Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1701 | 32.223 | developer-ishan-pexelsmcp · search | Search Pexels stock photos, videos, and curated collections from AI agents. | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | madosh-itsm-integrationmcp · search | Integrates with multiple IT Service Management systems (ServiceNow, Jira, Zendesk, Ivanti Neurons, and Cherwell) to enable ticket creation, retrieval… | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | masx200-webdavmcp · search | Connects to WebDAV-enabled storage systems with authenticated access and bcrypt encryption, providing file and directory operations, glob pattern… | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | anna-book-searchmcp · search | Self-hosted MCP server for searching and discovering books using Anna's Archive and Goodreads datasets, enabling full-text search, ISBN/md5 lookup… | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | jisho-mcpmcp · search | Enables Japanese word lookup and search using the Jisho.org dictionary, providing tools to search entries and retrieve exact word definitions with… | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | guilleheizen-the-truthmcp · search | Self-organizing markdown knowledge vault with Google Gemini auto-categorization and six tools for search, read, and save operations. | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | io-github-mrnaqa-sourceweave-web-searchmcp · searchalso listed as mrnaqa-sourceweave-web-search | Enables MCP clients to conduct search-first web research through source discovery, page retrieval by ID, and direct URL reading. | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | session-think-mcpmcp · search | A session-based thinking workspace for Claude that preserves and structures reasoning text. Supports structured session names, search, and persistent… | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | alicemcp · search | Search, retrieve, and analyze voice recordings and transcripts from the Alice platform. | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | agentbasemcp · searchalso listed as vhspace-agentbase | Enables AI agents to persistently store and semantically search shared knowledge via MCP tools. | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | coah80-youtube-video-analyzermcp · search | Analyzes YouTube videos by combining visual frame extraction with transcripts, offering six tools for scene overviews, frame retrieval, and… | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | gapbasemcp · search | Search 474 validated startup gaps by industry, role, or keyword. | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | io-github-lacausecrypto-poetrydbmcp · search | Enables exploring and retrieving classic poems from PoetryDB via 12 MCP tools for catalog, search, and discovery, including by author, title, lines… | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | ndjordjevic-pinragmcp · search | RAG system for indexing and querying PDFs, code repositories, YouTube transcripts, Discord logs, and plain text. | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | zoekt-mcpmcp · searchalso listed as zoekt-radiovisual | Exposes Sourcegraph Zoekt code search to MCP-capable AI agents, enabling fast, indexed regex/symbol-aware code search over repositories. | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | clishopmcp · searchalso listed as stefdcl-clishop | Enables AI agents and humans to search products across multiple stores, compare prices, and place real orders directly from the terminal using 46 MCP… | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | clayop-korean-university-regulationsmcp · search | Search and retrieve regulations from 14 Korean universities that share a common regulation management system. | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | bjenkinsgit-psyxemcp · search | Apple Notes, Reminders, and Contacts for AI assistants with BERT semantic search on macOS. | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | vuluu2k-knowledge-basemcp · search | GitHub-backed persistent memory system for managing tasks, notes, goals, and a searchable knowledge base. | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | powersearch-mcpmcp · search | Helps AI agents search the public web and fetch content with anti-bot measures, returning clean markdown outputs suitable for citation. | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | paperstackmcp · search | Enables arXiv paper search, PDF download, text extraction, and context chunking for LLM pipelines, along with advanced features like citation graphs… | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | music-assistant-mcpmcp · search | Enables AI assistants to control Music Assistant for music search, library browsing, playback, queue management, and playlist curation. | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | pjw2004-korean-job-searchmcp · search | Search Korean job postings from JobKorea and Saramin by company name with single and bulk search capabilities. | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | gh-shanyang-me-xiaohongshumcp · search | Publish, search, and manage content on the Xiaohongshu (Little Red Book) platform. | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | sovantmcp · search | Persistent project memory through governed memory layer with git integration and semantic search. | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | law-ontology-mcpmcp · search | Enables searching and querying Korean law ontology via SPARQL, with tools for law search, detail, agency, region, statistics, and network… | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | sallvainian-ngssmcp · search | Provides access to Next Generation Science Standards for middle school education with 3D framework filtering, full-text search, and configurable… | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | pankaj28843-confluencemcp · search | Provides intelligent Confluence search with fuzzy multi-word query splitting, content hydration to markdown, and configurable caching. | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | erc-8004-mcp-servermcp · search | Enables querying ERC-8004 AI agent identities from on-chain and IPFS metadata. Supports search, listing, details, feedback, stats, and full metadata… | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | hytalemodding-dev-mcp-servermcp · search | Provides AI tools with access to HytaleModding.dev documentation through search and page retrieval, enabling modding assistance in natural language. | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | tm42-mnemographmcp · search | Event-sourced knowledge graph memory with semantic search, tiered context retrieval, and git-based versioning. | 2 stars | No one-command install · Source | |
| 1701 | 32.223 | opensearch-docs-searchmcp · searchalso listed as tkykenmt-opensearch-docs | Searches OpenSearch documentation, blogs, and community forums. | 2 stars | No one-command install · Source | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 32.223 | jgador-websharpmcp · search | Web search and article extraction using SearXNG | 2 stars | No one-command install · Source | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 | |
| 1701 | 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 |
| 1701 | 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 |
| 1775 | 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 |
| 1776 | 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 |
| 1777 | 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 |
| 1778 | 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 |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 | |
| 1779 | 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 |
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.