs. | 1 star · 1 fork | No one-command install · Source | |
| 507 | 29.013 | prem-aimcp · search | Provides direct access to Prem AI's chat completions and RAG capabilities through tools for chat interactions, document uploads, and template-based… | 1 star · 1 fork | No one-command install · Source | |
| 508 | 29.013 | git-spice-documentation-searchmcp · search | Provides instant access to git-spice documentation within your IDE, enabling real-time searching and automatic assistance for developers working with… | 1 star · 1 fork | No one-command install · Source | |
| 509 | 29.013 | documentation-searchmcp · search | Provides a documentation search tool that retrieves the latest Python library documentation from LangChain, LlamaIndex, and OpenAI through targeted… | 1 star · 1 fork | No one-command install · Source | |
| 510 | 29.013 | erddap-mcp-demomcp · search | Enables LLMs to interact with ERDDAP search, metadata, and tabledap services for oceanographic data. | 1 star · 1 fork | No one-command install · Source | |
| 511 | 29.013 | ejfox-spotifymcp · search | Integrates with Spotify to enable music search, playback control, and playlist management for Premium users through specialized tools that work with… | 1 star · 1 fork | No one-command install · Source | |
| 512 | 29.013 | groundx-ragmcp · search | Integrates with GroundX to provide document search and ingestion capabilities, enabling domain-specific knowledge retrieval without requiring direct… | 1 star · 1 fork | No one-command install · Source | |
| 513 | 29.013 | index01d-youtube-transcriptmcp · search | Integrates with YouTube's transcript functionality to fetch and analyze video content, enabling applications like summarization, keyword extraction… | 1 star · 1 fork | No one-command install · Source | |
| 514 | 29.013 | dervish666-tmdbmcp · search | Integrates with The Movie Database API to provide movie, TV show, and entertainment industry data through search functionality, detailed information… | 1 star · 1 fork | No one-command install · Source | |
| 515 | 29.013 | cordra-mcpmcp · search | Provides read-only access to Cordra digital object repositories, enabling AI assistants to explore schemas, retrieve objects, and search using Lucene… | 1 star · 1 fork | No one-command install · Source | |
| 516 | 29.013 | poly-pizza-mcpmcp · search | Enables searching, retrieving, and browsing thousands of free 3D models from Poly Pizza through natural language commands. | 1 star · 1 fork | No one-command install · Source | |
| 517 | 29.013 | lignertys-reddit-insightsmcp · search | AI-powered Reddit search. Search millions of posts semantically, explore subreddits, and discover trending topics and insights. | 1 star · 1 fork | No one-command install · Source | |
| 518 | 29.013 | jonnybottles-azure-updatesmcp · search | Search, filter, and summarize Azure service updates through natural language queries. | 1 star · 1 fork | No one-command install · Source | |
| 519 | 29.013 | azure-updates-mcpmcp · search | Enables AI assistants to search and filter Azure platform updates, including previews, general availability, and retirements, through natural language… | 1 star · 1 fork | No one-command install · Source | |
| 520 | 29.013 | emersonmccuin-pixel-project-kgmcp · search | Knowledge graph for AI-assisted knowledge work with semantic search, graph traversal, and work context connectors. | 1 star · 1 fork | No one-command install · Source | |
| 521 | 29.013 | zvec-mcpmcp · search | Enables AI agents to store, search, and manage a local vector database for RAG knowledge retrieval and long-term memory, powered by zvec. | 1 star · 1 fork | No one-command install · Source | |
| 522 | 29.013 | xhs-kitmcp · search | Enables automation of Xiaohongshu (Little Red Book) operations including content publishing, searching, and interacting, with MCP protocol support for… | 1 star · 1 fork | No one-command install · Source | |
| 523 | 29.013 | ofershap-npm-plusmcp · search | Search npm packages, check bundle sizes, scan vulnerabilities, and compare download trends. | 1 star · 1 fork | No one-command install · Source | |
| 524 | 29.013 | notifly-mcp-servermcp · search | Enables AI agents to search Notifly documentation and SDK code examples for seamless integration. | 1 star · 1 fork | No one-command install · Source | |
| 525 | 29.013 | hybrid-rag-mcp-servermcp · search | Enables natural language search over PDF documents using vector search, allowing MCP clients like Claude Desktop to query PDF content. | 1 star · 1 fork | No one-command install · Source | |
| 526 | 29.013 | npupko-agencymcp · search | On-demand access to 150+ specialist AI agent templates with search and browse capabilities. | 1 star · 1 fork | No one-command install · Source | |
| 527 | 29.013 | gh-oliver-virt-european-trainsmcp · search | Search train schedules, find stations, and check disruptions across European rail networks. | 1 star · 1 fork | No one-command install · Source | |
| 528 | 29.013 | finn-mcpmcp · search | An MCP server that provides access to finn.no, Norway's largest online classifieds marketplace, enabling searches and listing retrieval across used… | 1 star · 1 fork | No one-command install · Source | |
| 529 | 29.013 | ivanantigravity-lgtm-perplexity-polzamcp · search | Access Perplexity AI search and research models through the Polza.ai API aggregator. | 1 star · 1 fork | No one-command install · Source | |
| 530 | 29.013 | gregario-3dprint-oraclemcp · search | 3D printing filament and materials knowledge base. 6,957 filaments from SpoolmanDB with material properties, print settings, manufacturer data, and… | 1 star · 1 fork | No one-command install · Source | |
| 531 | 29.013 | lawink-mcpmcp · search | Enables querying Korean legal knowledge graph with 160K precedents and 130K statutes via MCP tools for relation exploration and semantic search. | 1 star · 1 fork | No one-command install · Source | |
| 532 | 29.013 | andrijdavid-bazosmcp · search | Searches listings, retrieves ad details, and fetches seller ratings across Czech and Slovak classified ad platforms Bazos.cz and Bazos.sk. | 1 star · 1 fork | No one-command install · Source | |
| 533 | 29.013 | mcp-gitlab-crunchtoolsmcp · search | Enables secure interaction with GitLab instances through MCP, supporting projects, merge requests, issues, pipelines, and search. | 1 star · 1 fork | No one-command install · Source | |
| 534 | 29.013 | crunchtools-gitlabmcp · search | Manages GitLab projects, merge requests, issues, pipelines, and search with multi-instance support. | 1 star · 1 fork | No one-command install · Source | |
| 535 | 29.013 | mcp-remote-codemcp · search | Enables agent-style remote development over SSH with file operations and command execution, exposing native tools for searching, editing, and… | 1 star · 1 fork | No one-command install · Source | |
| 536 | 29.013 | joesaby-doctreemcp · search | BM25 search and tree navigation over markdown documentation for structured, token-efficient document retrieval. | 1 star · 1 fork | No one-command install · Source | |
| 537 | 29.013 | quickerhub-everything-mcpmcp · search | Enables fast cross-project file search on Windows using Voidtools Everything. Agents can locate files and folders across the whole machine in… | 1 star · 1 fork | No one-command install · Source | |
| 538 | 29.013 | workday-docs-mcpmcp · search | Enables AI coding agents to search, read, and cite official Workday developer documentation, grounding their answers in real docs instead of… | 1 star · 1 fork | No one-command install · Source | |
| 539 | 29.013 | agentfetchmcp · search | An open-source web retrieval MCP server that fetches, crawls, and searches the web, returning clean markdown for AI agents. It integrates with Claude… | 1 star · 1 fork | No one-command install · Source | |
| 540 | 29.013 | theyahia-retailcrmmcp · search | Integrates with RetailCRM e-commerce platform for managing orders, creating new orders, and searching customers. | 1 star · 1 fork | No one-command install · Source | |
| 541 | 29.013 | cochrane-mcpmcp · search | Turns the Cochrane Library into a tool for AI agents to search and retrieve clinical evidence, including systematic reviews, trials, and… | 1 star · 1 fork | No one-command install · Source | |
| 542 | 29.013 | scramcp · search | Enables web search via DuckDuckGo and content extraction from URLs using Readability.js. | 1 star · 1 fork | No one-command install · Source | |
| 543 | 29.013 | vublox-agent-toolsmcp · search | Enables AI agents to discover live and recent football matches, scores, and fan clips on Vublox. Supports searching by team, league, or keyword and… | 1 star · 1 fork | No one-command install · Source | |
| 544 | 29.013 | mcp-notes-toolsmcp · search | Enables searching, reading, and appending change notes in an Obsidian vault through local MCP tools. | 1 star · 1 fork | No one-command install · Source | |
| 545 | 29.013 | devitway-rag-startermcp · search | Minimal local RAG stack with an MCP server that provides document search for any agent. | 1 star · 1 fork | No one-command install · Source | |
| 546 | 29.013 | arxiv-daily-mcpmcp · search | Enables searching arXiv papers in Korean, Chinese, Japanese, or English and saving findings to a local Markdown vault through natural language… | 1 star · 1 fork | No one-command install · Source | |
| 547 | 29.013 | cekimcp · search | Hire specialists by the hour — search, schedule, and pay via MCP for IT freelancers, lawyers, and professionals. | 1 star · 1 fork | No one-command install · Source | |
| 548 | 29.013 | artgas1-xmlrivermcp · search | Google and Yandex SERP parsing, Wordstat keyword frequency, and indexation checks via the XMLRiver API. | 1 star · 1 fork | No one-command install · Source | |
| 549 | 29.013 | exocortexmcp · search | Personal unified memory system for AI coding agents, providing persistent memory with hybrid RAG retrieval via MCP integration, allowing agents to… | 1 star · 1 fork | No one-command install · Source | |
| 550 | 29.013 | ravidorr-murphys-lawsmcp · search | Murphy's Laws database with search, random retrieval, categories, and community submissions via murphys-laws.com. | 1 star · 1 fork | No one-command install · Source | |
| 551 | 29.013 | creatoros-aimcp · search | MCP server that enables AI-powered content generation in multiple formats using Google Gemini and Tavily real-time research, accessible via… | 1 star · 1 fork | No one-command install · Source | |
| 552 | 29.013 | de-eli-mcpmcp · search | Searches and retrieves German federal legislation from NeuRIS, the official legal information portal, providing verifiable ELI identifiers and German… | 1 star · 1 fork | No one-command install · Source | |
| 553 | 29.013 | catchall-by-newscatchermcp · search | Web search API for comprehensive event retrieval: find every relevant event across the open web â not just top results. | 1 star · 1 fork | No one-command install · Source | |
| 554 | 29.013 | salling-food-waste-mcpmcp · search | Find discounted food waste from Danish supermarkets (Salling Group) via the Model Context Protocol. Provides tools to search nearby stores or get… | 1 star · 1 fork | No one-command install · Source | |
| 555 | 29.013 | glanceymcp · search | Adds semantic code search to AI coding agents, enabling natural language queries across entire codebases to retrieve relevant code chunks, saving… | 1 star · 1 fork | No one-command install · Source | |
| 556 | 29.013 | front-mcpmcp · search | Enables to use Front from any MCP-compatible client. Search conversations, manage contacts, send messages, tag, assign, and automate inbox workflows… | 1 star · 1 fork | No one-command install · Source | |
| 557 | 29.013 | trip-planner-mcpmcp · search | Enables AI agents to plan trips by searching flights, accommodations, and activities, and managing itineraries collaboratively with role-based… | 1 star · 1 fork | No one-command install · Source | |
| 558 | 29.013 | io-github-velvetsp-web-retrieval-mcpmcp · search | An open-source MCP server providing AI agents with neural web search via Exa and tiered web fetch (Exa, local browser, Firecrawl) as a drop-in… | 1 star · 1 fork | No one-command install · Source | |
| 559 | 29.206 | siil-ostomy-storemcp · search | Browse and purchase premium ostomy bag covers, support belts, swimwear, wraps, panties, lingerie, and stoma protectors from SIIL Ostomy. Search 320+… | 704 installs | No commit datelisted | No one-command install · Source |
| 560 | 31.111 | coupangmcp · search | Search and browse products on Coupang to find competitive prices and daily discounts. Discover top-rated items across diverse categories like… | 825 installs | No commit datelisted | No one-command install · Source |
| 561 | 31.292 | lodi-kids-activitiesmcp · search | Free, parent-trust-first directory of youth programs and licensed daycares in Lodi, California. 72 MCP tools across: - **Public search** — programs… | 1,694 installs | No commit datelisted | No one-command install · Source |
| 562 | 31.746 | aidroidmcp · search | Search official Microsoft and Azure documentation to ground your answers with trusted, first-party content. Fetch complete articles when you need… | 827 installs | No commit datelisted | No one-command install · Source |
| 563 | 32.223 | seunghan91-korea-lawmcp · search | Korean law, ordinance, and court precedent search using hybrid BM25+vector retrieval. | 2 stars | No commit datelisted | No one-command install · Source |
| 564 | 32.223 | krajcik-manticore-searchmcp · search | Integrates with Manticore Search to provide full-text search capabilities, document management, table operations, and cluster administration with… | 2 stars | No commit datelisted | No one-command install · Source |
| 565 | 32.223 | google-searchmcp · search | Provides Google Custom Search functionality for web searches, returning structured results including titles, links, and snippets without leaving the… | 2 stars | No one-command install · Source | |
| 566 | 32.223 | akshay23-spurs-blogmcp · search | Provides San Antonio Spurs basketball news by scraping the Pounding The Rock blog, offering tools to retrieve articles, search content, extract game… | 2 stars | No one-command install · Source | |
| 567 | 32.223 | deepspiringai-searchmcp · search | Provides web search and information extraction capabilities using SearchAPI.io for queries, Firecrawl for content scraping, and embedding models for… | 2 stars | No one-command install · Source | |
| 568 | 32.223 | coji-journalmcp · search | Provides personal journaling capabilities through markdown file storage with time-stamped entries, automatic hashtag extraction, full-text search… | 2 stars | No one-command install · Source | |
| 569 | 32.223 | estat-japanmcp · search | Provides access to Japan's official statistics portal (e-Stat) with tools for searching tables, finding surveys, retrieving metadata, and fetching… | 2 stars | No one-command install · Source | |
| 570 | 32.223 | hub-toolsmcp · search | Provides HTTP-based access to the MCP Hub database for discovering and searching Model Context Protocol implementations with keyword-based search and… | 2 stars | No one-command install · Source | |
| 571 | 32.223 | ragha02-deep-research-geminimcp · search | Orchestrates specialized web research agents using CrewAI and Gemini 2.5 Pro to conduct multi-angle searches via LinkUp API and synthesize findings… | 2 stars | No one-command install · Source | |
| 572 | 32.223 | chillbruhhh-crawl4aimcp · search | Provides advanced web crawling and RAG capabilities through Crawl4AI with semantic search, knowledge graph integration, and hallucination detection… | 2 stars | No one-command install · Source | |
| 573 | 32.223 | perplexity-sonarmcp · search | Integrates with Perplexity's Sonar API to provide three-tiered web search and reasoning capabilities, from quick factual queries to deep research… | 2 stars | No one-command install · Source | |
| 574 | 32.223 | mcp-local-contextmcp · search | A simple MCP server for local documentation with RAG capabilities, enabling AI assistants to access and search local documents. | 2 stars | No one-command install · Source | |
| 575 | 32.223 | obsidian-mcp-3mcp · search | Provides read-only access to an Obsidian vault, enabling file listing, content reading, and text search across notes via MCP. | 2 stars | No one-command install · Source | |
| 576 | 32.223 | dasein108-cyber-blockchainmcp · search | Integrates with the Cyber blockchain network to create semantic connections between IPFS content through cyberlinks, search the decentralized… | 2 stars | No one-command install · Source | |
| 577 | 32.223 | memory-graphmcp · search | Provides persistent knowledge graph storage through entity-relationship modeling with observations, enabling long-term memory persistence and… | 2 stars | No one-command install · Source | |
| 578 | 32.223 | dabhivijay2478-better-authmcp · search | Integrates with Better Auth documentation through web scraping to provide authentication provider listings, feature details with code examples… | 2 stars | No one-command install · Source | |
| 579 | 32.223 | lastmiao-pathscanmcp · search | Integrates dirsearch directory brute-forcing tool with Firecrawl web crawling services to enable automated discovery of hidden web directories, files… | 2 stars | No one-command install · Source | |
| 580 | 32.223 | technicalerikchan-amadeus-flight-searchmcp · search | Integrates with the Amadeus API to provide real-time flight search, airport information lookup, flight status tracking, and airline details retrieval… | 2 stars | No one-command install · Source | |
| 581 | 32.223 | jgador-websharpmcp · search | Web search and article extraction using SearXNG | 2 stars | No one-command install · Source | |
| 582 | 32.223 | arqoslabs-fildosmcp · search | Provides autonomous file storage on Filecoin's decentralized network with folder NFT organization, automatic content tagging, and semantic search… | 2 stars | No one-command install · Source | |
| 583 | 32.223 | webtool-mcp-servermcp · search | Provides web browsing, multi-engine search, and news retrieval tools for local LLMs via the Model Context Protocol, optimized for low-token iterative… | 2 stars | No one-command install · Source | |
| 584 | 32.223 | gtokai-continuo-memorymcp · search | Provides hierarchical memory storage with three-tier compression (chunks, micro-summaries, meta-summaries) and semantic search using ChromaDB for… | 2 stars | No one-command install · Source | |
| 585 | 32.223 | web-explorer-mcpmcp · search | Enables private web search and webpage content extraction using a local SearxNG instance, prioritizing user privacy and autonomy. | 2 stars | No one-command install · Source | |
| 586 | 32.223 | pdf-indexer-mcp-servermcp · search | Enables AI agents to download, index, and semantically search PDF research papers using 8 MCP tools. | 2 stars | No one-command install · Source | |
| 587 | 32.223 | wcoppedge-cisa-threat-intelligencemcp · search | Integrates with CISA's Known Exploited Vulnerabilities catalog and NVD data to provide vulnerability searching, threat trend analysis, CVE… | 2 stars | No one-command install · Source | |
| 588 | 32.223 | source-coop-mcpmcp · search | Enables AI agents to discover and access 800TB+ of public geospatial data from Source Cooperative, with tools for listing organizations, products… | 2 stars | No one-command install · Source | |
| 589 | 32.223 | offleash-google-contactsmcp · search | Integrates with Google Contacts through OAuth 2.1 to provide secure read-only access for contact listing, searching, and retrieval while storing only… | 2 stars | No one-command install · Source | |
| 590 | 32.223 | samwang0723-perplexitymcp · search | Integrates with Perplexity.ai to provide real-time web search, research with citations, and complex reasoning capabilities through three specialized… | 2 stars | No one-command install · Source | |
| 591 | 32.223 | cortex-memory-mcp-servermcp · search | An AI-optimized knowledge management system that provides semantic search, memory storage, and intelligent deduplication through the Model Context… | 2 stars | No one-command install · Source | |
| 592 | 32.223 | papermcpmcp · search | Enables searching and accessing academic papers from 23+ sources (including arXiv, PubMed, Google Scholar) through the Model Context Protocol, with… | 2 stars | No one-command install · Source | |
| 593 | 32.223 | memo-mcpmcp · search | Enables LLMs to search and retrieve personal journal entries using RAG, and add new entries with date filtering and multiple vector stores. | 2 stars | No one-command install · Source | |
| 594 | 32.223 | netflix-search-mcpmcp · search | Helps users find the best ranked movie for a given genre using a Netflix dataset. | 2 stars | No one-command install · Source | |
| 595 | 32.223 | praveenc-mcp-docsmcp · search | Search and retrieve official Model Context Protocol documentation with BM25 ranking and intelligent text processing. | 2 stars | No one-command install · Source | |
| 596 | 32.223 | thejusdutt-deep-searchmcp · search | Performs web searches by combining Google search results with full page content extraction using Mozilla's Readability algorithm, supporting web… | 2 stars | No one-command install · Source | |
| 597 | 32.223 | tokezooo-kinozalmcp · search | Integrates with kinozal.tv Russian torrent tracker for search, torrent details retrieval, and file downloads through authenticated sessions. | 2 stars | No one-command install · Source | |
| 598 | 32.223 | zei-world-mcpmcp · search | Exposes ESG/CSR data from Zei World to LLMs, enabling sector browsing, company search, ESG score comparison, and detailed evaluation criteria… | 2 stars | No one-command install · Source | |
| 599 | 32.223 | quick-commerce-mcpmcp · search | Aggregates quick commerce platforms like Zepto, Swiggy Instamart, and BigBasket for searching, comparing prices, and ordering through a single MCP… | 2 stars | No one-command install · Source | |
| 600 | 32.223 | tkykenmt-opensearch-docsmcp · search | Integrates with OpenSearch's official documentation, blog posts, and community forum to enable search across technical content with pagination support… | 2 stars | 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.