Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2801 | Unranked | policy-rag-mcp-servermcp · search | Enables natural-language question answering over Australian government policy documents with grounded, source-cited responses and a tool to list… | No signals yet | No one-command install · Source | |
| 2802 | Unranked | drag-race-mcpmcp · search | An MCP server for Drag Race knowledge, enabling search of queens, seasons, episodes, winners, and comparisons. It provides structured information… | No signals yet | No one-command install · Source | |
| 2803 | Unranked | openbnb-mcp-server-airbnbmcp · search | Enables Airbnb searches with location, date, guest, price, and property type filters, and retrieval of detailed listing information such as amenities… | No signals yet | No one-command install · Source | |
| 2804 | Unranked | ed-tech-system-mcpmcp · search | Domain-Driven MCP server for ed-tech workflows, exposing validated MCP tools backed by LangGraph agents, Supabase document retrieval, web search, and… | No signals yet | No one-command install · Source | |
| 2805 | Unranked | codex-harness-mcpmcp · search | Enables MCP-compatible AI clients to invoke CLI-driven agent tools over Streamable HTTP, including shell execution, file operations, patching, image… | No signals yet | No one-command install · Source | |
| 2806 | Unranked | belex-mcp-servermcp · search | Provides AI assistants with citable access to Bernese laws (BSG) and administrative court rulings (Verwaltungsgericht Bern) via search, retrieval by… | No signals yet | No one-command install · Source | |
| 2807 | Unranked | vac-product-recommend-mcpmcp · search | Searches Ctrip group tour products by keyword and filters, recommends top picks by rating/sales/price, and returns Markdown tables with links. | No signals yet | No one-command install · Source | |
| 2808 | Unranked | garmin-cn-mcpmcp · search | Provides read-only access to a China-region Garmin Connect account, enabling retrieval of daily summaries, sleep, heart rate, HRV, training readiness… | No signals yet | No one-command install · Source | |
| 2809 | Unranked | ai-knowledge-base-mcp-servermcp · search | Provides read-only hybrid RAG search and discovery over a local-first AI knowledge corpus, enabling semantic and keyword search, browse, digest, and… | No signals yet | No one-command install · Source | |
| 2810 | Unranked | agentflow-mcpmcp · search | Provides enterprise architecture knowledge tools that ground agents in curated patterns, enabling translation of messy enterprise asks into realistic… | No signals yet | No one-command install · Source | |
| 2811 | Unranked | two-tower-recsys-mcpmcp · search | Provides four MCP tools for neural retrieval: personalized user recommendations, item-to-item similarity, cold-start text search, and explainable… | No signals yet | No one-command install · Source | |
| 2812 | Unranked | xinplugin-chroma-fastmcpmcp · search | Enables agents to retrieve and cite text from MinIO-hosted knowledge bases by indexing PDF/txt/md documents into Chroma and exposing search… | No signals yet | No one-command install · Source | |
| 2813 | Unranked | ticketdesk-mcpmcp · search | Enables AI assistants to search and retrieve support tickets, add notes, close tickets, and access SLA policies through MCP tools, resources, and… | No signals yet | No one-command install · Source | |
| 2814 | Unranked | 7dayragmcp · search | Provides MCP tools for hybrid knowledge base search, grounded Q&A with citations, agent execution, and ticket/account lookups. | No signals yet | No one-command install · Source | |
| 2815 | Unranked | cloud-jira-mcpmcp · search | Enables management of multiple Jira Cloud instances through MCP, including workspace linking, issue creation and editing, workflow transitions… | No signals yet | No one-command install · Source | |
| 2816 | Unranked | hukuk-mcpmcp · search | MCP server for searching Turkish legal texts using ChromaDB, with PDF indexing and Claude Desktop support. | No signals yet | No one-command install · Source | |
| 2817 | Unranked | islamqa-org-mcpmcp · search | Enables MCP clients to search and retrieve sourced Islamic fatwas from IslamQA.org, filtering by madhhab and institution, with full citations and… | No signals yet | No one-command install · Source | |
| 2818 | Unranked | comfyui-reddit-support-findermcp · search | Enables read-only, user-initiated searches of public r/comfyui troubleshooting discussions, returning titles, excerpts, and direct Reddit links to… | No signals yet | No one-command install · Source | |
| 2819 | Unranked | qualitypilotmcp · search | Enables querying quality procedures in natural language, retrieving relevant passages via RAG, and calculating supplier KPIs such as PPM and… | No signals yet | No one-command install · Source | |
| 2820 | Unranked | skill-intelligence-agentmcp · search | Enables external clients to query a vector knowledge base about skills and roles through an MCP retrieval tool, supporting RAG-based question… | No signals yet | No one-command install · Source | |
| 2821 | Unranked | voila-groceries-mcpmcp · search | Voila.ca groceries MCP for card management, product search and order history analysis | No signals yet | No one-command install · Source | |
| 2822 | Unranked | troedlermcp · search | Enables searching multiple second-hand marketplaces simultaneously from a local command line or AI assistant, providing unified results with pricing… | No signals yet | No one-command install · Source | |
| 2823 | Unranked | contextdmcp · search | Enables AI coding agents to retrieve developer context, semantic memory, decisions, and checkpoints across sessions through hybrid full-text and… | No signals yet | No one-command install · Source | |
| 2824 | Unranked | boop-mcp-ragmcp · search | Enables local RAG orchestration with MCP, providing context retrieval, in-memory text ingestion, explicit tool invocation, and transport-neutral tool… | No signals yet | No one-command install · Source | |
| 2825 | Unranked | imo-rules-mcpmcp · search | Provides offline semantic search and reading of IMO maritime rules (SOLAS, MARPOL, STCW, etc.) to AI clients via MCP. | No signals yet | No one-command install · Source | |
| 2826 | Unranked | etim-jsonmcp · search | Provides read-only MCP tools to query the ETIM classification model, enabling AI agents to search classes, retrieve feature/unit definitions, and look… | No signals yet | No one-command install · Source | |
| 2827 | Unranked | hls-mcpmcp · search | MCP server for the Historical Dictionary of Switzerland (HLS), enabling full-text search and retrieval of biographical, geographical, and topical… | No signals yet | No one-command install · Source | |
| 2828 | Unranked | gb-eli-mcpmcp · search | Enables searching and retrieval of UK legislation (Acts, Statutory Instruments) from legislation.gov.uk with persistent identifiers and verifiable… | No signals yet | No one-command install · Source | |
| 2829 | Unranked | dk-eli-mcpmcp · search | Provides access to Danish legislation from Retsinformation.dk, enabling retrieval of act metadata, full text, and recent changes with verifiable… | No signals yet | No one-command install · Source | |
| 2830 | Unranked | co-eli-mcpmcp · search | Enables searching and verifying citations of Colombian Constitutional Court decisions using datos.gov.co open data, returning metadata such as… | No signals yet | No one-command install · Source | |
| 2831 | Unranked | ch-eli-mcpmcp · search | MCP server for Swiss federal legislation metadata via Fedlex, enabling search and retrieval of act details with ELI URIs, SR numbers, and multilingual… | No signals yet | No one-command install · Source | |
| 2832 | Unranked | homeboxmcpmcp · search | Enables natural-language read and write access to a Homebox inventory, including searching and managing items, locations, tags, and attaching files… | No signals yet | No one-command install · Source | |
| 2833 | Unranked | machine-maintenance-agentmcp · search | Enables agents to inspect machine status and sensor anomalies, search maintenance guidance, and create maintenance tickets through controlled MCP… | No signals yet | No one-command install · Source | |
| 2834 | Unranked | eh-index-mcpmcp · search | A read-only MCP server for E-Hentai and ExHentai, enabling gallery search, metadata retrieval, similar-gallery lookup, tag resolution, and… | No signals yet | No one-command install · Source | |
| 2835 | Unranked | gios-air-mcpmcp · search | Enables querying Polish air-quality data from GIOŚ stations by providing tools to list stations, get sensor readings, and retrieve the composite… | No signals yet | No one-command install · Source | |
| 2836 | Unranked | hybrid-rag-memorymcp · search | Enables AI agents to use a hybrid dense+sparse RAG system with tag-based long-term memory (importance, knowledge-type decay, access-frequency boost)… | No signals yet | No one-command install · Source | |
| 2837 | Unranked | decathlon-mcpmcp · search | Enables searching and retrieving product information, reviews, and details from the Decathlon Netherlands website, including suggestions, pricing… | No signals yet | No one-command install · Source | |
| 2838 | Unranked | jcodemunchmcp · search | Enables precise source code retrieval via tree-sitter AST parsing, cutting AI token costs by 86-99% by indexing codebases and fetching only needed… | No signals yet | No one-command install · Source | |
| 2839 | Unranked | openmemkitmcp · search | Enables AI agents to maintain a persistent, queryable memory stored as user-owned Markdown files, with dual-channel retrieval (FTS5 and optional… | No signals yet | No one-command install · Source | |
| 2840 | Unranked | china-policysignalmcp · search | Enables search and discourse analysis over Xi Jinping's publicly available speeches and official statements, including full-text retrieval… | No signals yet | No one-command install · Source | |
| 2841 | Unranked | elkassabgidatamcp · search | Provides AI assistants with direct access to economic statistics, high-frequency US equity bars, and patent/innovation measures, enabling search… | No signals yet | No one-command install · Source | |
| 2842 | Unranked | phenoforgemcp · search | Enables semantic retrieval and assembly of ICD-10-CM value sets from natural language descriptions for clinical cohort definitions. | No signals yet | No one-command install · Source | |
| 2843 | Unranked | wiki-helpermcp · search | Enables querying a Git-stored Markdown wiki by syncing, indexing, and providing tools to list, search, and read documents via MCP. | No signals yet | No one-command install · Source | |
| 2844 | Unranked | pyaterochka-mcp-toolmcp · search | Enables AI assistants and MCP clients to search Pyaterochka stores, browse categories, find products with filters for price, brand, and promotions… | No signals yet | No one-command install · Source | |
| 2845 | Unranked | openhandoff-mcpmcp · search | Enables AI coding agents to persist, share, and retrieve project context locally via plain-text files, with support for capturing, packing, searching… | No signals yet | No one-command install · Source | |
| 2846 | Unranked | fd-find-data-business-mcpmcp · search | Provides login-gated access to FindData's crawled business data, enabling users to read indicators over time, list concepts, search via natural… | No signals yet | No one-command install · Source | |
| 2847 | Unranked | mdgraphmcp · search | Provides MCP tools to scan and navigate markdown repositories, offering graph-based overview, document reading, context retrieval, and orphan… | No signals yet | No one-command install · Source | |
| 2848 | Unranked | librechat-search-mcpmcp · search | Enables LibreChat AI agents to search indexed message history and conversations via MCP tools, with user-scoped access and optional admin search… | No signals yet | No one-command install · Source | |
| 2849 | Unranked | ai-rete-ragmcp · search | Author rules from policy docs, then decide: a Rete engine gives the verdict, an LLM explains why. | No signals yet | No one-command install · Source | |
| 2850 | Unranked | gsc-ga4-mcpmcp · search | Enables Claude Code to read Google Search Console and GA4 data locally with read-only access, and provides combined SEO analysis tools for comparing… | No signals yet | No one-command install · Source | |
| 2851 | Unranked | qdrant-mcp-ollamamcp · search | Enables AI assistants to perform semantic search and retrieval across codebases stored in Qdrant, using Ollama models for GPU-accelerated embeddings. | No signals yet | No one-command install · Source | |
| 2852 | Unranked | mcp-server-basemcp · search | Provides a production-ready Model Context Protocol server with dual STDIO and Streamable HTTP transports, enabling file operations, memory, database… | No signals yet | No one-command install · Source | |
| 2853 | Unranked | getonbrd-mcpmcp · search | Enables AI agents to search and triage LATAM tech job vacancies from the Get on Board public API, with tools for full-text search, filtering by… | No signals yet | No one-command install · Source | |
| 2854 | Unranked | github-repository-analyzermcp · search | Enables natural-language analysis of GitHub repositories by exposing repository metadata, source code retrieval, search, and file reading as MCP… | No signals yet | No one-command install · Source | |
| 2855 | Unranked | 1c-dev-mcpmcp · search | Provides AI assistants in Cursor with local access to 1C platform documentation and XML configuration exports, enabling metadata lookup, BSL code… | No signals yet | No one-command install · Source | |
| 2856 | Unranked | airkorea-realtime-mcpmcp · search | Enables querying real-time air quality measurements, integrated air quality index (CAI), and monitoring station information from Korea's Air Korea… | No signals yet | No one-command install · Source | |
| 2857 | Unranked | seoul-air-emission-facility-mcpmcp · search | Enables natural language queries of Seoul's air pollutant emission facility permit data from the Seoul Open Data Platform, including facility search… | No signals yet | No one-command install · Source | |
| 2858 | Unranked | catalunya-2022-mcp-servermcp · search | Enables to explore and analyze the Catalunya 2022 strategic plan document, including full-text search, section retrieval, and structured access to… | No signals yet | No one-command install · Source | |
| 2859 | Unranked | career-copilot-mcpmcp · search | Enables exploring and analyzing US Data Analyst job postings, offering job search, salary benchmarking, and skill-demand insights through MCP tools… | No signals yet | No one-command install · Source | |
| 2860 | Unranked | picgo-mcpmcp · search | Enables MCP clients to upload local or remote images to PicGo-configured image hosts, reusing existing PicGo configs without the desktop app. Supports… | No signals yet | No one-command install · Source | |
| 2861 | Unranked | langgraph-mcpmcp · search | Provides MCP-compatible hosts with retrieval-augmented access to LangGraph documentation, enabling Claude and other assistants to answer questions… | No signals yet | No one-command install · Source | |
| 2862 | Unranked | aws-knowledge-plusmcp · search | Enables searching and reading AWS knowledge from sources the official AWS Knowledge MCP Server does not index, including re:Post community Q&A… | No signals yet | No one-command install · Source | |
| 2863 | Unranked | fast-h3yunmcp · search | Enables read-only search and retrieval of H3 Yun workbench apps, forms, and business records via mobile and password login, exposing these as FastMCP… | No signals yet | No one-command install · Source | |
| 2864 | Unranked | claude-code-codegraph-harnessmcp · search | Enables bounded, read-only code-graph search, neighbor/impact tracing, and architecture queries through a local offline gateway, while keeping source… | No signals yet | No one-command install · Source | |
| 2865 | Unranked | codeintelmcp · search | Local-first code intelligence for coding agents. Exposes precomputed SCIP navigation, Zoekt lexical search, cross-repo blast radius, and semantic… | No signals yet | No one-command install · Source | |
| 2866 | Unranked | aibrainmcp · search | A personal, offline-first memory for AI assistants that enables them to read, search, and write to a shared folder of Markdown files, so they all… | No signals yet | No one-command install · Source | |
| 2867 | Unranked | free-image-librarymcp · search | Enables keyless search and retrieval of millions of openly-licensed Creative Commons images and audio, with ready-to-paste attribution and… | No signals yet | No one-command install · Source | |
| 2868 | Unranked | video-material-dbmcp · search | Enables AI assistants to search and retrieve structured video material, including dialogue, jokes, story structure, and video details through natural… | No signals yet | No one-command install · Source | |
| 2869 | Unranked | jiri-mcpmcp · search | Enables AI agents to manage Jira Cloud issues through natural language, including searching, creating, updating, commenting, assigning, and… | No signals yet | No one-command install · Source | |
| 2870 | Unranked | opencode-document-rag-mcpmcp · search | Enables local semantic search over PDF, DOCX, PPTX, and EPUB documents by converting them to Markdown, indexing them in ChromaDB, and retrieving… | No signals yet | No one-command install · Source | |
| 2871 | Unranked | context-servermcp · search | A lightweight MCP server for semantic search over markdown knowledge bases, enabling AI coding agents to index, search, and answer questions from… | No signals yet | No one-command install · Source | |
| 2872 | Unranked | med-lit-mcpmcp · search | Enables searching medical literature, clinical trials, drug information, guidelines, and medical fee schedules directly from Claude, returning only… | No signals yet | No one-command install · Source | |
| 2873 | Unranked | com-stierproducts-tier-listsmcp · search | Provides read-only access to stierproducts' aggregated product tier lists and reviews, enabling category listing, product search, and retrieval of… | No signals yet | No one-command install · Source | |
| 2874 | Unranked | leo-tavily-mcpmcp · search | Enables Leo's web_search tool to perform live web searches using the Tavily API, returning structured results as JSON. Configurable via a single API… | No signals yet | No one-command install · Source | |
| 2875 | Unranked | naukri-mcpmcp · search | Enables automation of your own Naukri.com account for job search, job details, applications, saved jobs, profile viewing, and recruiter messaging… | No signals yet | No one-command install · Source | |
| 2876 | Unranked | mentu-navigator-mcpmcp · search | Provides read-only, provenance-first repository navigation for agents and humans, with ranked lexical retrieval, exact query, document handles, symbol… | No signals yet | No one-command install · Source | |
| 2877 | Unranked | mcp-rpg-worldstatemcp · search | Gives an AI game master a persistent memory for tabletop roleplaying games by storing worlds, characters, plots, and scenes. It enables saving… | No signals yet | No one-command install · Source | |
| 2878 | Unranked | desktop-commander-mcpmcp · search | Enables AI assistants to search, update, and manage files, run terminal commands, and automate workflows on a user's computer. | No signals yet | No one-command install · Source | |
| 2879 | Unranked | tot-statemcp · search | Enables persistent storage and retrieval of Tree of Thought search states in PostgreSQL, allowing the travel agent to maintain reasoning context… | No signals yet | No one-command install · Source | |
| 2880 | Unranked | agent-commonsmcp · search | Enables agents to search answered tickets, ask new questions, and answer waiting questions on the shared help desk, while providing read-only… | No signals yet | No one-command install · Source | |
| 2881 | Unranked | ecommerce-retail-rag-mcpmcp · search | Enables e-commerce customer service agents to retrieve product catalog and return/delivery policy documents through multi-source RAG with RRF fusion… | No signals yet | No one-command install · Source | |
| 2882 | Unranked | erc-8126-scan-mcp-servermcp · search | Enables users to search the on-chain index of 378,000+ ERC-8004 agents and read Cybercentry verification results spanning token, code, media, web, and… | No signals yet | No one-command install · Source | |
| 2883 | Unranked | agentic-mcp-gatewaymcp · search | Provides an agentic RAG workflow with tool calling, enabling natural-language retrieval of policy docs, payment searches, and ticket creation over MCP… | No signals yet | No one-command install · Source | |
| 2884 | Unranked | mcp-elasticsearchmcp · search | Enables read-only interaction with Elasticsearch, supporting listing indices, retrieving mappings, and executing search/aggregation queries via MCP. | No signals yet | No one-command install · Source | |
| 2885 | Unranked | mcp-server-gscmcp · search | Enables AI assistants to query and manage Google Search Console data, including search analytics, URL indexing status, and sitemap management, for SEO… | No signals yet | No one-command install · Source | |
| 2886 | Unranked | minipaintermcp · search | Local-first miniature-paint inventory and cross-brand color matching for AI agents. Search 1,607 paints (Citadel, Army Painter, Vallejo, AK), match by… | No signals yet | No one-command install · Source | |
| 2887 | Unranked | vidwords-mcpmcp · search | Search a YouTube video's transcript and get back only the moments that answer the question, each with a clickable timestamp deep link. Also reads the… | No signals yet | No one-command install · Source | |
| 2888 | Unranked | hybrid-rag-projectmcp · search | Enables hybrid retrieval-augmented generation with semantic and keyword search over documents, supporting multiple formats and providing MCP… | No signals yet | No one-command install · Source | |
| 2889 | Unranked | lmstudio-websearchmcp · search | Enables DuckDuckGo web and image search, YouTube video search and playback, and IPTV channel search and playback as MCP tools directly within LM… | No signals yet | No one-command install · Source | |
| 2890 | Unranked | corpus-ragmcp · search | MCP server for local RAG over personal notes, PDFs, and documents, enabling plain-English querying and hybrid search with multi-hop context expansion. | No signals yet | No one-command install · Source | |
| 2891 | Unranked | paper-research-mcpmcp · search | Enables searching PubMed papers by keyword and year range, retrieving abstracts by PMID, and summarizing/interpretation in Korean using Claude. | No signals yet | No one-command install · Source | |
| 2892 | Unranked | eu-tender-mcpmcp · search | Enables searching for EU public-procurement tenders, analyzing cross-border risk, and understanding tender details through tools for CPV code lookup… | No signals yet | No one-command install · Source | |
| 2893 | Unranked | phonothecamcp · search | Search and read your interview transcripts from Claude or any MCP client. Full-text search across every project, speaker-labelled transcripts with… | No signals yet | No one-command install · Source | |
| 2894 | Unranked | ledgermem-mcp-servermcp · search | Enables persistent memory storage and retrieval for MCP clients, allowing AI assistants to remember facts and context across conversations. | No signals yet | No one-command install · Source | |
| 2895 | Unranked | video-evidence-mcpmcp · search | A self-hosted, read-only MCP service that searches public YouTube and Bilibili videos and produces compact evidence packages with verified metadata… | No signals yet | No one-command install · Source | |
| 2896 | Unranked | agent-ops-mcpmcp · search | Provides tools for managing tasks, searching docs, and running a heuristic quality gate to check agent output for common issues before human review. | No signals yet | No one-command install · Source | |
| 2897 | Unranked | ragbuddymcp · search | MCP server that enables coding agents to retrieve project context, semantically search indexed documentation, and read specific documents from… | No signals yet | No one-command install · Source | |
| 2898 | Unranked | itglue-mcpmcp · search | Read-only MCP server for IT Glue that enables natural-language search and retrieval of organizational data, credentials (as secure links), documents… | No signals yet | No one-command install · Source | |
| 2899 | Unranked | zoho-multi-mcpmcp · search | Connects AI assistants to one or more Zoho Mail accounts, enabling read, send, search, reply, and delete operations directly from an AI workflow… | No signals yet | No one-command install · Source | |
| 2900 | Unranked | models-mcpmcp · search | Enables searching, comparing, and inspecting AI models by pricing, context window, and capabilities via the models.dev catalog. | 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.