Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2401 | Unranked | sofia-data-mcpmcp · search | MCP server for querying and analyzing urban data from the Sofia municipality CKAN portal. Provides tools for dataset search, retrieval, preview… | No signals yet | No one-command install · Source | |
| 2402 | Unranked | mcp-puerto-rico-sentenciasmcp · search | Search, locate, and read Puerto Rico Supreme Court decisions and other public court documents directly from MCP clients, with strict source… | No signals yet | No one-command install · Source | |
| 2403 | Unranked | varunchoraria-mcpmcp · search | Enables AI assistants to access and search the full content of varunchoraria.com in real time, including newly published essays, through tools like… | No signals yet | No one-command install · Source | |
| 2404 | Unranked | fedramp-rules-mcp-servermcp · search | Answers questions about the FedRAMP Consolidated Rules for 2026 using search and retrieval tools on the authoritative source text with citations. | No signals yet | No one-command install · Source | |
| 2405 | Unranked | mcp-fr-legalmcp · search | Provides offline access to the French legal corpus (Legifrance/DILA) with full-text search, verbatim article retrieval, and citation grounding to… | No signals yet | No one-command install · Source | |
| 2406 | Unranked | korea-living-weather-index-mcpmcp · search | Enables querying Korea Meteorological Administration living weather index forecasts, including UV and air stagnation indices for thousands of… | No signals yet | No one-command install · Source | |
| 2407 | Unranked | vault-rag-mcpmcp · search | MCP server for semantic search in an Obsidian Second Brain vault using self-hosted Qdrant and Google Gemini embeddings. | No signals yet | No one-command install · Source | |
| 2408 | Unranked | claude-memory-search-mcpmcp · search | Enables keyword search, filtering, and retrieval of Claude Code memory files, reducing context overhead by fetching only relevant memories on demand. | No signals yet | No one-command install · Source | |
| 2409 | Unranked | originselectmcp · search | Search ethical, origin-verified products and brands by values, country, and category. | No signals yet | No one-command install · Source | |
| 2410 | Unranked | mcp-memory-hnswmcp · search | Provides persistent semantic memory for Claude Code and Claude Desktop with fully offline local embeddings and HNSW indexing, enabling memory storage… | No signals yet | No one-command install · Source | |
| 2411 | Unranked | ai-visibility-indexmcp · search | Read-only access to the AI Visibility Index: the measured share of answer that 20 SaaS and 24 crypto brands hold across ChatGPT, Perplexity and… | No signals yet | No one-command install · Source | |
| 2412 | Unranked | execufunctionmcp · search | AI executive function assistant for tasks, calendar, knowledge, code indexing, CRM, and datasets. | No signals yet | No one-command install · Source | |
| 2413 | Unranked | mongodb-memory-mcpmcp · search | Provides persistent memory for AI assistants using MongoDB Vector Search, enabling content storage, semantic search, and knowledge retrieval through… | No signals yet | No one-command install · Source | |
| 2414 | Unranked | football-atlasmcp · search | Provides access to a cited knowledge graph on football's Laws of the Game and major competitions, with tools for search, question answering, and… | No signals yet | No one-command install · Source | |
| 2415 | Unranked | scribbleslmmcp · search | A self-hosted, notebook-scoped RAG pipeline with contextual retrieval, delivered as an MCP server. Enables ingestion of documents into named notebooks… | No signals yet | No one-command install · Source | |
| 2416 | Unranked | booster-mcpmcp · search | Booster MCP turns complex codebases into understandable systems with semantic search, 3D visualization, and debugging tools. | No signals yet | No one-command install · Source | |
| 2417 | Unranked | swiss-electricity-mcpmcp · search | MCP server for Swiss electricity data from three official sources — production mix, consumption forecast, storage-lake fill, consumer price index… | No signals yet | No one-command install · Source | |
| 2418 | Unranked | mcp-rag-searchmcp · search | Enables agent tools like Claude Code and GitHub Copilot to perform knowledge retrieval using hybrid search (BM25 + dense) with reranking, via MCP… | No signals yet | No one-command install · Source | |
| 2419 | Unranked | pi-cmpmcp · search | Codebase Memory for pi. Provides cbm_* tools that answer structural questions about a codebase (symbol search, call chains, architecture, git change… | No signals yet | No one-command install · Source | |
| 2420 | Unranked | lingshu-solvermcp · search | Enables deterministic solving of real-valued equation systems with up to six variables, providing certified solutions via interval contraction and… | No signals yet | No one-command install · Source | |
| 2421 | Unranked | clawdio777-aeonosmcp · search | AI search visibility optimizer — audit, schema generation, and GEO tactics to get cited by ChatGPT, Perplexity, Claude, and Google AI Overviews. | No signals yet | No one-command install · Source | |
| 2422 | Unranked | paulieb14-subgraph-registrymcp · search | Pre-computed index of 15,500+ subgraphs on The Graph Network with domain classification, protocol type detection, schema fingerprinting, and… | No signals yet | No one-command install · Source | |
| 2423 | Unranked | commentscrapermcp · search | Enables AI agents to research customer voice by searching Reddit and extracting structured comments from supported community platforms via MCP. | No signals yet | No one-command install · Source | |
| 2424 | Unranked | tripadvisor-mcpmcp · search | Enables search and retrieval of travel data from TripAdvisor, including hotels, restaurants, and attractions, with details, photos, and reviews. | No signals yet | No one-command install · Source | |
| 2425 | Unranked | tc39-atlasmcp · search | Provides TC39 proposal indexing and querying capabilities via MCP, including proposal details, changes, and daily synchronized data from the official… | No signals yet | No one-command install · Source | |
| 2426 | Unranked | doc-platformmcp · search | Enables MCP-based access to Adhoc documentation, providing search, content retrieval, and feedback issue creation with audience gating and leak… | No signals yet | No one-command install · Source | |
| 2427 | Unranked | nplg-dspace-mcpmcp · search | Read-only MCP server for the National Parliamentary Library of Georgia's Iverieli repository, enabling search, metadata retrieval, PDF downloads, and… | No signals yet | No one-command install · Source | |
| 2428 | Unranked | mcp-wikibooks-cookbookmcp · search | Search and read recipes from the English Wikibooks Cookbook, with tools to rescale ingredient lists to a target number of servings. | No signals yet | No one-command install · Source | |
| 2429 | Unranked | intmcp · search | Self-hosted AI memory system for coding assistants, providing project-scoped memory storage and retrieval via MCP tools (add, search, list, delete) to… | No signals yet | No one-command install · Source | |
| 2430 | Unranked | oddsrailmcp · search | Enables MCP-compatible AI agents to research and trade prediction markets on Polymarket and Kalshi, including market search, orderbooks, price… | No signals yet | No one-command install · Source | |
| 2431 | Unranked | topalternativestomcp · search | Enables AI assistants to search and retrieve verified software comparisons, including current pricing with source and date, and ranked alternatives… | No signals yet | No one-command install · Source | |
| 2432 | Unranked | runechomcp · search | A deterministic symbol oracle over a locally built index of the repository: whether a symbol exists, what a file declares, and what changed… | No signals yet | No one-command install · Source | |
| 2433 | Unranked | farmsubsidy-korea-mcpmcp · search | Aggregates Korean agricultural subsidy announcements from multiple government sources. Enables searching, detailed viewing, and calendar integration… | No signals yet | No one-command install · Source | |
| 2434 | Unranked | agentcrushmcp · search | Market intelligence for the AI agent economy with rankings, search, comparison, and methodology data. | No signals yet | No one-command install · Source | |
| 2435 | Unranked | openfin-mcpmcp · search | Provides read-only access to curated financial domain knowledge and product data with verified provenance, enabling users to search and retrieve… | No signals yet | No one-command install · Source | |
| 2436 | Unranked | local-corporate-kbmcp · search | Local RAG knowledge base for Qwen Code, enabling document indexing and semantic search via MCP tools. Supports metadata filtering and document… | No signals yet | No one-command install · Source | |
| 2437 | Unranked | gtasks-mcpmcp · search | Enables read/write access to Google Tasks, including listing, searching, creating, updating, deleting, and clearing tasks, from any MCP-compatible… | No signals yet | No one-command install · Source | |
| 2438 | Unranked | shynmcp · search | Enables AI assistants to search and retrieve memories from your Mac, including screen captures, meeting transcripts, and browsing history, all locally… | No signals yet | No one-command install · Source | |
| 2439 | Unranked | obsidian-bridgemcp · search | Connects Codex and compatible ChatGPT desktop plugin hosts to local Obsidian vaults for search, reading, and optional note creation/appending. | No signals yet | No one-command install · Source | |
| 2440 | Unranked | ebooksdepositorymcp · search | Enables searching over 500,000 ebooks and audiobooks, finding independent bookshops that sell each title, and accessing developer documentation… | No signals yet | No one-command install · Source | |
| 2441 | Unranked | onec-config-mcpmcp · search | Enables searching through 1C:Enterprise configuration source code (XML+BSL) with full-text indexing, providing tools to find code, metadata objects… | No signals yet | No one-command install · Source | |
| 2442 | Unranked | healthleader-climcp · search | Agent-native directory of healthcare conferences enabling AI agents and humans to search, list, and retrieve conference details via natural language… | No signals yet | No one-command install · Source | |
| 2443 | Unranked | zileo-docsmcp · search | MCP server for indexing, semantic search, and generation of multi-format documents. Exposes 13 tools over JSON-RPC 2.0 so an LLM can search your local… | No signals yet | No one-command install · Source | |
| 2444 | Unranked | memory-servicemcp · search | Provides self-hosted, versioned project memory with full-text and vector search, enabling search, retrieval, upsertion, and history management of… | No signals yet | No one-command install · Source | |
| 2445 | Unranked | akbridge-mcp-servermcp · search | Connects AKShare's extensive financial data interfaces to the Model Context Protocol (MCP), enabling LLM clients and agents to search, describe, and… | No signals yet | No one-command install · Source | |
| 2446 | Unranked | codeindexmcp · search | Serves a repo-indexing engine over stdio with tools for scanning, graph analysis, symbol extraction, caller lookup, and grep. | No signals yet | No one-command install · Source | |
| 2447 | Unranked | keplero-hotelsmcp · search | MCP server that provides hotel search over a PDF-extracted catalog using ChromaDB vector retrieval. Offers a single search_hotels tool returning up to… | No signals yet | No one-command install · Source | |
| 2448 | Unranked | gth-intelligence-substance-abuse-treatment-findermcp · search | Search 12,338 curated, SAMHSA-sourced addiction treatment facilities across all 50 US states. | No signals yet | No one-command install · Source | |
| 2449 | Unranked | cangjie-knowledge-mcpmcp · search | MCP server for Cangjie knowledge retrieval, enabling Java-to-Cangjie translation with API search, class members, examples, Java mappings, and error… | No signals yet | No one-command install · Source | |
| 2450 | Unranked | notes-rag-mcp-servermcp · search | Enables semantic search over personal markdown notes by indexing them into a vector database and exposing search, reindex, and status tools via MCP. | No signals yet | No one-command install · Source | |
| 2451 | Unranked | qdrant-codebase-mcpmcp · search | Indexes codebases into Qdrant for semantic search, enabling AI assistants to find relevant code by meaning without re-exploring the repo. | No signals yet | No one-command install · Source | |
| 2452 | Unranked | governed-rag-mcpmcp · search | Provides governed retrieval over MCP with hybrid search, strict confidence gating, and access control, exposing three read-only tools. | No signals yet | No one-command install · Source | |
| 2453 | Unranked | webx-mcpmcp · search | Local on-demand web search and page reading for coding agents via SearXNG, with SSRF-protected fetching and Markdown extraction. | No signals yet | No one-command install · Source | |
| 2454 | Unranked | wafergraph-mcpmcp · search | Provides read-only access to wafergraph.com's semiconductor and AI supply-chain dataset, enabling search and retrieval of companies, segments, supply… | No signals yet | No one-command install · Source | |
| 2455 | Unranked | seeyangzhi-heroiconsmcp · search | Exposes the Heroicons library for searching, listing, and generating usage examples of icons in React applications | No signals yet | No one-command install · Source | |
| 2456 | Unranked | mcp-server-104mcp · search | Enables natural-language search and retrieval of Taiwan 104 job bank listings, including job details and company-specific openings, with filters for… | No signals yet | No one-command install · Source | |
| 2457 | Unranked | charlotte-food-grades-mcpmcp · search | Query food inspection grades and violations for Charlotte/Mecklenburg County, NC, with tools for searching establishments, getting details, finding… | No signals yet | No one-command install · Source | |
| 2458 | Unranked | linggenmcp · search | Local-first memory layer for AI assistants with semantic codebase search | No signals yet | No one-command install · Source | |
| 2459 | Unranked | imap-2-mcpmcp · search | Enables AI clients to search IMAP mailboxes with live access and a full-text index covering email bodies and attachments (PDF, DOCX, XLSX, text). | No signals yet | No one-command install · Source | |
| 2460 | Unranked | annolux-mcpmcp · search | Enables AI agents to run curated English and Chinese web searches through a single search_web MCP tool, returning each result with explicit fetched_at… | No signals yet | No one-command install · Source | |
| 2461 | Unranked | ldap-mcpmcp · search | MCP server for read-only LDAP directory operations, enabling search, entry retrieval, schema browsing, and comparison via natural language. | No signals yet | No one-command install · Source | |
| 2462 | Unranked | mcp-web-research-agentmcp · search | Enables a local AI assistant to search the web via DuckDuckGo, fetch and extract readable text from web pages, and save research notes as Markdown… | No signals yet | No one-command install · Source | |
| 2463 | Unranked | instahyre-mcpmcp · search | Provides MCP tools for job search, inbound recruiter activity triage, conversation inbox access, and guarded profile updates. | No signals yet | No one-command install · Source | |
| 2464 | Unranked | whatsapp-mcp-localmcp · search | Provides Claude with read-only access to your WhatsApp chat history entirely on your local machine, enabling natural language search, summarization… | No signals yet | No one-command install · Source | |
| 2465 | Unranked | entra-permissions-mcp-servermcp · search | Provides Microsoft Entra ID / Graph permissions data to AI agents, enabling search and retrieval of application and delegated permissions as well as… | No signals yet | No one-command install · Source | |
| 2466 | Unranked | git-topmcp · search | Provides MCP tools to search, compare, and get recommendations for open-source projects from a structured knowledge graph of GitHub data. | No signals yet | No one-command install · Source | |
| 2467 | Unranked | memo-bankmcp · search | Enables agents to query a git-native markdown corpus for the specs governing a file in about two reads, plus supports lexical topic search with… | No signals yet | No one-command install · Source | |
| 2468 | Unranked | leadgen-mcpmcp · search | Provides lead generation and enrichment tools for AI agents, including Romanian business registry lookups, company/director searches, website contact… | No signals yet | No one-command install · Source | |
| 2469 | Unranked | datacronmcp · search | Local MCP server for querying and maintaining a Markdown vault. Provides full-text search, backlinks, note retrieval, and optional confined write… | No signals yet | No one-command install · Source | |
| 2470 | Unranked | arl-dms-mcp-servermcp · search | Exposes the AKIJ Resources Document Management System to MCP clients, enabling search, listing, and retrieval of documents across risk databases… | No signals yet | No one-command install · Source | |
| 2471 | Unranked | gsc-seo-mcpmcp · search | Secure, read-only Google Search Console MCP server with exact property allowlists and a hardened TypeScript runtime. | No signals yet | No one-command install · Source | |
| 2472 | Unranked | luisa-sys-lyra-profilesmcp · search | Access and manage Lyra user profiles, search by name or location, get gift recommendations, and generate personality insights. | No signals yet | No one-command install · Source | |
| 2473 | Unranked | ceph-doc-kbmcp · search | Enables semantic and keyword search of Ceph documentation with version-aware, component-scoped indices, supporting command lookup and code example… | No signals yet | No one-command install · Source | |
| 2474 | Unranked | cite-caddymcp · search | Provides full read/write access to Zotero libraries through 36 MCP tools, including search, add, tag, update, delete, and move operations for items… | No signals yet | No one-command install · Source | |
| 2475 | Unranked | simple-jobmcp · search | Enables delegating checkable subtasks such as summarization, search-and-summarize, and file downloads to a local OpenAI-compatible model, with… | No signals yet | No one-command install · Source | |
| 2476 | Unranked | pplx-custom-mcpmcp · search | Provides Perplexity-powered search and page extraction tools that work without a headless browser, optimized for communities, forums, game stores, and… | No signals yet | No one-command install · Source | |
| 2477 | Unranked | shakespeare-monologues-mcpmcp · search | Enables search and retrieval of Shakespeare monologue metadata including character, play, first line, and paraphrases through various tools. | No signals yet | No one-command install · Source | |
| 2478 | Unranked | data-refinerymcp · search | Enables AI agents to query structured data refined from unstructured web sources, including developer breaking changes, B2B pricing matrices… | No signals yet | No one-command install · Source | |
| 2479 | Unranked | jobfindermcp · search | Enables AI-powered job searching across multiple platforms using natural language or CV uploads, ranking results by shortlisting likelihood and… | No signals yet | No one-command install · Source | |
| 2480 | Unranked | tagmeshmcp · search | Enables querying and managing markdown journal entries via tags, full-text search, and CRUD operations, plus workspace statistics, through a native… | No signals yet | No one-command install · Source | |
| 2481 | Unranked | prefeitura-rj-rio-de-janeiro-certid-o-negativa-de-d-bitosmcp · search | Enables users to search official Certidão Negativa de Débitos (negative debt certificates) from Rio de Janeiro's city government via a single… | No signals yet | No one-command install · Source | |
| 2482 | Unranked | portal-da-transpar-ncia-buscamcp · search | Enables querying the Brazilian government's transparency portal (Portal da Transparência) to search official public spending and transparency data… | No signals yet | No one-command install · Source | |
| 2483 | Unranked | jucesp-busca-de-nire-pesquisa-avan-adamcp · search | Enables advanced search of companies in JUCESP by corporate name, object, capital, address, and other filters, returning the NIRE. Works with any MCP… | No signals yet | No one-command install · Source | |
| 2484 | Unranked | tabela-fipemcp · search | Provides vehicle reference prices in Brazil (Tabela FIPE) for cars, motorcycles, and trucks, enabling navigation by brand/model/year, historical price… | No signals yet | No one-command install · Source | |
| 2485 | Unranked | amazon-trends-mcpmcp · search | Provides Amazon search volume trends and growth signals to measure real consumer purchase intent, queryable by AI assistants. | No signals yet | No one-command install · Source | |
| 2486 | Unranked | qmd-mcpmcp · search | A Streamable HTTP MCP server that packages QMD search and document retrieval with bounded index-maintenance operations, without exposing arbitrary… | No signals yet | No one-command install · Source | |
| 2487 | Unranked | code-search-mcpmcp · search | Provides a code search service via MCP, allowing AI clients to perform fast, indexed searches across large codebases using Zoekt, with support for… | No signals yet | No one-command install · Source | |
| 2488 | Unranked | nixmcp · search | Enables AI coding agents to search, read, create, update, and delete notes in a local Obsidian vault through hybrid semantic and lexical retrieval… | No signals yet | No one-command install · Source | |
| 2489 | Unranked | vfs-dms-chatgpt-pluginmcp · search | Enables read-only file-management operations from AI assistants, including health checks, connection and folder listings, search, share-link… | No signals yet | No one-command install · Source | |
| 2490 | Unranked | positive-search-mcpmcp · search | Enables AI agents and their users to retrieve scored news sentiment, narratives, historical readings, and cited sources for Bitcoin, gold, and oil… | No signals yet | No one-command install · Source | |
| 2491 | Unranked | armorialmcp · search | Enables AI agents and humans to resolve, search, and retrieve deterministic, policy-compliant SVG icons from the IconPark library, with explicit… | No signals yet | No one-command install · Source | |
| 2492 | Unranked | vnbdigital-mcpmcp · search | Enables querying German distribution grid operator data from vnbdigital.de and BDEW register, including lookup by ID, postcode, coordinates, and… | No signals yet | No one-command install · Source | |
| 2493 | Unranked | bun-docs-mcpmcp · search | Enables AI agents to search, retrieve, and browse Bun documentation directly from the project's pinned bun-types package. | No signals yet | No one-command install · Source | |
| 2494 | Unranked | baritone-docs-mcpmcp · search | Provides fuzzy search, read, and refresh capabilities for Baritone documentation through the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 2495 | Unranked | setlistmcpmcp · search | Enables AI assistants to search for and retrieve concert setlists from setlist.fm by artist, city, and date, and to view full setlists with songs… | No signals yet | No one-command install · Source | |
| 2496 | Unranked | libreleaf-mcpmcp · search | Enables searching for lawful, free-to-read books across multiple open catalogues and resolving access routes (download, read, borrow, preview) via MCP… | No signals yet | No one-command install · Source | |
| 2497 | Unranked | keyword-research-mcpmcp · search | Enables retrieval and normalization of Google Ads keyword-planning evidence. | No signals yet | No one-command install · Source | |
| 2498 | Unranked | howto-mcpmcp · search | A Model Context Protocol server for querying and reading articles from a how-to documentation portal, with search and retrieval tools scoped to the… | No signals yet | No one-command install · Source | |
| 2499 | Unranked | opensolr-mcpmcp · search | Provides managed Apache Solr search as MCP tools, enabling hybrid retrieval, server-side GPU embeddings, document indexing, and grounded RAG answers… | No signals yet | No one-command install · Source | |
| 2500 | Unranked | vhdl-rag-mcpmcp · search | Provides coding agents with hybrid semantic and exact-identifier search across VHDL source, documentation, and general code, with cross-referencing… | 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.