Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4101 | Unranked | keep-mcpmcp · search | Enables users to create, search, and retrieve Google Keep notes via natural language commands. | No signals yet | No one-command install · Source | |
| 4102 | Unranked | mcp-bookmarkmcp · search | Enables AI assistants to save and search bookmarks with semantic search using OpenAI, allowing storage of URLs with metadata and intelligent retrieval… | No signals yet | No one-command install · Source | |
| 4103 | Unranked | pree-dew-bookmarkmcp · search | Bookmark management with AI-powered semantic search | No signals yet | No one-command install · Source | |
| 4104 | Unranked | jigarvyasidea-mytrip-ai-studiomcp · search | Integrates with SerpAPI and other travel services to provide flight search, hotel booking, event discovery, weather forecasting, currency conversion… | No signals yet | No one-command install · Source | |
| 4105 | Unranked | yintokey-hackernewsmcp · search | Search and retrieve top stories from Hacker News | No signals yet | No one-command install · Source | |
| 4106 | Unranked | contextual-mcp-servermcp · search | Provides RAG (Retrieval-Augmented Generation) capabilities via Contextual AI, enabling query processing and context-aware responses with citations… | No signals yet | No one-command install · Source | |
| 4107 | Unranked | perplexity-web-search-mcpmcp · search | Enables AI assistants to perform real-time web and academic searches using Perplexity's Sonar API. | No signals yet | No one-command install · Source | |
| 4108 | Unranked | public-calendar-mcpmcp · search | Enables AI agents to search and access public calendar data, supporting iCal, CalDAV, and Google Calendar sources with event search, details, and… | No signals yet | No one-command install · Source | |
| 4109 | Unranked | now-mcpmcp · search | Provides time-related tools including current time retrieval, timezone conversion, time formatting, and timezone info via MCP. | No signals yet | No one-command install · Source | |
| 4110 | Unranked | mem0-memory-mcp-servermcp · search | Enables memory storage and retrieval using Mem0, allowing users to store context-specific memories and search through them with relevance scoring. | No signals yet | No one-command install · Source | |
| 4111 | Unranked | huoshui-file-searchmcp · search | Fast file search for macOS using native Spotlight indexing | No signals yet | No one-command install · Source | |
| 4112 | Unranked | stack-over-mcpmcp · search | Provides LLMs with tools to search Stack Overflow for programming solutions, helping ground responses in real-world code examples. | No signals yet | No one-command install · Source | |
| 4113 | Unranked | lottery-mcpmcp · search | Enables retrieval of Taiwan lottery data for a specified month, supporting Super Lotto 638, Lotto 649, Daily Cash 539, and Lotto 4D. | No signals yet | No one-command install · Source | |
| 4114 | Unranked | azure-ai-search-mcp-server-2mcp · search | Enables AI assistants to manage Azure AI Search services, including indexes, documents, indexers, and skillsets, via the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 4115 | Unranked | dev-tools-mcp-servermcp · search | A TypeScript MCP server example providing basic developer tools: hello world greeting, arithmetic calculator, and file information retrieval. | No signals yet | No one-command install · Source | |
| 4116 | Unranked | cogstack-mcp-wrappermcp · search | Enables querying and analyzing medical cohorts from CogStack via the Model Context Protocol, supporting SNOMED-CT search, cohort creation, and… | No signals yet | No one-command install · Source | |
| 4117 | Unranked | climbmcpmcp · search | Enables Claude to access and search climbing book PDF chapters, with tools to list, retrieve, and find relevant chapters based on queries. | No signals yet | No one-command install · Source | |
| 4118 | Unranked | etoxin-untappdmcp · search | Provides a bridge to the Untappd beer tracking API, enabling search and retrieval of detailed beer and brewery information through a robust TypeScript… | No signals yet | No one-command install · Source | |
| 4119 | Unranked | pdf-ragmcp · search | Convert PDF documents to Markdown and query them using AI with source attribution and confidence scoring, supporting multiple LLM providers. | No signals yet | No one-command install · Source | |
| 4120 | Unranked | ez-web-search-mcp-servermcp · search | A simple MCP server that provides web search functionality via DuckDuckGo, returning titles, URLs, and descriptions for results. Configurable result… | No signals yet | No one-command install · Source | |
| 4121 | Unranked | mcp-server-azure-ai-search-python-previewmcp · search | Experimental MCP service for Azure AI Search, enabling read and write operations on search indices, indexers, and documents via natural language. | No signals yet | No one-command install · Source | |
| 4122 | Unranked | oo-ai-mcpmcp · search | Enables searching content on oo.ai. | No signals yet | No one-command install · Source | |
| 4123 | Unranked | semantic-pen-mcp-servermcp · search | Enables creating, viewing, and managing articles and projects via Claude Code and Cursor, with tools for project search, article creation, and content… | No signals yet | No one-command install · Source | |
| 4124 | Unranked | package-registry-mcpmcp · search | Enables AI assistants to search and retrieve detailed package information from multiple package registries (NPM, crates.io, NuGet, PyPI, Go). | No signals yet | No one-command install · Source | |
| 4125 | Unranked | pokemon-sv-damage-calculator-mcpmcp · search | A high-precision damage calculator for Pokemon Scarlet and Violet, supporting 16-step random rolls, type effectiveness, terastal, and weather effects… | No signals yet | No one-command install · Source | |
| 4126 | Unranked | kubernetes-runbooks-mcp-servermcp · search | Provides access to Kubernetes troubleshooting runbooks, enabling search, discovery, and retrieval of guides for common issues like pod crashes, node… | No signals yet | No one-command install · Source | |
| 4127 | Unranked | esp-idf-docsmcp · search | Enables searching and reading ESP-IDF documentation online, with support for multiple versions and chip targets. | No signals yet | No one-command install · Source | |
| 4128 | Unranked | brave-mcp-langchainmcp · search | Enables Brave Search and web content fetching via MCP, and integrates as LangChain tools for AI agents. | No signals yet | No one-command install · Source | |
| 4129 | Unranked | knowledge-hubmcp · search | Provides AI assistants with unified access to organizational knowledge across Guru, Notion, and local docs, enabling intelligent document creation… | No signals yet | No one-command install · Source | |
| 4130 | Unranked | finditmcp · search | Enables web search and content extraction using Google's search engine, with customizable parameters for result count, content type, time range, and… | No signals yet | No one-command install · Source | |
| 4131 | Unranked | umin-ai-itemitmcp · search | Integrates with itemit's asset management platform to enable searching, creating, and managing physical assets and locations with item tracking… | No signals yet | No one-command install · Source | |
| 4132 | Unranked | akhilvis-elasticsearchmcp · search | Integrates with Elasticsearch clusters to enable natural language searching of indices, mapping retrieval, and data discovery without requiring… | No signals yet | No one-command install · Source | |
| 4133 | Unranked | 302ai-web-search-mcpmcp · search | Enables web search functionality via the 302AI API. | No signals yet | No one-command install · Source | |
| 4134 | Unranked | custom-mcp-server-with-rag-toolsmcp · search | Enables notes management, weather and news search, document ingestion and RAG-based semantic search using GroundX, with OpenAI GPT integration for… | No signals yet | No one-command install · Source | |
| 4135 | Unranked | vector-index-mcpmcp · search | Enables indexing and semantic search of software project files via MCP, with automatic file watching for updates. | No signals yet | No one-command install · Source | |
| 4136 | Unranked | izzanzahrial-arxivmcp · search | Integrates with arXiv to enable searching and retrieving academic papers with structured data about scientific publications | No signals yet | No one-command install · Source | |
| 4137 | Unranked | matlock08-watson-discoverymcp · search | Integrates with IBM Watson Discovery to search and retrieve information from enterprise knowledge bases and documentation repositories through natural… | No signals yet | No one-command install · Source | |
| 4138 | Unranked | simple-google-search-mcpmcp · search | Enables Google search with advanced options (date, language, country, safe search) and webpage content extraction via the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 4139 | Unranked | mcp-agent-with-web-search-integrationmcp · search | Enables interaction with an AI assistant powered by GPT-4o that can answer queries and fetch real-time web search data via Serper API. | No signals yet | No one-command install · Source | |
| 4140 | Unranked | zerops-documentationmcp · search | Indexes and serves Zerops documentation content for direct access within development environments, enabling developers to search and retrieve relevant… | No signals yet | No one-command install · Source | |
| 4141 | Unranked | usama-dtc-salesforcemcp · search | Integrates with Salesforce to enable querying records, managing custom objects/fields, executing DML operations, and handling complex SOSL searches… | No signals yet | No one-command install · Source | |
| 4142 | Unranked | anath2-brave-searchmcp · search | Integrates with Brave Search to enable web and local business searches with detailed information retrieval, including ratings, hours, and descriptions… | No signals yet | No one-command install · Source | |
| 4143 | Unranked | aperture147-examcp · search | Integrates with Exa.ai to enable web searches with customizable parameters like result count and live crawling, returning structured JSON results for… | No signals yet | No one-command install · Source | |
| 4144 | Unranked | xpe-7-python-documentation-searchmcp · search | Enables AI assistants to retrieve up-to-date documentation from popular Python libraries by performing targeted Google searches within specific… | No signals yet | No one-command install · Source | |
| 4145 | Unranked | ray0907-arxivmcp · search | Enables search and retrieval of academic papers from arXiv, providing access to cleaned titles, abstracts, and full content for research workflows and… | No signals yet | No one-command install · Source | |
| 4146 | Unranked | jay4242-searxng-searchmcp · search | Enables web searches through a user-specified SearxNG instance, returning structured results with titles, URLs, and content snippets for private or… | No signals yet | No one-command install · Source | |
| 4147 | Unranked | ualusham-githubmcp · search | Integrates with GitHub's API to enable repository searching, information retrieval, issue management, and content generation through specialized tools… | No signals yet | No one-command install · Source | |
| 4148 | Unranked | springmt-microcmsmcp · search | Connects Claude to MicroCMS headless content management system, enabling direct content retrieval, creation, and management operations within… | No signals yet | No one-command install · Source | |
| 4149 | Unranked | vulh1209-context-bankmcp · search | Provides a bridge to the AtherOS knowledge base, enabling semantic document searches through a document-search endpoint with configurable retrieval… | No signals yet | No one-command install · Source | |
| 4150 | Unranked | jimmy974-opensearchmcp · search | Integrates with OpenSearch databases to enable direct querying and data retrieval for log analysis, document retrieval, and structured data querying… | No signals yet | No one-command install · Source | |
| 4151 | Unranked | grizzlypeaksoftware-memory-storagemcp · search | Provides persistent text memory storage with tagging capabilities for storing, retrieving, searching, and managing information across conversations… | No signals yet | No one-command install · Source | |
| 4152 | Unranked | tommyn0225-exa-ai-security-scannermcp · search | Integrates with Exa AI to scan projects for security vulnerabilities through a containerized JSON-RPC service that reads requests from stdin and… | No signals yet | No one-command install · Source | |
| 4153 | Unranked | diegofornalha-serper-searchmcp · search | Integrates with the Serper API to provide web search capabilities including web, news, images, shopping, and YouTube searches for real-time… | No signals yet | No one-command install · Source | |
| 4154 | Unranked | tanigami-perplexityc0fbmcp · search | Integrates with Perplexity API to enable internet research with source citations directly within conversations, optimized for smaller models to avoid… | No signals yet | No one-command install · Source | |
| 4155 | Unranked | adhikasp-twikitmcp · search | Integrates with Twitter to enable search, timeline viewing, tweet posting, and direct messaging capabilities through the Twikit library with built-in… | No signals yet | No one-command install · Source | |
| 4156 | Unranked | gerbal-linearmcp · search | Integrates with Linear project management API to enable issue creation, updating, searching, commenting, and organizational data retrieval for… | No signals yet | No one-command install · Source | |
| 4157 | Unranked | academic-research-mcpmcp · search | Unified scholarly search across 60+ academic sources with citation formatting (CMOS 18, SBL 2, APA 7, Turabian 9) and AI-powered research tools. | No signals yet | No commit datelisted | No one-command install · Source |
| 4158 | Unranked | adhd-in-childrenmcp · search | Provides searchable access to clinician-reviewed articles on ADHD in children. | No signals yet | No commit datelisted | No one-command install · Source |
| 4159 | Unranked | adhd-in-teensmcp · search | Provides searchable access to clinician-reviewed articles on ADHD in adolescents. | No signals yet | No commit datelisted | No one-command install · Source |
| 4160 | Unranked | admit-coachmcp · search | Search 3,500+ US universities, check admission chances, and build personalized college lists. | No signals yet | No commit datelisted | No one-command install · Source |
| 4161 | Unranked | aeonskill · search | This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection… | No signals yet | No commit datelisted | armory install aeon --cli claude |
| 4162 | Unranked | agentbazaarmcp · search | AI agent marketplace for searching, executing, chaining, and selling agents via MCP. | No signals yet | No commit datelisted | No one-command install · Source |
| 4163 | Unranked | agentic-researchmcp · search | Enables AI agents to perform deep web research by searching, fetching, chunking, retrieving, and synthesizing cited answers from exact source passages… | No signals yet | No commit datelisted | No one-command install · Source |
| 4164 | Unranked | agentry-agent-directorymcp · search | Search and compare 120+ AI agents across 12 categories in the Agentry directory. | No signals yet | No commit datelisted | No one-command install · Source |
| 4165 | Unranked | agentweb-mcpmcp · search | Enables agents to search, retrieve, and contribute business data from a directory of 11M+ businesses across 195 countries, returning markdown prose by… | No signals yet | No commit datelisted | No one-command install · Source |
| 4166 | Unranked | ai-agent-marketplace-index-mcpmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4167 | Unranked | ai-company-mcpmcp · search | An MCP server that acts as an AI knowledge and skills hub, automatically discovering, indexing, and serving skill libraries to any MCP client with… | No signals yet | No commit datelisted | No one-command install · Source |
| 4168 | Unranked | ai-searchmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4169 | Unranked | ai-work-hub-mcp-servermcp · search | A local-first MCP server that lets AI assistants search and retrieve context from indexed projects, Git state, decisions, and tasks without sending… | No signals yet | No commit datelisted | No one-command install · Source |
| 4170 | Unranked | aki-mcp-svmcp · search | Enables Claude AI to securely access files, run shell commands, and search through a Windows computer with explicit user permission. | No signals yet | No commit datelisted | No one-command install · Source |
| 4171 | Unranked | alejandroarnaud-zoteromcp · search | Connects Zotero reference libraries to AI assistants for natural language search, citation management, and bibliography export. | No signals yet | No commit datelisted | No one-command install · Source |
| 4172 | Unranked | algolia-searchskill · search | Expert patterns for Algolia search implementation, indexing strategies, React InstantSearch, and relevance tuning Use when: adding search to, algolia… | No signals yet | No commit datelisted | armory install algolia-search --cli claude |
| 4173 | Unranked | alicederyn-paprikamcp · search | Accesses and searches recipes stored in Paprika Recipe Manager. | No signals yet | No commit datelisted | No one-command install · Source |
| 4174 | Unranked | ambermcp · search | Persistent long-term memory service for AI assistants with semantic search and encrypted private storage. | No signals yet | No commit datelisted | No one-command install · Source |
| 4175 | Unranked | anxiety-in-childrenmcp · search | Provides searchable access to clinician-reviewed articles on anxiety disorders in children. | No signals yet | No commit datelisted | No one-command install · Source |
| 4176 | Unranked | anxiety-in-teensmcp · search | Provides searchable access to clinician-reviewed articles on anxiety disorders in adolescents. | No signals yet | No commit datelisted | No one-command install · Source |
| 4177 | Unranked | aquaviewmcp · search | Search and access global oceanographic and environmental datasets | No signals yet | No commit datelisted | No one-command install · Source |
| 4178 | Unranked | arcasos-rentalsmcp · search | Korean premium short-term rental search using natural language or structured filters via the proprietary SHV engine. | No signals yet | No commit datelisted | No one-command install · Source |
| 4179 | Unranked | aria-mcp-affald-horsensmcp · search | MCP server that provides household waste collection schedules for Horsens Kommune, Denmark, allowing address search and retrieval of next collection… | No signals yet | No commit datelisted | No one-command install · Source |
| 4180 | Unranked | artchristech-fillinmcp · search | Searches AI-relevant content including CVEs, research papers, frontier AI news, and prediction markets to fill knowledge gaps. | No signals yet | No commit datelisted | No one-command install · Source |
| 4181 | Unranked | arxpot-mcpmcp · search | A remote MCP server for the Arxpot processing core, enabling music search, metadata retrieval, and download management with remote storage delivery. | No signals yet | No commit datelisted | No one-command install · Source |
| 4182 | Unranked | astandrik-codex-petsmcp · search | Community pet pack registry for the Codex CLI: search, preview, and install pet extensions. | No signals yet | No commit datelisted | No one-command install · Source |
| 4183 | Unranked | atlan-data-catalogmcp · search | Provides a bridge between AI agents and Atlan data catalog services for searching, retrieving, traversing lineage, and updating asset metadata through… | No signals yet | No commit datelisted | No one-command install · Source |
| 4184 | Unranked | atlassian-mcp-serverlessmcp · search | MCP server for Atlassian Jira running serverless on AWS, enabling JQL search and issue retrieval via MCP. | No signals yet | No commit datelisted | No one-command install · Source |
| 4185 | Unranked | audio-intelligencemcp · search | Search podcast transcripts, speakers, and entities across 250K+ shows with audio intelligence. | No signals yet | No commit datelisted | No one-command install · Source |
| 4186 | Unranked | avukatimmcp · search | Turkish legal research platform providing AI-powered search over statutes, court decisions, and over 5 million legal precedents. | No signals yet | No commit datelisted | No one-command install · Source |
| 4187 | Unranked | awardopediamcp · search | Search U.S. federal government contract opportunities and awards sourced from SAM.gov and USASpending.gov. | No signals yet | No commit datelisted | No one-command install · Source |
| 4188 | Unranked | awardtravelfindermcp · search | Searches award flight availability, points redemption pricing, and status match opportunities via AI. | No signals yet | No commit datelisted | No one-command install · Source |
| 4189 | Unranked | b1ff-confluence-dcmcp · search | Integrates with Confluence Data Center for content management and search | No signals yet | No commit datelisted | No one-command install · Source |
| 4190 | Unranked | baixianger-langchain-knowledgemcp · search | Semantic search across LangChain, LangGraph, LangSmith, and DeepAgents documentation and source code. | No signals yet | No commit datelisted | No one-command install · Source |
| 4191 | Unranked | bili-note-mcpmcp · search | Enables agents to turn Bilibili course videos into structured VitePress study notes by extracting subtitles, generating organized notes with key… | No signals yet | No commit datelisted | No one-command install · Source |
| 4192 | Unranked | bing-searchmcp · search | Search the web using Bing services. | No signals yet | No commit datelisted | No one-command install · Source |
| 4193 | Unranked | bing-search-mcpmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4194 | Unranked | bizclawmcp · search | Search, compare, and contact real-world companies through a public MCP business directory. | No signals yet | No commit datelisted | No one-command install · Source |
| 4195 | Unranked | blastp-mcpmcp · search | Wraps NCBI BLAST+ blastp into a FastMCP service for auditable protein homology searches with local output artifacts and structured metadata. | No signals yet | No commit datelisted | No one-command install · Source |
| 4196 | Unranked | bluewatchmcp · search | Search live UK firefighter recruitment across 73 fire services, with on-call station proximity data. | No signals yet | No commit datelisted | No one-command install · Source |
| 4197 | Unranked | bluraysuchmaschinemcp · search | Searches Blu-ray and 4K UHD movies, featured titles, and detailed film information from a German catalog. | No signals yet | No commit datelisted | No one-command install · Source |
| 4198 | Unranked | bookshelfmcp · search | Enables managing a personal bookshelf (CRUD, reading status, tags) and searching/importing Douban book metadata through MCP tools for AI clients like… | No signals yet | No commit datelisted | No one-command install · Source |
| 4199 | Unranked | boolsai-directorymcp · search | Indexed ecommerce site directory with vendor lookups and brands searchable by city, market, and founder. | No signals yet | No commit datelisted | No one-command install · Source |
| 4200 | Unranked | boolsai-grepmcp · search | Parallel regex search across all historical Boolsai site scans to discover vendor patterns and niche signals. | No signals yet | No commit datelisted | 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.