Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1301 | 46.654 | opencode-docs-mcpmcp · search | Enables AI models to search, browse, and retrieve full content of OpenCode documentation pages. | 5 stars | No one-command install · Source | |
| 1301 | 46.654 | viktor-ferenczi-space-engineers-code-indexmcp · search | Decompiles Space Engineers game assemblies and indexes C# source code for AI-assisted mod and plugin development | 5 stars | No one-command install · Source | |
| 1301 | 46.654 | paper-search-mcp-openai-v2mcp · search | Find and download academic papers from leading sources like arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, Semantic Scholar, CrossRef, and IACR. Get… | 5 stars | No one-command install · Source | |
| 1301 | 46.654 | itsomsarraf-pyth-networkmcp · search | Provides real-time access to Pyth Network's decentralized oracle price feeds across 1,930+ assets and 107+ blockchains, offering tools for searching… | 5 stars | No one-command install · Source | |
| 1301 | 46.654 | insights-librarymcp · search | Provides access to over 10,000 curated business insight reports stored locally with intelligent search capabilities including keyword matching… | 5 stars | No one-command install · Source | |
| 1301 | 46.654 | sage-hq-taskmemmcp · search | Provides AI assistants with persistent memory and task management capabilities through semantic search, project organization, and task tracking with… | 5 stars | No one-command install · Source | |
| 1301 | 46.654 | lvsedeqinglvse-godot-ragmcp · search | Processes Godot game engine documentation by converting RST files to Markdown, chunking text, generating embeddings, and enabling semantic search for… | 5 stars | No commit datelisted | No one-command install · Source |
| 1308 | 46.349 | sec-edgar-mcpmcp · search | Access SEC EDGAR financial data through your AI assistant. Search public companies, pull income statements, balance sheets, and cash flows, browse… | 1,568 installs | No commit datelisted | No one-command install · Source |
| 1309 | 45.714 | titan-storemcp · search | TitanStore provides AI agents with programmatic access to compute credits, API keys, cloud storage, and GPU capacity. Search products, manage cart… | 1,542 installs | No commit datelisted | No one-command install · Source |
| 1310 | 44.256 | xbsl-mcpmcp · search | Enables AI agents to lint, search documentation, and perform metadata scaffolding for 1C:Element projects. | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | rbbtsn0w-awesome-copilotmcp · search | Access and search GitHub awesome-copilot agents and collection resources with metadata indexing and on-demand content fetching. | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | mcp-nbbmcp · search | Enables discovery and retrieval of National Bank of Belgium statistical data across 221 SDMX dataflows, with search, descriptions, custom queries, and… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | wso2-docs-mcp-servermcp · search | Enables AI assistants to semantically search WSO2 documentation across multiple products using retrieval-augmented generation, with support for local… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | lemon-manuals-mcpmcp · search | Enables browsing and searching a self-hosted LEMON/CHARM car-repair manual archive, with tools to list makes, search vehicles, and fetch manual pages… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | theyahia-yandex-webmastermcp · search | Integrates with Yandex Webmaster API for monitoring website indexing, search queries, and site management. | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | cyanheads-wikidatamcp · search | Search and fetch Wikidata entities, execute SPARQL queries, and resolve external identifiers. | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | pebble-index-mcpmcp · search | Enables voice captures from a smart ring to search and append notes in a local Obsidian vault and query an OpenAI-compatible AI agent, returning… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | clipy-mcpmcp · search | Enables AI agents to search and read screen recordings from Clipy, including transcripts, AI summaries, and key moments with frames. | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | jalipata-mcp-memorymcp · search | Provides persistent, multi-tenant knowledge graph memory for MCP-capable AI tools, allowing them to recall and store entities, observations, and… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | openarchievenmcp · search | Searches Dutch and Belgian genealogical archives for historical person records. | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | icloud-notes-connectormcp · search | Enables Claude Desktop to search, read, list, create, update, move, and delete notes from iCloud Notes on macOS. | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | mcp-awarenessmcp · search | Shared memory for any MCP-compatible AI, enabling cross-platform knowledge persistence and retrieval so users' context, preferences, and project info… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | hithereiamaliff-malaysia-open-datamcp · search | A unified AI-first bridge to Malaysia's open data ecosystem with intelligent search, context-aware geocoding, and comprehensive documentation for… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | context-studiomcp · search | MCP server for Context Studio, a file-based CMS for governed marketing documents and searchable collections, enabling retrieval and management of AI… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | indiestackmcp · search | Curated directory of indie SaaS tools searchable by AI coding assistants. | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | agents100x-clinicaltrials-govmcp · searchalso listed as clinicaltrials-mcp | Conversational access to ClinicalTrials.gov with 5 tools for searching, comparing, and retrieving clinical trial data. | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | mappls-mcpmcp · search | Enables AI agents to perform geocoding, routing, nearby search, and other location-based tasks for Indian addresses using the Mappls (MapMyIndia)… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | ohos-mcp-unofficialmcp · search | Brings HarmonyOS and OpenHarmony English documentation to AI assistants for instant retrieval and multimodal analysis. | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | mcp-scopusmcp · search | Enables AI assistants to search and retrieve real academic papers from Scopus, preventing citation hallucination by providing accurate paper metadata… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | listen-stylemcp · search | Access LISTEN podcast data including episodes, transcripts, playback history, and search via AI editors. | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | fossickmcp · search | Search GitHub, PyPI, and npm from your AI agent. | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | dvf-parismcp · search | An MCP app that displays interactive Paris real estate price statistics per arrondissement inside Claude, with map, comparison, and address search. | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | gh-annibale-x-webgatemcp · search | Provides clean, bounded web search and page retrieval that strips HTML noise, caps token usage, and optionally summarizes results through a secondary… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | justforever17-adaptive-agentmcp · search | Self-evolving RAG system providing cross-session persistent memory where agents autonomously write, retrieve, and evolve knowledge through… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | skillsmp-mcp-servermcp · search | This MCP server enables AI agents to search, discover, and install skills from the SkillsMP marketplace, with support for keyword and semantic search… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | blue-perfumerymcp · search | Integrates with Blue Perfumery's product catalog to enable perfume discovery, search, filtering by category, and purchase link generation for… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | mrgoonie-screenshotonemcp · search | Enables AI to capture and process screenshots of webpages with customizable parameters through the ScreenshotOne API with Cloudflare CDN integration… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | mcp-playgroundmcp · search | Research and analysis toolkit offering real-time data access via MCP, including web search, stock prices, YouTube transcription, weather, and Toronto… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | wei-mcp-registrymcp · search | Integrates with the official Model Context Protocol registry to provide server discovery, metadata retrieval, version information, and health status… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | iggredible-vimmcp · searchalso listed as vim-mcp | Connect to Vim/Neovim instances to query state, execute commands, search help, and record macros | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | talljack-content-managermcp · search | Provides content management capabilities for markdown files with fuzzy and exact search through Fuse.js, frontmatter parsing, HTML rendering, and ten… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | rkmonarch-soon-blockchainmcp · search | Bridges Claude AI with SOON blockchain networks for real-time wallet balance checks, transaction retrieval, and token holdings using Solana Web3.js… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | hypersniper05-jina-web-searchmcp · search | Provides web crawling and search capabilities through Jina AI's API with URL content extraction and semantic web search optimized for research… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | tscircuit-registrymcp · search | Integrates with the tscircuit electronics component registry to enable search, analysis, and code retrieval for electronic components and circuit… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | codyde-firecrawlmcp · search | Integrates with the Firecrawl API to enable website crawling, content translation, and structured data extraction for enhanced web data processing… | 3 stars · 1 fork | No one-command install · Source | |
| 1310 | 44.256 | msparihar-firecrawlmcp · search | Integrates with the Firecrawl API to enable web scraping and intelligent content searching for extracting structured data and performing customizable… | 3 stars · 1 fork | No one-command install · Source | |
| 1349 | 43.498 | kaiserunix-luogumcp · search | MCP server for the Luogu competitive programming platform with 10 read-only tools for problem search, topic exploration, and user profile retrieval. | 2 stars · 2 forks | No one-command install · Source | |
| 1349 | 43.498 | claude-rules-mcp-servermcp · search | Serves 484 Claude Code skills and 17 global rules as MCP tools, enabling skill and rule retrieval, keyword search, and project-level rule discovery… | 2 stars · 2 forks | No one-command install · Source | |
| 1349 | 43.498 | aquifer-mcpmcp · search | Thin Cloudflare Workers MCP server for navigating Bible Aquifer content, enabling Bible verse retrieval, content search, and entity profiling through… | 2 stars · 2 forks | No one-command install · Source | |
| 1349 | 43.498 | jayvee6-apple-mailmcp · search | Reads, searches, composes, replies to, flags, and deletes Apple Mail and iCloud messages via AppleScript. | 2 stars · 2 forks | No one-command install · Source | |
| 1349 | 43.498 | apple-notes-mcp-2mcp · search | Enables AI assistants to read, search, and create notes in Apple Notes on macOS via JXA, with fast bulk operations and a compact schema. | 2 stars · 2 forks | No one-command install · Source | |
| 1349 | 43.498 | coveo-mcp-servermcp · search | Enables AI agents to query Coveo's unified index for search, passage retrieval, and generative question answering, supporting multiple transport modes… | 2 stars · 2 forks | No one-command install · Source | |
| 1349 | 43.498 | mimecam-devbrain-stdiomcp · search | Integrates with DevBrain's curated developer knowledge base to search coding articles, tutorials, and technical content with tag-based filtering and… | 2 stars · 2 forks | No one-command install · Source | |
| 1349 | 43.498 | pawelwaj-backstagemcp · search | Provides comprehensive Backstage knowledge base with search functionality and plugin scaffold generator for building internal developer portals and… | 2 stars · 2 forks | No one-command install · Source | |
| 1349 | 43.498 | remuzel-polarstepsmcp · search | Integrates with Polarsteps travel platform to provide user profile data, social connections, travel statistics, detailed trip information, and fuzzy… | 2 stars · 2 forks | No one-command install · Source | |
| 1349 | 43.498 | calendar-app-mcpmcp · search | Enables AI assistants to access and interact with macOS Calendar.app events and reminders, including viewing, searching, and filtering calendar data. | 2 stars · 2 forks | No one-command install · Source | |
| 1349 | 43.498 | mcp-openmetadatamcp · search | Enables searching and retrieving metadata from OpenMetadata, including tables, columns, sample data, and ownership information. | 2 stars · 2 forks | No one-command install · Source | |
| 1349 | 43.498 | captainchaozi-search-intentmcp · search | Detects search intent for SEO-related workflows. | 2 stars · 2 forks | No one-command install · Source | |
| 1349 | 43.498 | d-klotz-perplexitymcp · search | Provides AI assistants with direct access to Perplexity's web search capabilities, returning AI-generated answers with source citations across… | 2 stars · 2 forks | No one-command install · Source | |
| 1362 | 43.275 | flyto-indexermcp · search | Code intelligence for impact analysis, dependency graphs, and dead code detection. | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | outscraper-mcpmcp · search | Connects AI agents to Outscraper for business discovery, Google Maps intelligence, company and contact enrichment, review analysis, search, and… | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | rag-in-a-box-mcp-servermcp · search | Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline… | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | ellmos-filecommandermcp · search | Filesystem, process management, sessions, search, OCR, ZIP, and PDF export tools. | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | mimo-web-searchmcp · search | Wraps Xiaomi MiMo's web_search API into an MCP tool for Claude Code, enabling real-time web searches with location awareness, automatic retry, and… | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | diffcontextmcp · search | Show an AI coding assistant only the code that matters for a change — callers, callees, and related functions packed into a token budget, with… | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | fonto-docs-mcpmcp · search | Makes Fonto XML documentation accessible to AI tools by fetching underlying XML and converting it to clean Markdown on demand, enabling search and… | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | cyanheads-noaa-cdomcp · search | Search NOAA Climate Data Online stations and datasets, and fetch historical weather observations. | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | hasdatamcp · search | Web scraping and data extraction with 40+ tools covering Google Search, Maps, Amazon, Zillow, Airbnb, Indeed, and other structured data sources. | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | cyanheads-arxivmcp · search | Search arXiv papers, fetch metadata in batch, read full HTML content, and browse the category taxonomy. | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | omnidocs-ragmcp · search | Enables AI agents to index and search local files, websites, GitHub repos, and packages using hybrid retrieval with reranking, all through IDE chat. | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | magnuskolsjo-kb-riksdagstryckmcp · search | Provides hybrid full-text and semantic search across 1,188 volumes of digitized Swedish parliamentary records from 1521–1866 held by the Royal… | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | andres-m-rodriguez-grigorimcp · search | Semantic code search that indexes codebases across multiple programming languages using local embeddings to find relevant code examples based on… | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | ai-search-auditmcp · search | Enables auditing AI search visibility: checks site readiness for AI crawlers and measures whether ChatGPT, Gemini, and Perplexity recommend your site… | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | wiki-search-mcpmcp · search | A zero-config personal knowledge management MCP server that enables Claude Desktop to automatically classify, search, and organize local Markdown… | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | mcp-starlightmcp · search | Enables MCP clients to search and retrieve documentation from an Astro Starlight docs site by reading a pre-built catalog. Supports locale and version… | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | ratevertmcp · search | Enables searching and converting currencies, stocks, crypto, ETFs, and funds with current rates and source freshness for AI agents. | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | xlmcpmcp · search | Enables Claude Code to interact with Jupyter notebooks, perform semantic search over knowledge files, and manage research projects. | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | curious-layer-cl-firecrawlmcp · search | Exposes Firecrawl web scraping and crawling capabilities via MCP with approximately 9 tools. | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | yinxiang-mcpmcp · search | MCP server for Yinxiang (Evernote China) that enables notebook listing, note search, creation, and retrieval with automatic Markdown to ENML… | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | voicenotes-mcpmcp · search | Enables seamless interaction with Voicenotes through natural language, allowing users to search, create, edit, tag, and organize their notes via an… | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | xianyu-buyer-mcpmcp · search | Enables AI agents to interact with Goofish (闲鱼) marketplace, supporting product search, batch inquiry messaging, and conversation management for… | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | andyanh174-vibe-hnindexmcp · searchalso listed as vibe-hnindex | Index source code into a local knowledge base with keyword, semantic, and hybrid search modes. | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | fetchiummcp · search | Fetchium — token-efficient web retrieval for AI agents | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | stride28-search-mcpmcp · search | Enables AI assistants to search real content from Xiaohongshu and Zhihu, supporting keyword search, note details, and question retrieval. | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | javadoc-mcpmcp · search | Enables browsing JavaDoc documentation of Java libraries via Maven coordinates, with tools to list packages, classes, methods, and search. | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | nesift-mcpmcp · searchalso listed as scottgl9-nesift | MCP server for local semantic search over web content, enabling AI agents to ingest, index, and query pages with hybrid retrieval and token budget… | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | saisudhir14-linkedin-job-searchmcp · search | Scrapes LinkedIn job listings to provide job search, filtering by location and experience level, company research, and detailed job information… | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | 2arons-orgmcp · search | Provides semantic search, backlink traversal, and full-text search across Emacs org-mode and org-roam knowledge bases. | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | gsearchmcp · search | Enables AI tools to perform real-time Google Search with grounded answers and inline citations, free with a Google account. | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | memory-mcp-litemcp · search | A lightweight, local memory server for AI coding assistants that stores durable knowledge (decisions, facts, gotchas) in a tree structure, enabling… | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | hereisswapnil-quorivamcp · search | Searches academic literature across Semantic Scholar, PubMed, and arXiv with citation graph traversal and author lookup. | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | haroldleo-google-flightsmcp · search | Integrates with Google Flights through SerpAPI and fast-flights Python library to provide flight search capabilities for one-way, round-trip… | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | vozec-cvemcp · search | Search CVEs, exploits, PoCs, attack surfaces, writeups, and recon data across 15+ sources. | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | nowledge-memmcp · search | Persistent memory and knowledge management with semantic search | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | henry-insomniac-horizonmcp · search | Wraps the Horizon news pipeline for AI-driven aggregation, scoring, filtering, enrichment, and multilingual summarization of tech news from RSS feeds… | 4 stars | No one-command install · Source | |
| 1362 | 43.275 | gigabrainobserver-google-docsmcp · search | Full Google Docs integration with tab support, service account delegation, document CRUD, batch formatting, and Drive search. | 4 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.