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 | 38.412 | ragingorangutan-rootvinemcp · search | Cross-platform music link resolution for AI agents, returning ranked streaming and purchase links from Spotify, Apple Music, Amazon, YouTube, and 15+… | 3 stars | No one-command install · Source | |
| 902 | 40.000 | minha-morada-portuguese-real-estate-searchmcp · search | Search 181,000+ real estate listings in Portugal — apartments and houses for sale or rent across all 18 districts. Aggregates Imovirtual, Idealista… | 2,314 installs | No commit datelisted | No one-command install · Source |
| 903 | 40.544 | ai-agent-indexmcp · search | Search and retrieve structured data on AI agents for business automation. Filter by category, pricing, integration, and capability. Updated daily. | 2,356 installs | No commit datelisted | No one-command install · Source |
| 904 | 41.082 | arben-adm-tavily-searchmcp · search | Integrates with Tavily search API to enable natural language web queries for retrieving up-to-date, contextual information from across the internet. | 1 star · 2 forks | No one-command install · Source | |
| 905 | 41.082 | h-yanagawa-research-notionmcp · search | Integrates with Notion to enable AI-powered survey creation, data retrieval, and analysis for research projects. | 1 star · 2 forks | No one-command install · Source | |
| 906 | 41.082 | rileyedwards77-perplexitymcp · search | Integrates with Perplexity AI to enable advanced search, documentation retrieval, and conversational capabilities for AI systems and developers. | 1 star · 2 forks | No one-command install · Source | |
| 907 | 41.082 | owayo-source-relationmcp · search | Integrates source relation functionality to simplify connecting and organizing diverse data inputs, enabling efficient retrieval and processing. | 1 star · 2 forks | No one-command install · Source | |
| 908 | 41.082 | meghanmurphy1-elasticsearchmcp · search | Integrates with Elasticsearch to enable advanced search capabilities, data retrieval, and analysis for AI-assisted applications. | 1 star · 2 forks | No one-command install · Source | |
| 909 | 41.082 | floodfx-linearmcp · search | Integrates with Linear project management tool to search for issues with detailed filtering by team, status, assignee, labels, project, priority, and… | 1 star · 2 forks | No one-command install · Source | |
| 910 | 41.082 | linear-issue-trackermcp · search | Integrates with Linear's issue tracking system to enable searching, creating, and updating issues, managing comments, and retrieving team information… | 1 star · 2 forks | No one-command install · Source | |
| 911 | 41.082 | javier-orraca-tidymodelsmcp · search | Provides access to the tidymodels R ecosystem, enabling function search, package exploration, template code generation, and GitHub issue tracking for… | 1 star · 2 forks | No one-command install · Source | |
| 912 | 41.082 | szcharlesji-coinmarketcapmcp · search | Provides real-time cryptocurrency data from CoinMarketCap's API, enabling market listings, price quotes, ID mappings, metadata, global metrics, and… | 1 star · 2 forks | No one-command install · Source | |
| 913 | 41.082 | seta-mcpmcp · search | Enables Salesforce developers to create code and configuration using local documentation, with optional semantic search. | 1 star · 2 forks | No one-command install · Source | |
| 914 | 41.082 | sailaoda-search-fusionmcp · search | Aggregates multiple search engines including Google Custom Search, Jina AI, DuckDuckGo, Bing, Baidu, and Exa AI with intelligent failover and… | 1 star · 2 forks | No one-command install · Source | |
| 915 | 41.082 | memos-mcpmcp · search | Connects to Memos note-taking service to read, write, search, filter, and manage memos, including creating comments and managing users. | 1 star · 2 forks | No one-command install · Source | |
| 916 | 41.082 | nutstore-mcpmcp · search | MCP server for Nutstore cloud storage, enabling AI assistants to manage files via WebDAV with support for listing, searching, uploading, downloading… | 1 star · 2 forks | No one-command install · Source | |
| 917 | 41.082 | gregario-hearthstone-oraclemcp · search | Hearthstone card search, deck analysis, and strategy coaching. 9 tools covering card lookup, deck decoding, archetype classification, class… | 1 star · 2 forks | No one-command install · Source | |
| 918 | 41.082 | skilletmcp · search | Enables AI agents to discover, install, and manage SKILL.md skills from a Git-backed registry via MCP tools for search, install, and list operations. | 1 star · 2 forks | No one-command install · Source | |
| 919 | 41.082 | agentic-governance-caselawmcp · search | Search and analyze 85.7M judicial decisions across 90 jurisdictions with citation network analysis and legal risk assessment. | 1 star · 2 forks | No one-command install · Source | |
| 920 | 41.082 | iccplus-mcpmcp · search | Enables AI agents to author, validate, and build ICC Plus interactive fiction projects with full schema awareness and source-backed indexing. | 1 star · 2 forks | No one-command install · Source | |
| 921 | 41.082 | superdocsmcp · search | Edits, drafts, searches, and exports styled documents through the Superdocs platform. | 1 star · 2 forks | No one-command install · Source | |
| 922 | 42.176 | eventflare-mcpmcp · search | Search 8,000+ corporate event venues across 40+ cities. Tools for venue search by capacity/category, pricing guides, expert advice articles, and… | 2,479 installs | No commit datelisted | No one-command install · Source |
| 923 | 42.840 | sergey-fintech-file-findermcp · search | Provides efficient file search and retrieval capabilities within a networked environment using TypeScript and Node.js, offering both standard and… | 3 forks | No one-command install · Source | |
| 924 | 42.840 | search-mcpmcp · search | Enables LLM-powered search with Elasticsearch, including query planning, expansion, and intelligent filtering for e-commerce. | 3 forks | No one-command install · Source | |
| 925 | 42.840 | graph-rag-obsidianmcp · search | A local-first Graph-RAG system that combines ChromaDB with metadata-based graph relationships and Gemini 2.5 Flash for intelligent Q\&A over your… | 3 forks | No one-command install · Source | |
| 926 | 42.840 | vignanuniversity-mcp-servermcp · search | Enables semantic search over the Vignan University knowledge base using Pinecone vector storage and Sentence Transformers. | 3 forks | No one-command install · Source | |
| 927 | 42.993 | rett-fra-bonden-lokal-matfinnermcp · search | Search 1,433+ Norwegian local-food producers — farms, shops, REKO rings, farm shops, dairies, fishers, bakeries — across 368+ cities. Now includes 13… | 2,511 installs | No commit datelisted | No one-command install · Source |
| 928 | 43.275 | yarmoluk-ckgmcp · search | Query pre-structured knowledge graphs for math, science, and other domains without text retrieval. | 4 stars | No commit datelisted | No one-command install · Source |
| 929 | 43.275 | netixc-searxngmcp · search | Provides privacy-focused metasearch capabilities through a self-hosted SearXNG instance, enabling searches across 100+ search engines including… | 4 stars | No commit datelisted | No one-command install · Source |
| 930 | 43.275 | garcheng-jina-ai-web-searchmcp · search | Integrates with Jina AI's web search and content fetching APIs, enabling web searches and URL content extraction for research tasks and information… | 4 stars | No one-command install · Source | |
| 931 | 43.275 | chenxilol-perplexity-searchmcp · search | Integrates with Perplexity AI search API to enable real-time web searches with customizable parameters for recency filtering, domain-specific queries… | 4 stars | No one-command install · Source | |
| 932 | 43.275 | contentstack-brandkitmcp · search | Provides a bridge to Contentstack's BrandKit product for managing knowledge vault content through CRUD operations for adding, updating, deleting, and… | 4 stars | No one-command install · Source | |
| 933 | 43.275 | business-analytics-ragmcp · search | Combines business analytics capabilities for statistical operations on CSV data with RAG-powered knowledge retrieval from business documents… | 4 stars | No one-command install · Source | |
| 934 | 43.275 | taishikato-supavecmcp · search | Integrates with Supavec to efficiently retrieve contextually relevant embeddings and associated content for enhancing knowledge retrieval and semantic… | 4 stars | No one-command install · Source | |
| 935 | 43.275 | mcp-github-advanced-searchmcp · search | Enables LLMs to perform advanced GitHub code searches with intelligent filtering and content retrieval using Playwright automation, optimized for… | 4 stars | No one-command install · Source | |
| 936 | 43.275 | pwalagov-file-controlmcp · search | Provides comprehensive filesystem operations including directory analysis, content search, Git integration, and full file editing capabilities with… | 4 stars | No one-command install · Source | |
| 937 | 43.275 | risky-business-aimcp · search | Integrates with GitHub, NIST NVD, and CISA's Known Exploited Vulnerabilities catalog to automate CVE exploitability assessment by searching for… | 4 stars | No one-command install · Source | |
| 938 | 43.275 | damian-pramparo-semantic-contextmcp · search | Provides semantic code search across large codebases using ChromaDB vector storage and configurable embeddings, enabling indexing of local project… | 4 stars | No one-command install · Source | |
| 939 | 43.275 | carlosatta-ccxtmcp · search | Integrates with major cryptocurrency exchanges including Binance, Coinbase, Kraken, Bitfinex, and Bybit through CCXT to provide market data retrieval… | 4 stars | No one-command install · Source | |
| 940 | 43.275 | mcp-rag-agentmcp · search | Enables hybrid search over policies using Reciprocal Rank Fusion and provides grounded, context-aware answers via a LangGraph agent with COSTAR… | 4 stars | No one-command install · Source | |
| 941 | 43.275 | mariadb-roelvandepaar-cloud-hybrid-rag-searchmcp · search | Combines MariaDB's native vector search with real-time web search through Brave API integration, enabling hybrid retrieval workflows that query both… | 4 stars | No one-command install · Source | |
| 942 | 43.275 | 0x-professor-ctftimemcp · search | Integrates with CTFtime.org to retrieve cybersecurity competition data including upcoming events, team rankings, historical results, and event search… | 4 stars | No one-command install · Source | |
| 943 | 43.275 | zakarialabib-rust-documentationmcp · search | Provides access to Rust documentation from docs.rs, crates.io search, and the Rust Book with intelligent caching, source code browsing, dependency… | 4 stars | No one-command install · Source | |
| 944 | 43.275 | splunkmcp · search | Official MCP server for Splunk Enterprise and Cloud that enables AI assistants to securely execute SPL queries, generate searches from natural… | 4 stars | No one-command install · Source | |
| 945 | 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 | |
| 946 | 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 | |
| 947 | 43.275 | nowledge-memmcp · search | Persistent memory and knowledge management with semantic search | 4 stars | No one-command install · Source | |
| 948 | 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 | |
| 949 | 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 | |
| 950 | 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 | |
| 951 | 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 | |
| 952 | 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 | |
| 953 | 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 | |
| 954 | 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 | |
| 955 | 43.275 | scottgl9-nesiftmcp · search | Local semantic search MCP server with hybrid BM25 and vector retrieval, session indexing, and token-aware result curation. | 4 stars | No one-command install · Source | |
| 956 | 43.275 | nesift-mcpmcp · search | 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 | |
| 957 | 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 | |
| 958 | 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 | |
| 959 | 43.275 | fetchiummcp · search | Fetchium — token-efficient web retrieval for AI agents | 4 stars | No one-command install · Source | |
| 960 | 43.275 | vibe-hnindexmcp · search | Local MCP server to index your codebase once and search it across AI sessions with keyword, semantic, or hybrid search, keeping all data on disk. | 4 stars | No one-command install · Source | |
| 961 | 43.275 | andyanh174-vibe-hnindexmcp · search | Index source code into a local knowledge base with keyword, semantic, and hybrid search modes. | 4 stars | No one-command install · Source | |
| 962 | 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 | |
| 963 | 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 | |
| 964 | 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 | |
| 965 | 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 | |
| 966 | 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 | |
| 967 | 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 | |
| 968 | 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 | |
| 969 | 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 | |
| 970 | 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 | |
| 971 | 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 | |
| 972 | 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 | |
| 973 | 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 | |
| 974 | 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 | |
| 975 | 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 | |
| 976 | 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 | |
| 977 | 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 | |
| 978 | 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 | |
| 979 | 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 | |
| 980 | 43.275 | ellmos-filecommandermcp · search | Filesystem, process management, sessions, search, OCR, ZIP, and PDF export tools. | 4 stars | No one-command install · Source | |
| 981 | 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 | |
| 982 | 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 | |
| 983 | 43.275 | flyto-indexermcp · search | Code intelligence for impact analysis, dependency graphs, and dead code detection. | 4 stars | No one-command install · Source | |
| 984 | 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 | |
| 985 | 43.498 | captainchaozi-search-intentmcp · search | Detects search intent for SEO-related workflows. | 2 stars · 2 forks | No one-command install · Source | |
| 986 | 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 | |
| 987 | 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 | |
| 988 | 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 | |
| 989 | 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 | |
| 990 | 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 | |
| 991 | 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 | |
| 992 | 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 | |
| 993 | 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 | |
| 994 | 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 | |
| 995 | 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 | |
| 996 | 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 | |
| 997 | 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 | |
| 998 | 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 | |
| 999 | 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 | |
| 1000 | 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 |
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.