Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2901 | Unranked | bigosmcp · search | Enables fully local, cross-lingual retrieval over documents and source code by indexing files and providing search and ingest tools, with all data… | No signals yet | No one-command install · Source | |
| 2902 | Unranked | product-catalog-mcpmcp · search | Enables CRUD operations and search on an Excel-backed product catalog, allowing users to list, search, add, update, and delete products. | No signals yet | No one-command install · Source | |
| 2903 | Unranked | dataville-mcpmcp · search | Enables MCP clients to query Dataville's data sources using tools like list_dataville_sources and search_dataville. | No signals yet | No one-command install · Source | |
| 2904 | Unranked | corpus-iurismcp · search | Enables AI agents to search Mexican federal and state statutes, Supreme Court theses, and precedents, returning verifiable citations with dated… | No signals yet | No one-command install · Source | |
| 2905 | Unranked | ommcp · search | Enables AI assistants to interact with a Markdown-based knowledge base with backlinks, tags, and full-text search, supporting note creation, reading… | No signals yet | No one-command install · Source | |
| 2906 | Unranked | perfume-picks-mcp-servermcp · search | Read-only MCP server for the Perfume Picks fragrance database, enabling fragrance search, detailed note pyramids, curated dupes, similar scents… | No signals yet | No one-command install · Source | |
| 2907 | Unranked | geekmonks-mcp-bookmarksmcp · search | Enables local bookmark management via MCP with tools to list, add, and search bookmarks, plus optional resources and a summarization prompt. | No signals yet | No one-command install · Source | |
| 2908 | Unranked | flightmcp · search | Enables flight search and Google Maps directions via SerpApi. | No signals yet | No one-command install · Source | |
| 2909 | Unranked | hgb-basel-mcp-servermcp · search | Enables querying the Historisches Grundbuch Basel corpus, including full-text search, person lookups, and property dossier retrieval, through… | No signals yet | No one-command install · Source | |
| 2910 | Unranked | session-memorymcp · search | An MCP server for persistent session context, user preferences, project conventions, and indexed state, with features like full-text search, task… | No signals yet | No one-command install · Source | |
| 2911 | Unranked | mcp-intelligence-contextmcp · search | Provides codebase indexing and retrieval tools that give AI agents token-efficient, query-relevant context packages (symbols, imports, and… | No signals yet | No one-command install · Source | |
| 2912 | Unranked | gdebenzmcp · search | Enables AI assistants to query real-time fuel availability (92/95/98/100/diesel) at Russian petrol stations from two crowd-sourced maps, including… | No signals yet | No one-command install · Source | |
| 2913 | Unranked | self-rag-mcpmcp · search | Enables self-reflective retrieval-augmented generation with LLM-driven retrieval decisions, document relevance grading, answer grounding verification… | No signals yet | No one-command install · Source | |
| 2914 | Unranked | ai-readinessmcp · search | Check whether a website is visible to AI search engines (ChatGPT, Perplexity, Claude, Google AI Overviews). Returns a 0-100 readiness score, a grade… | No signals yet | No one-command install · Source | |
| 2915 | Unranked | cartograph-mcpmcp · search | Exposes a focused widget workflow for agents, enabling search, inspect, install, create, validate, checkin, and configuration of Cartograph widgets… | No signals yet | No one-command install · Source | |
| 2916 | Unranked | agent-utils-mcpmcp · search | Provides six general-purpose utilities (geocoding, reverse geocoding, weather, web search, URL-to-Markdown, secure random) as paid MCP tools, with… | No signals yet | No one-command install · Source | |
| 2917 | Unranked | pgroonga-mcpmcp · search | Provides read-only PostgreSQL search and diagnostics over Model Context Protocol, using PGroonga indexes for full-text search, normalization, and… | No signals yet | No one-command install · Source | |
| 2918 | Unranked | playbookmcp · search | Enables agents to search, create, edit, and step through JSON-based procedures with intent-driven search and step-by-step execution. | No signals yet | No one-command install · Source | |
| 2919 | Unranked | graph-mail-mcpmcp · search | Enables controlled Microsoft 365 mail workflows including search, read, thread, attachment, and managed draft operations through Microsoft Graph… | No signals yet | No one-command install · Source | |
| 2920 | Unranked | mcp-linearmcp · search | Enables reading and managing Linear issues by human-readable ID, with tools for searching, creating, updating, commenting, and resolving teams… | No signals yet | No one-command install · Source | |
| 2921 | Unranked | enable-nz-mcpmcp · search | Enables full-text search and retrieval of public content from enable.co.nz via MCP tools. | No signals yet | No one-command install · Source | |
| 2922 | Unranked | aiarchitect-blog-mcpmcp · search | Provides read-only MCP tools to search and retrieve articles from the AI Architect Korean tech blog, covering topics like MCP, AI agents, and… | No signals yet | No one-command install · Source | |
| 2923 | Unranked | feast-mcpmcp · search | MCP server that proxies to a Feast feature server, exposing tools for online feature retrieval, vector search, push, and materialization while… | No signals yet | No one-command install · Source | |
| 2924 | Unranked | mcp-server-wikipediamcp · search | Enables efficient Wikipedia access through a progressive retrieval strategy that minimizes token usage by searching, summarizing, and fetching only… | No signals yet | No one-command install · Source | |
| 2925 | Unranked | smu-rule-mcpmcp · search | Enables AI assistants to search and retrieve Sangmyung University regulations, articles, and forms from the university's rule management system. | No signals yet | No one-command install · Source | |
| 2926 | Unranked | occ-gis-mcpmcp · search | MCP server that provides AI assistants access to Oklahoma Corporation Commission public GIS datasets, enabling dataset search, layer metadata… | No signals yet | No one-command install · Source | |
| 2927 | Unranked | sonovault-mcpmcp · search | Provides access to the SonoVault music metadata API, enabling search and retrieval of information about 90M+ tracks, artists, labels, and releases… | No signals yet | No one-command install · Source | |
| 2928 | Unranked | kriteriusmxmcp · search | Enables Claude to search and retrieve legal sources from Mexican and inter-American courts (SCJN, TFJA, DOF, Corte IDH) with complete citations and… | No signals yet | No one-command install · Source | |
| 2929 | Unranked | concord-mcpmcp · search | Enables MCP clients to look up Bible verses, perform semantic search, and access original-language word study through a local Concord instance… | No signals yet | No one-command install · Source | |
| 2930 | Unranked | mcp-web-search-2mcp · search | Provides web search and page fetching capabilities via Serper.dev or DuckDuckGo, deployable on Render with SSE transport. | No signals yet | No one-command install · Source | |
| 2931 | Unranked | repo-map-mcpmcp · search | Maintains a self-updating JSON index of repository files, functions, and descriptions so agents can query relevant files instead of grepping the tree. | No signals yet | No one-command install · Source | |
| 2932 | Unranked | talentbridge-lebanonmcp · search | MCP server for the TalentBridge Lebanon career-matching platform, offering job search, job retrieval, skill gap assessment, and job index statistics. | No signals yet | No one-command install · Source | |
| 2933 | Unranked | zhihu-scraper-mcpmcp · search | Provides full-text retrieval of Zhihu answers/articles, complete comment trees, and type-specific search (questions, articles, users, topics) by… | No signals yet | No one-command install · Source | |
| 2934 | Unranked | study-assistantmcp · search | Converts syllabus documents into a searchable study knowledge base. Provides MCP tools to list available syllabi and retrieve structured summaries and… | No signals yet | No one-command install · Source | |
| 2935 | Unranked | icfmcpmcp · search | Enables AI assistants to search, summarize, and retrieve records from ICF knowledge files using tag-based and full-text search, with support for ICX… | No signals yet | No one-command install · Source | |
| 2936 | Unranked | my-askai-mcpsmcp · search | Provides read-only Model Context Protocol tools for My AskAI, enabling documentation search, filesystem queries, and pricing estimates. | No signals yet | No one-command install · Source | |
| 2937 | Unranked | agentic-support-agent-mcpmcp · search | Enables AI agents to check order statuses, retrieve FAQ policy answers via RAG, and create/manage support tickets, all based on the e-commerce support… | No signals yet | No one-command install · Source | |
| 2938 | Unranked | sansfiction-mcpmcp · search | Sansfiction library search and management | No signals yet | No one-command install · Source | |
| 2939 | Unranked | wangsu-terraform-knowledge-base-mcp-servermcp · search | A retrieval-only MCP server that searches a vectorized Wangsu Terraform Provider documentation knowledge base and returns relevant snippets with rules… | No signals yet | No one-command install · Source | |
| 2940 | Unranked | mdmemmcp · search | Provides a hierarchical memory management system using Markdown files. Enables creating, reading, linking, splitting, and archiving memory files with… | No signals yet | No one-command install · Source | |
| 2941 | Unranked | mcp-recipe-shopping-listmcp · search | Reads recipes from food.ru, searches products on magnit.ru, and compiles a shopping list with prices and direct product links. | No signals yet | No one-command install · Source | |
| 2942 | Unranked | doc-searchmcp · search | MCP server for hybrid documentation search (keyword + vector) and RAG chat, enabling natural language queries with cited answers from indexed… | No signals yet | No one-command install · Source | |
| 2943 | Unranked | easygroupflights-mcpmcp · search | Provides group air travel booking and flight search via IATA-accredited services, supporting group quotes and flight fares. | No signals yet | No one-command install · Source | |
| 2944 | Unranked | jira-confluence-mcpmcp · search | This MCP server provides unified read/write access to Jira Cloud tickets and Confluence Cloud pages, enabling search, retrieval, and updates. It… | No signals yet | No one-command install · Source | |
| 2945 | Unranked | zhiji-memorymcp · search | Provides brain-inspired long-term memory for MCP clients, enabling persistent user understanding across sessions with Chinese-optimized hybrid… | No signals yet | No one-command install · Source | |
| 2946 | Unranked | homechecker-guides-mcpmcp · search | Provides read-only access to Homechecker's Australian residential-building guidance corpus, with tools for listing, searching, retrieving guides, and… | No signals yet | No one-command install · Source | |
| 2947 | Unranked | marrine-rag-mcp-servermcp · search | Enables hybrid retrieval from a local knowledge base by ingesting PDFs, generating embeddings via Ollama, and querying through MCP tools such as… | No signals yet | No one-command install · Source | |
| 2948 | Unranked | journal-ragmcp · search | Hybrid retrieval MCP server for searching team markdown journals using BM25 and local vector embeddings, with tools for search, browse, and regex… | No signals yet | No one-command install · Source | |
| 2949 | Unranked | promptflow-mcpmcp · search | A Model Context Protocol server for prompt template management, enabling storage, versioning, search, and rendering of prompt templates via MCP tools. | No signals yet | No one-command install · Source | |
| 2950 | Unranked | jobhunt-mcpmcp · search | Turns Claude into a job-search operations manager: searches live job boards, tracks applications in Google Sheets, manages follow-ups and contacts… | No signals yet | No one-command install · Source | |
| 2951 | Unranked | tutu-mcpmcp · search | Enables searching for buses and trains, and when direct routes are unavailable, it provides the underlying data needed to assemble multi-leg… | No signals yet | No one-command install · Source | |
| 2952 | Unranked | glongus-mcpmcp · search | Enables AI agents to search, inspect, and purchase physical goods on an escrow-secured marketplace, including listing search, agent reputation checks… | No signals yet | No one-command install · Source | |
| 2953 | Unranked | historical-kb-mcpmcp · search | Stores and retrieves completed defect-triage analyses to find similar past defects during new ticket triage. Provides tools for storing, searching… | No signals yet | No one-command install · Source | |
| 2954 | Unranked | nist-rag-mcp-servermcp · search | A local FastMCP STDIO server exposing two tools (ask_nist_rag and get_nist_visual) and one read-only resource (nist://visuals/catalog) that provides… | No signals yet | No one-command install · Source | |
| 2955 | Unranked | sql-template-mcpmcp · search | MCP server for managing and retrieving reusable SQL templates with semantic search, enabling a workflow of generation, retrieval, and templating. | No signals yet | No one-command install · Source | |
| 2956 | Unranked | auditsocials-glossary-mcpmcp · search | Provides AI assistants with a curated glossary of 212 advertising and platform-policy terms, enabling accurate definitions and search with source… | No signals yet | No one-command install · Source | |
| 2957 | Unranked | mcp-docs-askmcp · search | Local RAG MCP server for documentation that indexes markdown repos (local paths or git URLs) and provides retrieval-only tools (ask_docs, list_docs… | No signals yet | No one-command install · Source | |
| 2958 | Unranked | document-assistantmcp · search | Enables natural language search and analysis of uploaded PDF, CSV, and Excel documents using retrieval-augmented generation and MCP tools, providing… | No signals yet | No one-command install · Source | |
| 2959 | Unranked | citlyzemcp · search | Read-only access to your Citlyze AI search visibility workspace: visibility scores, tracked prompts, citations, competitor comparison… | No signals yet | No one-command install · Source | |
| 2960 | Unranked | grok-web-search-mcpmcp · search | A lean FastMCP server that wraps xAI's web_search and x_search tools for MCP hosts, enabling live web and X search with citations. | No signals yet | No one-command install · Source | |
| 2961 | Unranked | rei-verifymcp · search | A verification infrastructure and MCP server that specializes in refutation (negation) rather than generation, providing tools for counterexample… | No signals yet | No one-command install · Source | |
| 2962 | Unranked | salesforce-mcp-jsforcemcp · search | Enables SOQL queries, SOSL search, and record CRUD operations on a single Salesforce org via MCP, with optional read-only mode. | No signals yet | No one-command install · Source | |
| 2963 | Unranked | research-toolsmcp · search | Exposes web search and page fetching tools via the MCP protocol, allowing integration with AI editors like Cursor for autonomous research workflows. | No signals yet | No one-command install · Source | |
| 2964 | Unranked | ris-mcpmcp · search | MCP server that exposes Austrian federal law (Bundesrecht) to LLMs, enabling full-text search, paragraph retrieval, historical versions, statute… | No signals yet | No one-command install · Source | |
| 2965 | Unranked | db-tools-mcpmcp · search | Exposes SQL Server and Snowflake schema metadata to AI coding agents, enabling schema search, join path discovery, and stored procedure metadata… | No signals yet | No one-command install · Source | |
| 2966 | Unranked | mcp-web-search-promcp · search | An extended, self-hosted web research server for MCP-compatible clients that provides tools for web search, page fetching, JavaScript rendering… | No signals yet | No one-command install · Source | |
| 2967 | Unranked | xhs-comment-analyzermcp · search | Enables AI clients to search Xiaohongshu notes by brand and category, batch extract comments, and perform keyword/sentiment/heat analysis, with… | No signals yet | No one-command install · Source | |
| 2968 | Unranked | mapa-societariomcp · search | Search Spanish companies, directors and corporate relationships from official BORME registry filings — ~3.2M companies since 2009. Read-only… | No signals yet | No one-command install · Source | |
| 2969 | Unranked | dart-search-mcpmcp · search | Enables searching corporate disclosures from Korea's DART system, including company info, financial statements, and disclosure search. | No signals yet | No one-command install · Source | |
| 2970 | Unranked | filings-searchmcp · search | Enables AI agents to search, retrieve, and analyze SEC 10-K filings with hybrid BM25+kNN retrieval, per-claim citations, and strict numeric grounding… | No signals yet | No one-command install · Source | |
| 2971 | Unranked | wuxianpi-hubmcp · search | MCP server for WuxianPi Hub, enabling search and retrieval of rescue plugin information, versions, documentation, and comments through natural… | No signals yet | No one-command install · Source | |
| 2972 | Unranked | wuxianpi-rescuemcp · search | MCP server for WuxianPi Rescue, enabling search and retrieval of rescue plugins, their documentation, and user comments via natural language. | No signals yet | No one-command install · Source | |
| 2973 | Unranked | veloxragmcp · search | A provider-neutral RAG service for agents offering knowledge base management, dense retrieval, and answer generation via an MCP server. | No signals yet | No one-command install · Source | |
| 2974 | Unranked | rag-chat-assistant-mcp-servermcp · search | Enables document Q&A and knowledge retrieval through hybrid semantic and keyword search, with tools for document ingestion, chunking, summarization… | No signals yet | No one-command install · Source | |
| 2975 | Unranked | localrag-mcpmcp · search | Enables local document semantic search and retrieval for DeepSeek Harness agents, with source citations and fully local embedding without external… | No signals yet | No one-command install · Source | |
| 2976 | Unranked | codebase-rag-mcpmcp · search | A local-first MCP server that indexes code repositories and enables AI assistants to search, fetch, and navigate code using BM25 hybrid retrieval… | No signals yet | No one-command install · Source | |
| 2977 | Unranked | travel-mcpmcp · search | Provides mock travel planning tools including flight and hotel search, recommendations, and multi-turn trip drafting. Supports stdio and HTTP… | No signals yet | No one-command install · Source | |
| 2978 | Unranked | cost-of-work-indexmcp · search | Per-unit cost of 13 back-office tasks done by a person vs by software, in the US, Greece and Ukraine, with an official statistic behind every hourly… | No signals yet | No one-command install · Source | |
| 2979 | Unranked | investbrainmcp · search | AI-powered investment discipline tool with investment RAG, behavior pattern mining, memory system, and multi-channel price/condition alerts | No signals yet | No one-command install · Source | |
| 2980 | Unranked | webharvestmcp · search | Enables web search and scraping through MCP, running locally with courtesy rate limiting and caching. | No signals yet | No one-command install · Source | |
| 2981 | Unranked | delivery-mcp-servermcp · search | Enables searching and retrieving delivery program documents (SOW, status reports, QBR notes, risk register) from indexed Chroma collections via MCP… | No signals yet | No one-command install · Source | |
| 2982 | Unranked | hojokin-antenna-mcpmcp · search | Enables AI assistants to search Japanese government subsidies and grants, including archived closed calls and recurring application periods based on… | No signals yet | No one-command install · Source | |
| 2983 | Unranked | marketuamcp · search | Search Ukrainian marketplaces (OLX, Hotline, Prom; Rozetka via Bright Data MCP) from a plain-language prompt and get structured offers with prices and… | No signals yet | No one-command install · Source | |
| 2984 | Unranked | bigquery-rag-mcp-servermcp · search | A private MCP server that converts natural-language questions into embeddings and performs semantic retrieval over document chunks stored in BigQuery… | No signals yet | No one-command install · Source | |
| 2985 | Unranked | stock-market-research-assistant-mcp-servermcp · search | MCP server that provides stock market research tools including real-time quotes, news search, semantic context retrieval, watchlist management, and… | No signals yet | No one-command install · Source | |
| 2986 | Unranked | mcp-memoriesmcp · search | Captures code build sessions and publishes them to a shared team knowledge base, making past work discoverable via semantic search. | No signals yet | No one-command install · Source | |
| 2987 | Unranked | num-personal-conciergemcp · search | Travel places directory by 5arz: search 2.5M places, submit businesses and promos (human-reviewed). | No signals yet | No one-command install · Source | |
| 2988 | Unranked | tachikoma-game-design-mcpmcp · search | A read-only MCP server that enables semantic search over a Chroma library of narrative and game design content, using multilingual embeddings… | No signals yet | No one-command install · Source | |
| 2989 | Unranked | imessage-indexmcp · search | A local-first iMessage retrieval system that serves hybrid full-text and vector search over an MCP server, enabling an AI assistant to answer… | No signals yet | No one-command install · Source | |
| 2990 | Unranked | n8n-forum-mcpmcp · search | Enables AI agents to search and read solved threads from the n8n community forum for vetted solutions. | No signals yet | No one-command install · Source | |
| 2991 | Unranked | yargi-mcp-nvidia-semanticmcp · search | MCP server for Turkish legal semantic search using NVIDIA nv-embed-v1 embeddings, with rate-limit resilience and query embedding caching for fast RAG… | No signals yet | No one-command install · Source | |
| 2992 | Unranked | qbittorrent-readonly-mcpmcp · search | Provides read-only MCP tools for qBittorrent diagnostics, enabling health checks, torrent listing, detail retrieval, and problem analysis via local… | No signals yet | No one-command install · Source | |
| 2993 | Unranked | graphrag-typescript-mcp-toolsmcp · search | An MCP server that connects AI assistants to a Neo4j graph database, enabling querying of movie data through tools like graph statistics, genre-based… | No signals yet | No one-command install · Source | |
| 2994 | Unranked | japan-market-mcpmcp · search | Enables AI agents to search and compare prices across Japanese used camera, watch, luxury brand, and instrument marketplaces from multiple stores… | No signals yet | No one-command install · Source | |
| 2995 | Unranked | unity-manual-mcpmcp · search | Local MCP server that serves a local Unity documentation install to AI assistants, enabling full-text search and retrieval of Unity Manual and Script… | No signals yet | No one-command install · Source | |
| 2996 | Unranked | webpulsemcp · search | Enables live web retrieval through MCP, allowing Claude to fetch and extract current web information with validations, SSRF protections, and… | No signals yet | No one-command install · Source | |
| 2997 | Unranked | rentsy-mcpmcp · search | Enables AI assistants to search, book, and manage rentals on Rentsy.com.au, Australia's rental marketplace, through natural language. | No signals yet | No one-command install · Source | |
| 2998 | Unranked | io-github-1nzpainter-painting-lessonsmcp · search | Search transcribed painting lessons from mypaintingclub.com using natural-language questions, returning relevant passages with links to lessons and… | No signals yet | No one-command install · Source | |
| 2999 | Unranked | dsh-feedmcp · search | Provides aggregated plugin index data from GitHub and npm as an MCP server, enabling search, stats, and sync via natural language or commands. | No signals yet | No one-command install · Source | |
| 3000 | Unranked | knowzmcp · search | Enables AI agents to connect to hosted Knowz vaults via MCP for knowledge management, supporting operations like search, save, browse, and amend. | 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.