Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4301 | Unranked | jinko-mcpmcp · search | Travel booking with hotel search and booking capabilities for 2M+ hotels worldwide | No signals yet | No commit datelisted | No one-command install · Source |
| 4302 | Unranked | jira-automationskill · search | Automate Jira tasks via Rube MCP (Composio): issues, projects, sprints, boards, comments, users. Always search tools first for current schemas. | No signals yet | No commit datelisted | armory install jira-automation --cli claude |
| 4303 | Unranked | jira-mock-mcpmcp · search | Enables AI assistants to interact with a self-hosted Jira clone for testing, supporting project and issue management, comments, and search via MCP… | No signals yet | No commit datelisted | No one-command install · Source |
| 4304 | Unranked | job-searchoormcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4305 | Unranked | jobless-mcpmcp · search | Personalized job search inside Claude. Get ranked job matches based on your actual skills, not keywords. | No signals yet | No commit datelisted | No one-command install · Source |
| 4306 | Unranked | joblet-ai-claude-connectormcp · search | Enables searching job listings on joblet.ai by title, company, location, and employment type, and retrieving full job details including description… | No signals yet | No commit datelisted | No one-command install · Source |
| 4307 | Unranked | jobsbasemcp · search | Search builder roles — jobs where one person owns engineering, product, and QA end-to-end. | No signals yet | No commit datelisted | No one-command install · Source |
| 4308 | Unranked | jobwisemcp · search | Enables AI agents to search, score, and track job applications from ATS boards via MCP, with explainable matching and an append-only application… | No signals yet | No commit datelisted | No one-command install · Source |
| 4309 | Unranked | josmithiii-juce-docsmcp · search | Parses JUCE Framework HTML documentation from Stanford CCRMA's website, converting class details into markdown-formatted resources for developers to… | No signals yet | No commit datelisted | No one-command install · Source |
| 4310 | Unranked | jusbrasil-mcpmcp · search | Search Brazilian jurisprudence on JusBrasil in natural language and retrieve formatted citations for legal documents, including metadata extraction… | No signals yet | No commit datelisted | No one-command install · Source |
| 4311 | Unranked | kai-agimcp · search | AI predictions, model comparison, research, and web search from an autonomous AI. | No signals yet | No commit datelisted | No one-command install · Source |
| 4312 | Unranked | kale-eb-vyramcp · search | Edits video through natural language by searching footage, cutting timelines, applying effects, and adding captions via AI. | No signals yet | No commit datelisted | No one-command install · Source |
| 4313 | Unranked | keenable-mcp-servermcp · search | An MCP server that enables web search and page content retrieval via the Keenable API, supporting search with filters and fetching clean markdown… | No signals yet | No commit datelisted | No one-command install · Source |
| 4314 | Unranked | khalid-tounoussi-1-stil-labmcp · search | Search the STIL research lab knowledge base at ETS Montreal, find papers via ArXiv and Semantic Scholar. | No signals yet | No commit datelisted | No one-command install · Source |
| 4315 | Unranked | kirbah-mcp-youtubemcp · search | Provides AI agents with token-optimized access to YouTube data, including video details, transcripts, channel statistics, trending videos, and search. | No signals yet | No commit datelisted | No one-command install · Source |
| 4316 | Unranked | kkjmcp · search | Search Japan's KKJ government procurement information portal for public tender notices from national and local agencies. | No signals yet | No commit datelisted | No one-command install · Source |
| 4317 | Unranked | knigochitmcp · search | Russian books search, detail lookup, and recommendation discovery. | No signals yet | No commit datelisted | No one-command install · Source |
| 4318 | Unranked | knowledge-mcp-3mcp · search | An MCP server that acts as a knowledge engine for software projects, delivering relevant context at the start of a task and accumulating knowledge at… | No signals yet | No commit datelisted | No one-command install · Source |
| 4319 | Unranked | knowledge-opsskill · search | Knowledge base management, ingestion, sync, and retrieval across multiple storage layers (local files, MCP memory, vector stores, Git repos). Use when… | No signals yet | No commit datelisted | armory install knowledge-ops --cli claude |
| 4320 | Unranked | knowledge-ravenmcp · search | Centralized knowledge search connecting Confluence, Notion, GitHub, Dropbox, and Google Drive. | No signals yet | No commit datelisted | No one-command install · Source |
| 4321 | Unranked | korean-assembly-speech-mcpmcp · search | Enables search and retrieval of speech turns from Korea's National Assembly records using Korean or English natural-language queries, with… | No signals yet | No commit datelisted | No one-command install · Source |
| 4322 | Unranked | laei-romcp · search | Integrates with LaEi.ro Romanian classified ads platform to enable searching listings with advanced filters, retrieving detailed ad information, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 4323 | Unranked | lattismcp · search | Indexes websites and scores AI visibility, serving crawled product data to AI agents via hosted MCP endpoints. | No signals yet | No commit datelisted | No one-command install · Source |
| 4324 | Unranked | lead-research-assistantskill · search | Identifies high-quality leads for your product or service by analyzing your business, searching for target companies, and providing actionable contact… | No signals yet | No commit datelisted | armory install lead-research-assistant --cli claude |
| 4325 | Unranked | lead411mcp · search | B2B lead generation, company search, and contact enrichment from Lead411's sales intelligence platform. | No signals yet | No commit datelisted | No one-command install · Source |
| 4326 | Unranked | leboncoin-mcpmcp · search | Enables AI assistants to search and consult Leboncoin classified ads through the MCP protocol, with tools for ad search, detail retrieval, user… | No signals yet | No commit datelisted | No one-command install · Source |
| 4327 | Unranked | linear-automationskill · search | Automate Linear tasks via Rube MCP (Composio): issues, projects, cycles, teams, labels. Always search tools first for current schemas. | No signals yet | No commit datelisted | armory install linear-automation --cli claude |
| 4328 | Unranked | linkagogomcp · search | Manages online bookmarks with AI-powered organization, search, and folder management. | No signals yet | No commit datelisted | No one-command install · Source |
| 4329 | Unranked | linkedin-profile-optimizerskill · search | Optimize a LinkedIn profile for searchability, recruiter visibility, and engagement. Use when the user mentions LinkedIn profile, headline, About… | No signals yet | No commit datelisted | armory install linkedin-profile-optimizer --cli claude |
| 4330 | Unranked | linkedin-prospecting-csv-managermcp · search | Manages LinkedIn prospecting CSV files with deduplication and search, reducing LLM token usage by offloading file operations. | No signals yet | No commit datelisted | No one-command install · Source |
| 4331 | Unranked | litheon-seizn-authormcp · search | Memory, timeline, and search tools for fiction writers using the Seizn platform. | No signals yet | No commit datelisted | No one-command install · Source |
| 4332 | Unranked | llamaindexskill · search | Data framework for building LLM applications with RAG. Specializes in document ingestion (300+ connectors), indexing, and querying. Features vector… | No signals yet | No commit datelisted | armory install llamaindex --cli claude |
| 4333 | Unranked | llmsemcp · search | Classify websites, analyze SEO and E-E-A-T quality, match advertisers, and discover competitor sites using an LLM-powered search engine. | No signals yet | No commit datelisted | No one-command install · Source |
| 4334 | Unranked | llmtxtmcp · search | Provides standardized documentation retrieval for LLMs by accessing llms.txt files directly from source websites or a central repository, delivering… | No signals yet | No commit datelisted | No one-command install · Source |
| 4335 | Unranked | localragmcp · search | Provides a search_docs tool for MCP clients to perform local semantic search over indexed files using embeddings, enabling grounded answers from… | No signals yet | No commit datelisted | No one-command install · Source |
| 4336 | Unranked | localsynapsemcp · search | Offline AI-powered local file search. BM25 + semantic hybrid search across all documents. | No signals yet | No commit datelisted | No one-command install · Source |
| 4337 | Unranked | lucidsoftwaremcp · search | Creates diagrams, searches documents, shares content, and retrieves docs from Lucidchart and Lucidspark. | No signals yet | No commit datelisted | No one-command install · Source |
| 4338 | Unranked | luna-system-adamcp · search | Self-hosted personal AI assistant with RAG memory, specialist plugins, and multi-modal capabilities for privacy-first conversational AI. | No signals yet | No commit datelisted | No one-command install · Source |
| 4339 | Unranked | managed-agents-cma-coordinate-specialist-teamworkflow · search | Heterogeneous team via the multiagent coordinator config — a coordinator runs three specialists (web-search researcher, file-reading librarian… | No signals yet | No commit datelisted | armory install managed-agents-cma-coordinate-specialist-team --cli claude |
| 4340 | Unranked | manim-mcp-ragmcp · search | Enables creating Manim animations via natural language commands using DeepSeek API, with a RAG system for Manim documentation retrieval. | No signals yet | No commit datelisted | No one-command install · Source |
| 4341 | Unranked | matsumoto-buss-mcpmcp · search | Provides Matsumoto city community bus information via GTFS data, enabling stop search, departure times, nearby stops, and route details. | No signals yet | No commit datelisted | No one-command install · Source |
| 4342 | Unranked | mcp-anac-crawlermcp · search | Enables searching, inspecting, and downloading Italian public tender notices from the ANAC Pubblicità Legale platform, supporting offset and cursor… | No signals yet | No commit datelisted | No one-command install · Source |
| 4343 | Unranked | mcp-based-academic-paper-retrieval-rag-systemmcp · search | Enables AI coding assistants to query private academic paper collections via standard MCP tools, with hybrid retrieval, reranking, and inline… | No signals yet | No commit datelisted | No one-command install · Source |
| 4344 | Unranked | mcp-edge-searchmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4345 | Unranked | mcp-flight-searchmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4346 | Unranked | mcp-gemini-searchmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4347 | Unranked | mcp-godot-ragmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4348 | Unranked | mcp-lab2devmcp · search | Provides read-only MCP tools to find, list, and retrieve sales case studies with hybrid search, returning complete cases and prepared presentations. | No signals yet | No commit datelisted | No one-command install · Source |
| 4349 | Unranked | mcp-local-ragmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4350 | Unranked | mcp-ragdocsmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4351 | Unranked | mcp-vertexai-searchmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4352 | Unranked | mcp-web-search-toolmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4353 | Unranked | mediar-ai-screenpipemcp · search | Enable searching and retrieving screen recordings and associated data for productivity tracking, user behavior analysis, and workflow documentation. | No signals yet | No commit datelisted | No one-command install · Source |
| 4354 | Unranked | medrecpro-drug-labelmcp · search | Search and export FDA drug labels by brand name, generic ingredient, or UNII code. | No signals yet | No commit datelisted | No one-command install · Source |
| 4355 | Unranked | mem-contextmcp · search | Multi-modal RAG engine for AI assistants. Stores conversation history, conclusions, diffs, error traces, and other development artifacts in LanceDB… | No signals yet | No commit datelisted | No one-command install · Source |
| 4356 | Unranked | member-berries-applemcp · search | Integrates with Apple's native productivity apps (Notes, Reminders, Calendar) on macOS to create, search, and manage personal information while… | No signals yet | No commit datelisted | No one-command install · Source |
| 4357 | Unranked | memestackmcp · search | Search and browse a curated gallery of memes, infographics, and visual content. | No signals yet | No commit datelisted | No one-command install · Source |
| 4358 | Unranked | memhippomcp · search | Provides persistent, shared memory for AI agents by capturing conversations verbatim, distilling facts and summaries, and enabling retrieval through… | No signals yet | No commit datelisted | No one-command install · Source |
| 4359 | Unranked | memory-searchskill · search | Search conversation history and semantic memory to recall previous discussions, decisions, and context. Use when the user asks to "search memory"… | No signals yet | No commit datelisted | armory install memory-search --cli claude |
| 4360 | Unranked | memvaultmcp · search | A local knowledge engine for AI agents that captures, retrieves, and serves agent sessions via hybrid search and MCP. | No signals yet | No commit datelisted | No one-command install · Source |
| 4361 | Unranked | mercadolibre-documentationmcp · search | Integrates with Mercado Libre's API documentation to provide real-time search and retrieval of technical specifications, code examples, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 4362 | Unranked | mertatesmen-tavilymcp · search | Integrates with Tavily API to provide web search, content extraction, website crawling, and URL mapping capabilities with customizable parameters for… | No signals yet | No commit datelisted | No one-command install · Source |
| 4363 | Unranked | meshpop-airtune-radiomcp · search | Internet radio search and playback across 55,000+ stations from 200+ countries with multilingual support. | No signals yet | No commit datelisted | No one-command install · Source |
| 4364 | Unranked | mevzuat-mcpmcp · search | Enables programmatic access to Turkish legislation from mevzuat.gov.tr, allowing search, full-text retrieval, and Boolean search within articles. | No signals yet | No commit datelisted | No one-command install · Source |
| 4365 | Unranked | mfds-mcpmcp · search | Enables searching and retrieving current Korean Food and Drug Administration (MFDS) legal notices and guidelines with version grouping, currency… | No signals yet | No commit datelisted | No one-command install · Source |
| 4366 | Unranked | moc-agentsubagent · search | Obsidian Map of Content specialist. Use PROACTIVELY when a vault needs new MOCs created, existing MOCs updated, orphaned assets organized, or the… | No signals yet | No commit datelisted | armory install moc-agent --cli claude |
| 4367 | Unranked | mukundakatta-citecitemcp · search | Inject, parse, and strip citation markers in RAG outputs for reliable source attribution. | No signals yet | No commit datelisted | No one-command install · Source |
| 4368 | Unranked | mymemmcp · search | Exposes a private social memory archive to AI assistants via MCP, enabling read-only queries about the user's posts, people, and preferences with… | No signals yet | No commit datelisted | No one-command install · Source |
| 4369 | Unranked | n8n-mcp-tools-expertskill · search | Expert guide for using n8n-mcp MCP tools effectively. Use when searching for nodes, validating configurations, accessing templates, managing… | No signals yet | No commit datelisted | armory install n8n-mcp-tools-expert --cli claude |
| 4370 | Unranked | namewhisper-ensmcp · search | AI-powered ENS name intelligence with search, valuation, and trading tools across 3.6M+ Ethereum Name Service domains. | No signals yet | No commit datelisted | No one-command install · Source |
| 4371 | Unranked | nanogenomic-pymolmcp · search | Enables bidirectional communication with PyMOL for visualizing and manipulating molecular structures, supporting structural biology workflows through… | No signals yet | No commit datelisted | No one-command install · Source |
| 4372 | Unranked | nara-bid-mcpmcp · search | Enables searching Korean procurement notices from the public data portal, with support for integrated search across categories, flexible date ranges… | No signals yet | No commit datelisted | No one-command install · Source |
| 4373 | Unranked | nearby-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 |
| 4374 | Unranked | nia-oraclesubagent · search | Expert research agent specialized in leveraging Nia's knowledge tools. Use PROACTIVELY for discovering repos/docs, deep technical research, remote… | No signals yet | No commit datelisted | armory install nia-oracle --cli claude |
| 4375 | Unranked | ntc-cdmx-mcpmcp · search | MCP server for querying Mexico City building regulations (NTC CDMX 2004/2017/2023) with RAG-powered answers, hybrid search, and precise section… | No signals yet | No commit datelisted | No one-command install · Source |
| 4376 | Unranked | nymbo-toolsmcp · search | General-purpose tools including web fetch, search, code interpreter, and media generation | No signals yet | No commit datelisted | No one-command install · Source |
| 4377 | Unranked | obsidian-mcp-promcp · search | Provides AI agents with comprehensive access to Obsidian vaults, enabling reading, writing, searching, tagging, linking, canvas manipulation, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 4378 | Unranked | okf-wikimcp · search | A local OKF-compatible knowledge engine for AI agents. Enables capturing agent conversations, hybrid semantic+keyword search, MCP serving to agents… | No signals yet | No commit datelisted | No one-command install · Source |
| 4379 | Unranked | olivierco-usehooksmcp · search | Provides access to React hooks from the usehooks.io repository with tools for browsing, searching, and retrieving detailed hook implementations… | No signals yet | No commit datelisted | No one-command install · Source |
| 4380 | Unranked | olyport-blsmcp · search | Unemployment rates, labor force statistics, and Consumer Price Index from the Bureau of Labor Statistics. | No signals yet | No commit datelisted | No one-command install · Source |
| 4381 | Unranked | olyport-cdc-svimcp · search | CDC Social Vulnerability Index data for community resilience assessment. | No signals yet | No commit datelisted | No one-command install · Source |
| 4382 | Unranked | olyport-pubmedmcp · search | Search biomedical literature, article details, and MeSH terms from PubMed/MEDLINE. | No signals yet | No commit datelisted | No one-command install · Source |
| 4383 | Unranked | omnidocs-rag-cnmcp · search | Enables AI agents to index and search local files, websites, GitHub repos, and packages with hybrid AI-powered retrieval, all locally through IDE… | No signals yet | No commit datelisted | No one-command install · Source |
| 4384 | Unranked | one-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 |
| 4385 | Unranked | onecontextmcp · search | Ship enterprise-grade RAG pipelines to millions of users. | No signals yet | No commit datelisted | No one-command install · Source |
| 4386 | Unranked | openai-websearch-mcpmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4387 | Unranked | openalgernon-openalgernonmcp · search | AI-powered study platform with FSRS spaced repetition, flashcard generation, and knowledge retrieval. | No signals yet | No commit datelisted | No one-command install · Source |
| 4388 | Unranked | oral-heritage-indexmcp · search | Authoritative cited answers about preserving family stories, oral history, and intergenerational memory. | No signals yet | No commit datelisted | No one-command install · Source |
| 4389 | Unranked | oratilo-mcpmcp · search | Enables agents to check and retrieve concept-structured YouTube video summaries from the oratilo library via lookup and full-text search tools… | No signals yet | No commit datelisted | No one-command install · Source |
| 4390 | Unranked | overseerr-mcpmcp · search | Enables searching Overseerr media, retrieving TMDB-backed details, and submitting movie or TV requests through MCP tools. | No signals yet | No commit datelisted | No one-command install · Source |
| 4391 | Unranked | pandomcp · search | Enables Claude to search, read, write, and manage a local markdown vault through 8 tools, turning your notes into an AI-accessible knowledge base. | No signals yet | No commit datelisted | No one-command install · Source |
| 4392 | Unranked | paparats-mcpmcp · search | Semantic code search for AI coding assistants. | No signals yet | No commit datelisted | No one-command install · Source |
| 4393 | Unranked | papermc-docs-mcpmcp · search | Provides local cached access to PaperMC documentation with full-text search, category browsing, and update detection. | No signals yet | No commit datelisted | No one-command install · Source |
| 4394 | Unranked | pdf-2skill · search | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging… | No signals yet | No commit datelisted | armory install pdf-2 --cli claude |
| 4395 | Unranked | pdf-3skill · search | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging… | No signals yet | No commit datelisted | armory install pdf-3 --cli claude |
| 4396 | Unranked | pdf-officialskill · search | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging… | No signals yet | No commit datelisted | armory install pdf-official --cli claude |
| 4397 | Unranked | perplexityskill · search | Web search and research using Perplexity AI. Use when user says "search", "find", "look up", "ask", "research", or "what's the latest" for generic… | No signals yet | No commit datelisted | armory install perplexity --cli claude |
| 4398 | Unranked | perplexity-mcpmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4399 | Unranked | perplexity-mcp-2mcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4400 | Unranked | perplexity-mcp-alcova-aimcp · search | Listed on mcp.so; Armory has only its name so far. | 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.