Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 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 |
| 2 | 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 |
| 3 | Unranked | brightdata-local-searchskill · search | Set up and run local web searches using Bright Data SERP API with the unfancy-search pipeline (query expansion, SERP retrieval, RRF reranking). | No signals yet | No commit datelisted | armory install brightdata-local-search --cli claude |
| 4 | Unranked | citation-managementskill · search | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations… | No signals yet | No commit datelisted | armory install citation-management --cli claude |
| 5 | Unranked | claude-code-sessionsskill · search | Search, analyze, and manage Claude Code session history. Use when the user wants to find past sessions, check token usage, review tool breakdowns… | No signals yet | No commit datelisted | armory install claude-code-sessions --cli claude |
| 6 | Unranked | clipskill · search | OpenAI's model connecting vision and language. Enables zero-shot image classification, image-text matching, and cross-modal retrieval. Trained on 400M… | No signals yet | No commit datelisted | armory install clip --cli claude |
| 7 | Unranked | core-web-vitalsskill · search | Optimize Core Web Vitals (LCP, INP, CLS) for better page experience and search ranking. Use when asked to "improve Core Web Vitals", "fix LCP"… | No signals yet | No commit datelisted | armory install core-web-vitals --cli claude |
| 8 | Unranked | deep-researchskill · search | Multi-source deep research using firecrawl and exa MCPs. Searches the web, synthesizes findings, and delivers cited reports with source attribution… | No signals yet | No commit datelisted | armory install deep-research --cli claude |
| 9 | Unranked | exa-searchskill · search | Neural search via Exa MCP for web, code, and company research. Use when the user needs web search, code examples, company intel, people lookup, or… | No signals yet | No commit datelisted | armory install exa-search --cli claude |
| 10 | Unranked | faissskill · search | Facebook's library for efficient similarity search and clustering of dense vectors. Supports billions of vectors, GPU acceleration, and various index… | No signals yet | No commit datelisted | armory install faiss --cli claude |
| 11 | Unranked | geo-fundamentalsskill · search | Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity). | No signals yet | No commit datelisted | armory install geo-fundamentals --cli claude |
| 12 | Unranked | iterative-retrievalskill · search | Pattern for progressively refining context retrieval to solve the subagent context problem | No signals yet | No commit datelisted | armory install iterative-retrieval --cli claude |
| 13 | 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 |
| 14 | 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 |
| 15 | 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 |
| 16 | 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 |
| 17 | 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 |
| 18 | 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 |
| 19 | 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 |
| 20 | 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 |
| 21 | 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 |
| 22 | 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 |
| 23 | 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 |
| 24 | 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 |
| 25 | 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 |
| 26 | 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 |
| 27 | 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 |
| 28 | 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 |
| 29 | 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 |
| 30 | 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 |
| 31 | 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 |
| 32 | 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 |
| 33 | 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 |
| 34 | 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 |
| 35 | 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 |
| 36 | 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 |
| 37 | 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 |
| 38 | 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 |
| 39 | Unranked | videodbskill · search | See, Understand, Act on video and audio. See- ingest from local files, URLs, RTSP/live feeds, or live record desktop; return realtime context and… | No signals yet | No commit datelisted | armory install videodb --cli claude |
| 40 | Unranked | zapier-workflowsskill · search | Manage and trigger pre-built Zapier workflows and MCP tool orchestration. Use when user mentions workflows, Zaps, automations, daily digest, research… | No signals yet | No commit datelisted | armory install zapier-workflows --cli claude |
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.