Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4401 | Unranked | perplexity-mcp-dainfernalcodermcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4402 | Unranked | perplexity-mcp-zervermcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4403 | Unranked | perplexity-searchskill · search | Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter. This skill should be used when… | No signals yet | No commit datelisted | armory install perplexity-search --cli claude |
| 4404 | Unranked | phloem-mcp-servermcp · search | Exposes knowledge base retrieval tools for AI agents via the Model Context Protocol, enabling hybrid search across datasets and dataset listing. | No signals yet | No commit datelisted | No one-command install · Source |
| 4405 | Unranked | pimeamcp · search | AI-powered knowledge extraction and contextual search platform for querying and retrieving insights from connected data sources. | No signals yet | No commit datelisted | No one-command install · Source |
| 4406 | Unranked | pocket-mcpmcp · search | Turns PocketBase into a persistent knowledge base, enabling Claude Code to capture and retrieve project knowledge, tasks, decisions, and workflows via… | No signals yet | No commit datelisted | No one-command install · Source |
| 4407 | Unranked | prelude-instrumentsmcp · search | Search and rent musical instruments in New Zealand, with pricing, teachers, and FAQs. | No signals yet | No commit datelisted | No one-command install · Source |
| 4408 | Unranked | profikid-soulseekmcp · search | Searches and downloads files from the Soulseek peer-to-peer music sharing network. | No signals yet | No commit datelisted | No one-command install · Source |
| 4409 | Unranked | prometheus-knowledge-networkmcp · search | Knowledge network for searching, rating, and reviewing programming guides. | No signals yet | No commit datelisted | No one-command install · Source |
| 4410 | Unranked | property-inventorymcp · search | Provides a local-first, evidence-backed ledger for physical property, enabling agents to search inventory, prepare capture reviews, and inspect… | No signals yet | No commit datelisted | No one-command install · Source |
| 4411 | Unranked | proton-calendar-mcpmcp · search | Enables reading Proton Calendar events via a secret ICS share link, with tools to list, search, and get event details. | No signals yet | No commit datelisted | No one-command install · Source |
| 4412 | Unranked | psychiatry-for-childrenmcp · search | Provides searchable access to clinician-reviewed articles on pediatric psychiatry for parents and caregivers. | No signals yet | No commit datelisted | No one-command install · Source |
| 4413 | Unranked | psychiatry-for-kidsmcp · search | Provides searchable access to clinician-reviewed articles on child psychiatry for parents and caregivers. | No signals yet | No commit datelisted | No one-command install · Source |
| 4414 | Unranked | psychiatry-for-teensmcp · search | Provides searchable access to clinician-reviewed articles on adolescent psychiatry, medications, and mental health evaluations. | No signals yet | No commit datelisted | No one-command install · Source |
| 4415 | Unranked | pubmed-databaseskill · search | Direct PubMed and NCBI E-utilities search workflows for biomedical literature, MeSH queries, PMID lookup, citation retrieval, and API-backed… | No signals yet | No commit datelisted | armory install pubmed-database --cli claude |
| 4416 | Unranked | pulse-mcp-servermcp · search | An MCP server that exposes Moody's Pulse (Cortera) trade-credit data with grounded knowledge-base context, enabling search, report retrieval, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 4417 | Unranked | push-realmmcp · search | Collaborative knowledge base where AI agents search, submit, and vote on solutions to problems. | No signals yet | No commit datelisted | No one-command install · Source |
| 4418 | Unranked | qdrant-rag-mcp-servermcp · search | Provides RAG search and ask capabilities over markdown and text files using Qdrant vector database, with tools for ingestion, retrieval, and source… | No signals yet | No commit datelisted | No one-command install · Source |
| 4419 | Unranked | qdrant-vector-searchskill · search | High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor… | No signals yet | No commit datelisted | armory install qdrant-vector-search --cli claude |
| 4420 | Unranked | quartz-sharepoint-mcpmcp · search | Mirrors a SharePoint document library to disk and enables AI assistants to search it via natural language queries using opencode. | No signals yet | No commit datelisted | No one-command install · Source |
| 4421 | Unranked | qubitsokmcp · search | Quantum computing job search, arXiv paper discovery, and researcher profiles from qubitsok.com. | No signals yet | No commit datelisted | No one-command install · Source |
| 4422 | Unranked | radiomcpmcp · search | Internet radio for Claude and your terminal with ~25,000 verified live stations from 197 countries. Control playback, search, and get recommendations… | No signals yet | No commit datelisted | No one-command install · Source |
| 4423 | Unranked | rag-implementationskill · search | Retrieval-Augmented Generation patterns including chunking, embeddings, vector stores, and retrieval optimization Use when: rag, retrieval augmented… | No signals yet | No commit datelisted | armory install rag-implementation --cli claude |
| 4424 | Unranked | ragflow-mcpmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4425 | Unranked | ragjson-zvec-2mcp · search | MCP server for semantic search over local knowledge bases, powered by zvec vector database. It consumes change files (.mushroom) and provides a… | No signals yet | No commit datelisted | No one-command install · Source |
| 4426 | Unranked | recipe-clippermcp · search | Connects to your Recipe Clipper library to search, retrieve, and organize your saved recipes. | No signals yet | No commit datelisted | No one-command install · Source |
| 4427 | Unranked | recordomcp · search | Brain dump, routines, task planning, focus, and instant thought retrieval. | No signals yet | No commit datelisted | No one-command install · Source |
| 4428 | Unranked | recursive-decision-ledgerskill · search | Use when the user asks for repeated rollouts, marked decision processes, high-dimensional search, stochastic optimization, local-optima exploration… | No signals yet | No commit datelisted | armory install recursive-decision-ledger --cli claude |
| 4429 | Unranked | redbook-search-comment-mcpmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4430 | Unranked | refetchmcp · search | Fetch pages as markdown, search the web and news, and extract structured data from any URL. | No signals yet | No commit datelisted | No one-command install · Source |
| 4431 | Unranked | renewable-grid-intelligence-atlas-mcpmcp · search | Enables AI agents to search and retrieve cited evidence packs for renewable energy assets, analyze locations, and access regional energy context, all… | No signals yet | No commit datelisted | No one-command install · Source |
| 4432 | Unranked | repository-runtimemcp · search | Enables AI agents to search, read, and traverse a local knowledge base of Markdown files using full-text search and relationship graph, reducing token… | No signals yet | No commit datelisted | No one-command install · Source |
| 4433 | Unranked | research-lookupskill · search | Look up current research information using Perplexity's Sonar Pro Search or Sonar Reasoning Pro models through OpenRouter. Automatically selects the… | No signals yet | No commit datelisted | armory install research-lookup --cli claude |
| 4434 | Unranked | research-mentor-ragmcp · search | MCP server that integrates a 1200-paper RAG database with six tools to support research workflows across stages like hypothesis, experiment… | No signals yet | No commit datelisted | No one-command install · Source |
| 4435 | Unranked | researchsyncmcp · search | Enables retrieval of arXiv paper metadata and storage in a Notion database, allowing querying via MCP hosts like Claude Desktop. | No signals yet | No commit datelisted | No one-command install · Source |
| 4436 | Unranked | rev-eng-cursor-regex-mcpmcp · search | Enables fast literal and regex search over local workspaces using a sparse n-gram index for candidate pruning, with deterministic verification against… | No signals yet | No commit datelisted | No one-command install · Source |
| 4437 | Unranked | rfq-siemens-teamcenter-mcpmcp · search | Enables Phase 1 upload-to-Teamcenter-draft workflow with file validation, extraction, similarity search, BQ drafting, document generation, approval… | No signals yet | No commit datelisted | No one-command install · Source |
| 4438 | Unranked | richgo-finance-mcpmcp · search | Enables searching and analyzing Korean stocks using Richgo Finance data, including stock details, rankings, undervaluation, AI rankings, and curation… | No signals yet | No commit datelisted | No one-command install · Source |
| 4439 | Unranked | rotundamcp · search | Search, Fetch and Clip Congressional Transcripts from all congressional hearings | No signals yet | No commit datelisted | No one-command install · Source |
| 4440 | Unranked | salesforce-sobject-allmcp · search | Provides full CRUD access to Salesforce objects for creating, reading, updating, deleting, querying, and searching CRM data. | No signals yet | No commit datelisted | No one-command install · Source |
| 4441 | Unranked | salesforce-sobject-readsmcp · search | Provides read-only access to Salesforce objects for querying, searching, and retrieving CRM data. | No signals yet | No commit datelisted | No one-command install · Source |
| 4442 | Unranked | saos-mcpmcp · search | Provides access to Polish court judgments from the SAOS database. Enables search and retrieval of judgments with full-text search, filtering, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 4443 | Unranked | sascharo-gxtractmcp · search | GXtract is a MCP server designed to integrate with VS Code and other compatible editors. It provides a suite of tools for interacting with the GroundX… | No signals yet | No commit datelisted | No one-command install · Source |
| 4444 | Unranked | scientific-literature-researchersubagent · search | Use when you need to search scientific literature and retrieve structured experimental data from published studies. Invoke this agent when the task… | No signals yet | No commit datelisted | armory install scientific-literature-researcher --cli claude |
| 4445 | Unranked | scikit-survivalskill · search | Comprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival. Use this skill when working with censored… | No signals yet | No commit datelisted | armory install scikit-survival --cli claude |
| 4446 | Unranked | scitemcp · search | Search and evaluate scientific literature with Smart Citations across 280M+ full-text articles. | No signals yet | No commit datelisted | No one-command install · Source |
| 4447 | Unranked | scrumdo-mcpmcp · search | Connects MCP-compatible AI tools to ScrumDo boards, enabling card, task, comment, and search operations without manual copy-pasting. | No signals yet | No commit datelisted | No one-command install · Source |
| 4448 | Unranked | seanoliver-krogermcp · search | Search Kroger grocery stores and organize shopping lists by store aisle layout. | No signals yet | No commit datelisted | No one-command install · Source |
| 4449 | Unranked | search-ai-optimization-expertsubagent · search | Expert guidance for modern search optimization: SEO, Answer Engine Optimization (AEO), and Generative Engine Optimization (GEO) with AI-ready content… | No signals yet | No commit datelisted | armory install search-ai-optimization-expert --cli claude |
| 4450 | Unranked | search-firstskill · search | Research-before-coding workflow. Search for existing tools, libraries, and patterns before writing custom code. Invokes the researcher agent. | No signals yet | No commit datelisted | armory install search-first --cli claude |
| 4451 | Unranked | search-specialistsubagent · search | Use when you need to find specific information across multiple sources using advanced search strategies, query optimization, and targeted information… | No signals yet | No commit datelisted | armory install search-specialist --cli claude |
| 4452 | Unranked | search-specialist-2subagent · search | Use when you need to find specific information across multiple sources using advanced search strategies, query optimization, and targeted information… | No signals yet | No commit datelisted | armory install search-specialist-2 --cli claude |
| 4453 | Unranked | search1api-mcpmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4454 | Unranked | seenthis-aihubmcp · search | Korean AI community platform for browsing, searching, and posting to SeenThis AI boards. | No signals yet | No commit datelisted | No one-command install · Source |
| 4455 | Unranked | selvomcp · search | Manages help center articles, collections, and search for SaaS teams. | No signals yet | No commit datelisted | No one-command install · Source |
| 4456 | Unranked | sentence-transformersskill · search | Framework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity, clustering, and… | No signals yet | No commit datelisted | armory install sentence-transformers --cli claude |
| 4457 | Unranked | senzingmcp · search | Entity resolution tools for data mapping, SDK code generation, documentation search, and error troubleshooting. | No signals yet | No commit datelisted | No one-command install · Source |
| 4458 | Unranked | seoskill · search | Audit, plan, and implement SEO improvements across technical SEO, on-page optimization, structured data, Core Web Vitals, and content strategy. Use… | No signals yet | No commit datelisted | armory install seo --cli claude |
| 4459 | Unranked | seo-analyzersubagent · search | SEO analysis and optimization specialist. Use PROACTIVELY for technical SEO audits, meta tag optimization, performance analysis, and search engine… | No signals yet | No commit datelisted | armory install seo-analyzer --cli claude |
| 4460 | Unranked | seo-optimizerskill · search | Search Engine Optimization specialist for content strategy, technical SEO, keyword research, and ranking improvements. Use when optimizing website… | No signals yet | No commit datelisted | armory install seo-optimizer --cli claude |
| 4461 | Unranked | seo-structure-architectsubagent · search | Analyzes and optimizes content structure including header hierarchy, suggests schema markup, and internal linking opportunities. Creates… | No signals yet | No commit datelisted | armory install seo-structure-architect --cli claude |
| 4462 | Unranked | serenamcp · search | Semantic code retrieval & editing tools for coding agents. | No signals yet | No commit datelisted | No one-command install · Source |
| 4463 | Unranked | serenahappyhacking-hk-financial-intelligencemcp · search | Financial analysis and Hong Kong regulatory compliance with SEC RAG and FinBERT sentiment analysis. | No signals yet | No commit datelisted | No one-command install · Source |
| 4464 | Unranked | serper-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 |
| 4465 | Unranked | sgp-directorymcp · search | Search Singapore companies, UEN numbers, and SSIC industry classifications. | No signals yet | No commit datelisted | No one-command install · Source |
| 4466 | Unranked | shodh-memorymcp · search | Persistent AI memory with semantic search and Hebbian learning | No signals yet | No commit datelisted | No one-command install · Source |
| 4467 | Unranked | shopping-radarmcp · search | Enables Claude to search and analyze product listings from multiple French marketplaces, evaluating price, delivery, and distance to a reference point… | No signals yet | No commit datelisted | No one-command install · Source |
| 4468 | Unranked | showmestepbystepmcp · search | Search, browse, and cite a 393-tutorial step-by-step how-to corpus from any MCP client. | No signals yet | No commit datelisted | No one-command install · Source |
| 4469 | Unranked | sightvane-mcpmcp · search | Enables AI assistants to perform comprehensive SEO and GEO measurements, including site audits, keyword research, ranking tracking, and brand… | No signals yet | No commit datelisted | No one-command install · Source |
| 4470 | Unranked | skill-scoutskill · search | Search existing local, marketplace, GitHub, and web skill sources before creating a new skill. Use when the user wants to create, build, fork, or find… | No signals yet | No commit datelisted | armory install skill-scout --cli claude |
| 4471 | Unranked | snowflake-cortex-ai-cursorrules-prompt-filerules · search | Cursor rules for Snowflake Cortex AI Functions (AI_COMPLETE, AI_CLASSIFY, AI_EXTRACT, etc.) and Cortex Search for RAG applications. | No signals yet | No commit datelisted | armory install snowflake-cortex-ai-cursorrules-prompt-file --cli claude |
| 4472 | Unranked | super-rag-mcp-servermcp · search | Enables AI agents to perform offline cybersecurity research and penetration testing by querying a local knowledge base of curated security data, with… | No signals yet | No commit datelisted | No one-command install · Source |
| 4473 | Unranked | swarmvaultskill · search | Use SwarmVault when the user needs a local-first knowledge vault that writes durable markdown, graph, search, dashboard, review, and MCP artifacts to… | No signals yet | No commit datelisted | armory install swarmvault --cli claude |
| 4474 | Unranked | tariffsapimcp · search | Provides live US tariff resolution, HTS code lookup, trade agreement data, and product search through official government sources. | No signals yet | No commit datelisted | No one-command install · Source |
| 4475 | Unranked | taste-mcpmcp · search | MCP server that indexes and serves design skills, guides, and patterns from the taste-skill library, enabling structured retrieval and workflow… | No signals yet | No commit datelisted | No one-command install · Source |
| 4476 | Unranked | tavily-webskill · search | Web search, content extraction, crawling, and research capabilities using Tavily API | No signals yet | No commit datelisted | armory install tavily-web --cli claude |
| 4477 | Unranked | techmanualmcp · search | Search technical manuals for T&M, industrial automation, and power electronics equipment via AI agents. | No signals yet | No commit datelisted | No one-command install · Source |
| 4478 | Unranked | thenextgennexus-academic-researchmcp · search | Search ArXiv preprints and Google Scholar papers with citation counts in one query. | No signals yet | No commit datelisted | No one-command install · Source |
| 4479 | Unranked | thenextgennexus-developer-toolsmcp · search | Search GitHub, npm, PyPI, StackOverflow, and ArXiv from one MCP tool. | No signals yet | No commit datelisted | No one-command install · Source |
| 4480 | Unranked | therapy-for-teensmcp · search | Provides searchable access to clinician-reviewed articles on psychotherapy approaches for teenagers. | No signals yet | No commit datelisted | No one-command install · Source |
| 4481 | Unranked | therealmrfunguy-open-meteo-weathermcp · search | Weather forecasts, current conditions, and location search via Open-Meteo. | No signals yet | No commit datelisted | No one-command install · Source |
| 4482 | Unranked | theyahia-casebook-mcpmcp · search | Enables searching and retrieving Russian legal cases, court documents, participant information, judge statistics, and hearing schedules from… | No signals yet | No commit datelisted | No one-command install · Source |
| 4483 | Unranked | thinkchain-uk-legislationmcp · search | Search UK Acts, Statutory Instruments, and legislation with full text retrieval via legislation.gov.uk. | No signals yet | No commit datelisted | No one-command install · Source |
| 4484 | Unranked | thinkchain-uk-parliamentmcp · search | Search MPs and Lords, fetch member profiles, synopses, and Westminster constituency information. | No signals yet | No commit datelisted | No one-command install · Source |
| 4485 | Unranked | thinkchain-uk-petitionsmcp · search | Search UK Parliament petitions, view signature counts, government responses, and debate outcomes. | No signals yet | No commit datelisted | No one-command install · Source |
| 4486 | Unranked | thinkchain-uk-policemcp · search | Access street-level crime reports, stop and search data, and outcomes across UK police forces. | No signals yet | No commit datelisted | No one-command install · Source |
| 4487 | Unranked | todoiemcp · search | Enables natural language task management: capture, edit, complete, and search tasks with duplicate detection and citation-backed answers. | No signals yet | No commit datelisted | No one-command install · Source |
| 4488 | Unranked | tolgeemcp · search | Manage your Tolgee localization project from AI coding assistants — search translation keys, create and update translations, and trigger machine… | No signals yet | No commit datelisted | No one-command install · Source |
| 4489 | Unranked | tosheroonmcp · search | Real-time Amazon prices, product search, 90-day history, AI forecasts, and price drop alerts. | No signals yet | No commit datelisted | No one-command install · Source |
| 4490 | Unranked | transcriptmaxmcp · search | YouTube transcription with summaries, chapters, and semantic search across your transcript corpus. | No signals yet | No commit datelisted | No one-command install · Source |
| 4491 | Unranked | travelosmcp · search | Enables searching TGV Max train journeys across multiple departure stations with scheduling constraints, and resolving SNCF station names, directly… | No signals yet | No commit datelisted | No one-command install · Source |
| 4492 | Unranked | travelos-2mcp · search | Enables searching TGV Max train journeys across multiple departure stations with scheduling constraints, and resolving SNCF station names, directly… | No signals yet | No commit datelisted | No one-command install · Source |
| 4493 | Unranked | trellistatemcp · search | Free public real estate listing exchange for AI agents to search, retrieve, and submit inquiries on property listings. | No signals yet | No commit datelisted | No one-command install · Source |
| 4494 | Unranked | trisysmcp · search | AI-powered recruitment CRM for searching candidates, companies, vacancies, and placements. | No signals yet | No commit datelisted | No one-command install · Source |
| 4495 | Unranked | tryniamcp · search | Provides additional context to coding agents by indexing extra documentation and codebases that coding agents can't. | No signals yet | No commit datelisted | No one-command install · Source |
| 4496 | Unranked | turbocontextmcp · search | Enables AI coding agents to intelligently index and search codebases with sub-20ms retrieval, 8x memory compression, and cross-encoder reranking via… | No signals yet | No commit datelisted | No one-command install · Source |
| 4497 | Unranked | twelvelabsmcp · search | Integrates with TwelveLabs' video understanding platform to enable semantic search, automated content generation, and multimodal analysis across video… | No signals yet | No commit datelisted | No one-command install · Source |
| 4498 | Unranked | twig-rag-agentsmcp · search | Production grade RAG agents for enterprise knowledge management and document retrieval. | No signals yet | No commit datelisted | No one-command install · Source |
| 4499 | Unranked | uldlmcp · search | Persistent file storage for AI agents with upload, download, versioning, and search. | No signals yet | No commit datelisted | No one-command install · Source |
| 4500 | Unranked | unlistedmcp · search | Search off-market residential properties not yet listed for sale. | 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.