Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3501 | Unranked | taxonomy-mcpmcp · search | Exposes Marble's open skill taxonomy (ages 4-15) as queryable MCP tools, enabling AI agents to search topics, find prerequisites, and plan learning… | No signals yet | No one-command install · Source | |
| 3502 | Unranked | assemblyline-mcpmcp · search | Enables AI clients to submit files, hashes, and URLs for malware analysis, retrieve results, search across AssemblyLine indices, and triage alerts… | No signals yet | No one-command install · Source | |
| 3503 | Unranked | parks-mcpmcp · search | Enables AI clients to search and browse camping availability across Alberta Parks, BC Parks, and Parks Canada, including front-country and backcountry… | No signals yet | No one-command install · Source | |
| 3504 | Unranked | papersearchmcp · search | Enables AI coding agents to search academic papers, resolve biomedical entities, mine relations, and traverse citation graphs using Semantic Scholar… | No signals yet | No one-command install · Source | |
| 3505 | Unranked | aethermcp · search | Hybrid search over SEC filings, earnings transcripts, and a third-party financial data marketplace for AI agents. | No signals yet | No one-command install · Source | |
| 3506 | Unranked | aether-developermcp · search | Enables agents to search SEC filings, earnings transcripts, and EU regulations with ready-to-cite evidence, including exact passages and source links. | No signals yet | No one-command install · Source | |
| 3507 | Unranked | vulnerability-registry-mcpmcp · search | Enables security analysts and risk managers to query a legacy CVE registry via natural language, providing tools for searching vulnerabilities… | No signals yet | No one-command install · Source | |
| 3508 | Unranked | tplcp-reference-mcpmcp · search | Turns the 2026 CLCP orientation corpus into a searchable, citation-preserving reference source for TPLCP report work. | No signals yet | No one-command install · Source | |
| 3509 | Unranked | indotender-mcpmcp · search | Search LPSE tenders, procurement realisasi, company profiles, inaproc data, and government agency directories. | No signals yet | No one-command install · Source | |
| 3510 | Unranked | mcp-rag-minimcp · search | A minimal RAG service that exposes a vector index for document retrieval via REST and MCP, allowing querying for relevant document chunks and… | No signals yet | No one-command install · Source | |
| 3511 | Unranked | qlows-mcpmcp · search | Enables AI assistants to interact with qlows RFP/bid deals and search public tenders across 35 WTO-GPA countries, providing read-only access to deal… | No signals yet | No one-command install · Source | |
| 3512 | Unranked | mcp-ciniimcp · search | Enables searching CiNii Research for academic articles, books, grants, and research data, and retrieving metadata for individual items. | No signals yet | No one-command install · Source | |
| 3513 | Unranked | arxivsub-mcpmcp · search | Enables searching arXiv and top AI conferences, finding related papers, generating research insights, and managing a personal library via MCP tools. | No signals yet | No one-command install · Source | |
| 3514 | Unranked | agentrank-mcpmcp · search | Provides AI agents with access to real, verifiable businesses with provenance and source URLs, enabling natural-language business search and profile… | No signals yet | No one-command install · Source | |
| 3515 | Unranked | lex-provenance-mcpmcp · search | A read-only MCP connector for searching, fetching, and citing provenance-tracked legal corpora with verifiable content hashes. | No signals yet | No one-command install · Source | |
| 3516 | Unranked | us-all-openmetadatamcp · search | Community MCP integration for OpenMetadata, providing AI agents access to metadata management, data lineage, search, and data quality. | No signals yet | No one-command install · Source | |
| 3517 | Unranked | rag-notes-search-mcp-servermcp · search | Enables semantic search over personal study notes by exposing a vector search tool that Claude Desktop can call to retrieve relevant note content and… | No signals yet | No one-command install · Source | |
| 3518 | Unranked | scoutbookmcp · search | Enables Claude Code to access a team's handbook (markdown repository) through listing, reading, and searching documents, helping standardize processes… | No signals yet | No one-command install · Source | |
| 3519 | Unranked | rival-regulatorymcp · search | Source-grounded regulatory retrieval MCP for searching documents, tracing citations, and accessing regulatory authority metadata. | No signals yet | No one-command install · Source | |
| 3520 | Unranked | genlayer-docs-mcpmcp · search | Enables AI assistants to search, retrieve, and browse GenLayer documentation through MCP tools. | No signals yet | No one-command install · Source | |
| 3521 | Unranked | kuantokusta-mcpmcp · search | Enables searching for products on KuantoKusta.pt with filters and retrieving detailed product information including prices from multiple stores. | No signals yet | No one-command install · Source | |
| 3522 | Unranked | china-travel-mcpmcp · search | Provides AI assistants with comprehensive China inbound travel capabilities, including hotel and flight search, attraction discovery, itinerary… | No signals yet | No one-command install · Source | |
| 3523 | Unranked | perplexity-pro-mcpmcp · search | MCP server for Perplexity AI Pro that enables deep web search, thread management, and export of answers using an existing Perplexity Pro subscription… | No signals yet | No one-command install · Source | |
| 3524 | Unranked | realestate-mcpmcp · search | Enables querying Korean apartment sales and rental transaction data from the public data portal through natural language, with tools for searching… | No signals yet | No one-command install · Source | |
| 3525 | Unranked | local-code-indexmcp · search | A local MCP server that indexes codebases using Tree-sitter AST parsing and LanceDB, enabling AI models to search across repositories with sub-second… | No signals yet | No one-command install · Source | |
| 3526 | Unranked | toolforge-mcpmcp · search | A governed registry of reusable Python tools for AI agents, enabling search by intent, execution with JSON input, draft registration, and lifecycle… | No signals yet | No one-command install · Source | |
| 3527 | Unranked | pubmed-clinical-mcpmcp · search | A lightweight MCP server for clinical biomedical literature retrieval, enabling PubMed search, article metadata, full-text access, and evidence… | No signals yet | No one-command install · Source | |
| 3528 | Unranked | adobe-custommcp · search | Enables Adobe Experience Platform and AEM content operations through a shared tool registry, exposing health checks, fragment search, sandbox… | No signals yet | No one-command install · Source | |
| 3529 | Unranked | polyhaven-mcpmcp · search | Enables AI assistants to search and retrieve metadata and download links for CC0 HDRIs, textures, and 3D models from PolyHaven's public library. | No signals yet | No one-command install · Source | |
| 3530 | Unranked | hometeam-directorymcp · search | Search Black-owned businesses in South Florida by category, neighborhood, or need. | No signals yet | No one-command install · Source | |
| 3531 | Unranked | linkedin-marketing-mcpmcp · search | Automates LinkedIn B2B marketing tasks such as profile search, company analysis, and connection request drafting, with optional AI-powered features… | No signals yet | No one-command install · Source | |
| 3532 | Unranked | twitter-marketing-mcpmcp · search | Enables Twitter/X marketing automation, including tweet search, account analysis, trending topics, and optional AI-generated tweets and scheduling. | No signals yet | No one-command install · Source | |
| 3533 | Unranked | monimo-poc-fastmcp-servermcp · search | Provides domain mock tools (81) and skill VDB search/load/run tools for a Monimo AI Agent, enabling semantic skill retrieval and mock domain… | No signals yet | No one-command install · Source | |
| 3534 | Unranked | trillian-mcpmcp · search | Enables natural language queries of astronomical data across multiple archives (Gaia, 2MASS, image holdings) via the Trillian platform, allowing users… | No signals yet | No one-command install · Source | |
| 3535 | Unranked | csl-mcp-servermcp · search | A local MCP server for querying Chinese scientific literature from the CSL dataset, enabling paper search, detail retrieval, and dataset statistics… | No signals yet | No one-command install · Source | |
| 3536 | Unranked | dtrpg-mcpmcp · search | Enables searching your DriveThruRPG library and the public catalog for tabletop RPG products, returning structured details like title, description… | No signals yet | No one-command install · Source | |
| 3537 | Unranked | book-store-mcpmcp · search | Enables users to search and explore a bookstore catalog including books, authors, categories, stock, prices, and recommendations through natural… | No signals yet | No one-command install · Source | |
| 3538 | Unranked | toolrouter-mcpmcp · search | Provides access to over 226 tools and 1,208 skills across web search, image/video generation, SEO, scraping, and more, allowing any MCP-compatible… | No signals yet | No one-command install · Source | |
| 3539 | Unranked | rag-code-search-agentmcp · search | Enables natural language search over indexed codebases with source citations and incremental indexing. | No signals yet | No one-command install · Source | |
| 3540 | Unranked | lupaph-mcpmcp · search | Philippine real estate data for AI agents — search verified listings, calculate transfer costs, and get accurate legal information via lupaph.com. | No signals yet | No one-command install · Source | |
| 3541 | Unranked | shodan-mcpmcp · search | Enables searching Shodan for devices and services, and looking up host details, through natural language. | No signals yet | No one-command install · Source | |
| 3542 | Unranked | nextcloud-developer-documentation-mcpmcp · search | Provides MCP tools for searching, retrieving, and answering questions about indexed Nextcloud developer documentation from multiple sources. | No signals yet | No one-command install · Source | |
| 3543 | Unranked | devspace-memory-bridgemcp · search | A non-invasive MCP bridge that makes DevSpace search tools memory-aware by augmenting search/list tool responses with codebase memory context. | No signals yet | No one-command install · Source | |
| 3544 | Unranked | grimoire-beholder-mcpmcp · search | An MCP server that exposes a fully offline RAG library of books (PDFs, EPUBs, markdown, text) to Claude, enabling hybrid search and retrieval of… | No signals yet | No one-command install · Source | |
| 3545 | Unranked | memeboat-mcpmcp · search | Search 25,000+ meme templates and create shareable memes directly from your AI assistant. | No signals yet | No one-command install · Source | |
| 3546 | Unranked | acsearch-mcpmcp · search | MCP server for acsearch.info, enabling search, retrieval, price history, and comparable analysis of ancient coin auction data from 16M+ lots across… | No signals yet | No one-command install · Source | |
| 3547 | Unranked | geo-inspector-mcpmcp · search | Enables inspection of any website's AI-search readiness, checking AI crawler blocks, llms.txt, schema markup, and indexing directives from MCP clients… | No signals yet | No one-command install · Source | |
| 3548 | Unranked | claude-edgar-mcpmcp · search | Enables ticker-to-CIK resolution for SEC EDGAR, allowing users to query US stock tickers and retrieve their SEC Central Index Key. | No signals yet | No one-command install · Source | |
| 3549 | Unranked | agentic-financial-research-mcp-servermcp · search | Provides tools for RAG-based financial document retrieval, financial calculations, Yahoo Finance stock data, and portfolio analysis via JSON-RPC 2.0… | No signals yet | No one-command install · Source | |
| 3550 | Unranked | korea-shopping-mcpmcp · search | Enables searching, price comparison, trend analysis, and saving of Korean e-commerce products (Naver Shopping) using natural language. | No signals yet | No one-command install · Source | |
| 3551 | Unranked | modular-rag-systemmcp · search | MCP server for a modular RAG system that enables natural language question answering over enterprise documents with intent-aware routing, adaptive… | No signals yet | No one-command install · Source | |
| 3552 | Unranked | kurerok-yandex-webmaster-mcpmcp · search | Local-first MCP server for Yandex Webmaster that exposes tools for SEO operations including search query analytics, sitemap management, indexing… | No signals yet | No one-command install · Source | |
| 3553 | Unranked | graphrag-localmcp · search | Connects Claude Code to a local GraphRAG knowledge base (LightRAG + Ollama) for private, offline document retrieval. Provides tools to search, add… | No signals yet | No one-command install · Source | |
| 3554 | Unranked | tidal-mcpmcp · search | Enables Claude to search, browse, and create playlists on Tidal, including AI-powered mood-based playlist generation. | No signals yet | No one-command install · Source | |
| 3555 | Unranked | failmodes-mcpmcp · search | MCP server that provides search and retrieval of AI system failure modes from the Fail Modes taxonomy, covering factuality, alignment, planning, and… | No signals yet | No one-command install · Source | |
| 3556 | Unranked | calibre-mcpmcp · search | Enables read-only search, browsing, and metadata retrieval from a local Calibre e-book library using natural language queries. | No signals yet | No one-command install · Source | |
| 3557 | Unranked | pron-downloadmcp · search | Enables searching and downloading PornHub videos via MCP tools with stealth anti-detection and aria2 for robust downloading. | No signals yet | No one-command install · Source | |
| 3558 | Unranked | everos-codexmcp · search | Enables Codex to use a local EverOS instance as long-term memory through MCP. Supports memory operations like search, get, save, and flush with… | No signals yet | No one-command install · Source | |
| 3559 | Unranked | feishu-memory-mcpmcp · search | Enables AI agents to use Feishu (Lark) spreadsheets as long-term memory and personal knowledge base with retrieval-augmented generation (RAG) via the… | No signals yet | No one-command install · Source | |
| 3560 | Unranked | dify-knowledgemcp · search | Exposes Dify knowledge base retrieval capabilities via MCP for use in Cursor and other MCP-compatible clients, enabling semantic search and document… | No signals yet | No one-command install · Source | |
| 3561 | Unranked | insight-mcpmcp · search | Enables hybrid document search (BM25 and dense) over a configurable corpus via MCP tools, returning passages and sources for AI agents to cite in… | No signals yet | No one-command install · Source | |
| 3562 | Unranked | trello-mcp-2mcp · search | Enables AI assistants to interact with Trello boards, cards, lists, and more through a secure local connection, supporting search, card management… | No signals yet | No one-command install · Source | |
| 3563 | Unranked | archivistmcp · search | Provides read-only SRD lookup and deterministic enrichment tools for D&D 5e content generation, including search, entity retrieval, and generation of… | No signals yet | No one-command install · Source | |
| 3564 | Unranked | sync-mcpmcp · search | Enables retrieval and cleaning of official documentation for AI/Python libraries using search and LLM-based HTML cleaning. | No signals yet | No one-command install · Source | |
| 3565 | Unranked | beauticslabmcp · search | Search Korean cosmetics across major platforms with EWG ingredient safety analysis. | No signals yet | No one-command install · Source | |
| 3566 | Unranked | beauticslab-mcpmcp · search | Enables AI assistants to search beauty products from Korean catalogs (Olive Young, Daiso, e-commerce) and analyze personal skincare routines and… | No signals yet | No one-command install · Source | |
| 3567 | Unranked | mossland-alphamcp · search | Korean crypto and AI media MCP providing channel stance, daily briefs, RAG Q&A, and canonical data for Mossland. | No signals yet | No one-command install · Source | |
| 3568 | Unranked | agent-ransack-mcpmcp · search | Enables Cursor's AI agent to perform supercharged local file search on Windows by connecting to Agent Ransack via MCP, supporting content and filename… | No signals yet | No one-command install · Source | |
| 3569 | Unranked | stockflow-mcpmcp · search | Enables AI assistants to search and embed watermarked previews of 18,000+ royalty-free stock images and 4K videos from Stockflow.media, with tools for… | No signals yet | No one-command install · Source | |
| 3570 | Unranked | jobscannermcpmcp · search | Exposes job-posting scanner tools (search, company health, fit scoring, dry-run outreach) via MCP, enabling offline job search and evaluation from any… | No signals yet | No one-command install · Source | |
| 3571 | Unranked | rag-knowledge-base-mcp-servermcp · search | Enables searching a knowledge base and asking grounded questions with hybrid retrieval, reranking, and cited answers. | No signals yet | No one-command install · Source | |
| 3572 | Unranked | anzsco-mcpmcp · search | Enables AI assistants to search and explore Australian occupation codes (ANZSCO), visa pathways, state nominations, and SkillSelect invitation round… | No signals yet | No one-command install · Source | |
| 3573 | Unranked | personal-knowledge-base-q-a-agentmcp · search | A local-first RAG system that indexes personal documents and enables querying them via an MCP tool, keeping data private with local embeddings. | No signals yet | No one-command install · Source | |
| 3574 | Unranked | openclaw-docs-mcpmcp · search | Enables hybrid semantic and full-text search over OpenClaw documentation, with tools for chunk navigation, page outlines, and index statistics. | No signals yet | No one-command install · Source | |
| 3575 | Unranked | scholar-searchmcp · search | Enables searching Google Scholar papers with year filtering, deduplication, and proxy support. Also provides paper detail retrieval, TF-IDF relevance… | No signals yet | No one-command install · Source | |
| 3576 | Unranked | university-content-mcpmcp · search | Provides full-text search and context retrieval from university course materials (PDF, PPTX, DOCX) offline after indexing. | No signals yet | No one-command install · Source | |
| 3577 | Unranked | finland-shopping-mcpmcp · search | Enables AI assistants to search and compare live prices from Finnish marketplaces (Hinta.fi, Tori.fi, Huuto.net) for new and used products like… | No signals yet | No one-command install · Source | |
| 3578 | Unranked | omnimcp-containermcp · search | A containerized MCP bridge that lets local or cloud LLMs access your filesystem and perform web searches via Ollama and FastMCP. | No signals yet | No one-command install · Source | |
| 3579 | Unranked | realmintmcp · search | Agent-native scoring, search, and routing for tokenized real-world assets across multi-chain. | No signals yet | No one-command install · Source | |
| 3580 | Unranked | autotuesday-kb-mcpmcp · search | Enables secure access to an organizational knowledge base via Supabase (RLS), providing tools for search, retrieval, writing, version history, and… | No signals yet | No one-command install · Source | |
| 3581 | Unranked | paper-memory-mcp-litemcp · search | Local-first MCP server for indexing and searching research materials (papers, notes, logs, READMEs) using SQLite FTS, with tools for memory management… | No signals yet | No one-command install · Source | |
| 3582 | Unranked | codegraph-memory-mcp-litemcp · search | Local-first MCP-style code memory for research repositories: enables file search, Python symbol extraction, import graph, and repo context packs. | No signals yet | No one-command install · Source | |
| 3583 | Unranked | bug-sheet-mcpmcp · search | Enables managing bugs and test cases in Google Sheets via Claude Code, with tools to list, search, filter failed, and update test cases. | No signals yet | No one-command install · Source | |
| 3584 | Unranked | github-twinmcp · search | Personal RAG over your GitHub history — indexes commits, code, and review comments for retrieval in Claude Code. | No signals yet | No one-command install · Source | |
| 3585 | Unranked | aisle-wedding-mcpmcp · search | Search destination wedding venues and vendors worldwide with Aisle. 10 tools for AI-assisted wedding planning: Venue Search: Find wedding venues by… | No signals yet | No one-command install · Source | |
| 3586 | Unranked | whatsapp-local-mcpmcp · search | Enables Claude to read and search WhatsApp messages, transcribe voice notes, and analyze images locally through a read-only bridge. | No signals yet | No one-command install · Source | |
| 3587 | Unranked | byrdocs-search-mcpmcp · search | Enables AI clients to search BUPT byrdocs materials, past exam papers, and freshmen knowledge base via natural language. | No signals yet | No one-command install · Source | |
| 3588 | Unranked | leave-managermcp · search | Enables natural-language-based employee leave management including leave balance checks, leave applications, approvals, and history retrieval through… | No signals yet | No one-command install · Source | |
| 3589 | Unranked | quelviomcp · search | Enterprise knowledge MCP: AI agents search your company's documents and systems with permission-aware, cited answers. | No signals yet | No one-command install · Source | |
| 3590 | Unranked | mcp-knowledge-toolboxmcp · search | A local knowledge-base MCP toolbox for Agent workflows, exposing 11 tools for document ingest, retrieval, context reading, citation checking, and… | No signals yet | No one-command install · Source | |
| 3591 | Unranked | cryosparc-docs-mcpmcp · search | Enables AI coding agents to search and retrieve official CryoSPARC documentation with version awareness, using a local prebuilt index for safe and… | No signals yet | No one-command install · Source | |
| 3592 | Unranked | broll-studio-mcpmcp · search | Enables searching, downloading, and placing b-roll assets (images, stock video, etc.) onto an editor timeline in DaVinci Resolve, Premiere, or via… | No signals yet | No one-command install · Source | |
| 3593 | Unranked | mozaia-laws-mcpmcp · search | MCP server for real-time access to Mozambican legislation, enabling search, status checks, article retrieval, historical versions, and citation… | No signals yet | No one-command install · Source | |
| 3594 | Unranked | college-aid-mcpmcp · search | Searches US colleges and scholarships using government data, enabling comparisons of tuition, debt, earnings, and program-specific outcomes. | No signals yet | No one-command install · Source | |
| 3595 | Unranked | gsc-analyst-connectormcp · search | Enables querying Google Search Console data via natural language, providing tools for site traffic analysis, page changes, and optimization… | No signals yet | No one-command install · Source | |
| 3596 | Unranked | moxfield-mcpmcp · search | Enables searching public decklists, fetching deck card lists and prices from Moxfield's deckbuilding platform through Claude. | No signals yet | No one-command install · Source | |
| 3597 | Unranked | notes-mcp-2mcp · search | Enables AI assistants to search and retrieve content from local Markdown notes using term-frequency scoring. | No signals yet | No one-command install · Source | |
| 3598 | Unranked | historical-investigator-mcpmcp · search | Enables searching and retrieving historical records from the Library of Congress, including newspapers, photos, maps, manuscripts, audio, and film… | No signals yet | No one-command install · Source | |
| 3599 | Unranked | chatgpt-book-mcp-connectormcp · search | Enables ChatGPT to search for books via Algolia or mock data, returning rich book details. | No signals yet | No one-command install · Source | |
| 3600 | Unranked | fonbet-mcpmcp · search | MCP server for reading Fonbet sports events and odds, enabling search for events, retrieval of odds, and value-bet checking via natural language. | No signals yet | 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.