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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
199.9907superpowersskill · ai-agentsA bundle of skills for software engineering that covers much of the development life cycle: planning, reviewing, testing and debugging. Many…280,507 stars · 25,127 forks · 1 mentionNo one-command install · Source
299.9900everything-claude-codeskill · ai-agentsA large collection of resources for Claude Code across core engineering domains. Most resources stand alone, and the author's own workflow is…245,823 stars · 37,094 forks · 1 mentionNo one-command install · Source
399.9782mattpocock-skillsskill · ai-agentsContributed by SentinelSkills for Real Engineers. Straight from my .agents directory.244,329 stars · 20,767 forks · 5 mentionsNo one-command install · Source
499.9728tt-a1i-archifyskill · ai-agentsContributed by SentinelAgent skill for beautiful, verifiable architecture, workflow, sequence, data-flow, and lifecycle diagrams—self-contained HTML with motion and crisp…72,120 stars · 4,865 forks · 1 mention · passed install testNo one-command install · Source
599.9639anthropics-skillsskill · ai-agentsContributed by SentinelPublic repository for Agent Skills178,534 stars · 21,125 forksNo one-command install · Source
699.7187claude-scientific-skillsskill · ai-agentsA set of ready-to-use Agent Skills for research, science, engineering, analysis, finance and writing.41,662 stars · 3,831 forksNo one-command install · Source
799.6123virgiliojr94-book-to-skillskill · ai-agentsContributed by SentinelTurn any technical book PDF into a Claude Code skill — ready to study, reference, and use while you work.27,865 stars · 2,878 forks · 3 mentionsNo one-command install · Source
899.5881alirezarezvani-claude-skillsskill · ai-agentsContributed by Sentinel380 Claude Code skills & agent skills & plugins (30+ Agents, 70+ custom commands, 380+ skills, customizable references, scripts) for Claude Code…25,396 stars · 3,596 forks · 4 mentionsNo one-command install · Source
999.3353nidhinjs-prompt-masterskill · ai-agentsContributed by SentinelA Claude skill that writes the accurate prompts for any AI tool. Zero tokens or credits wasted. Full context and memory retention12,473 stars · 1,462 forks · 3 mentionsNo one-command install · Source
1099.2693fullstack-dev-skillsskill · ai-agentsA Claude Code plugin with 65 skills for full-stack development across many frameworks, 9 workflow commands for Jira and Confluence, and a…11,283 stars · 1,080 forksNo one-command install · Source
1199.2451agricidaniel-claude-adsskill · ai-agentsContributed by SentinelClaude-first paid-media operations skill for Claude Code across 12 ad platforms (Google, Meta, YouTube, LinkedIn, TikTok, Microsoft, Apple, Amazon…8,670 stars · 1,293 forks · 3 mentionsNo one-command install · Source
1299.0999trail-of-bits-security-skillsskill · ai-agentsA very professional collection of over a dozen security-focused skills for code auditing and vulnerability detection. Includes skills for static…6,939 stars · 597 forksNo one-command install · Source
1399.0197codebase-to-courseskill · ai-agentsA Claude Code skill that turns any codebase into an interactive single-page HTML course for non-technical readers.5,505 stars · 551 forksNo one-command install · Source
1498.5252t-ches-claude-code-resourcesskill · ai-agentsA set of sub-agents, skills and commands with a focus on meta-tools, such as a skill auditor and hook creation, meant to be adapted to your workflow.1,973 stars · 411 forksNo one-command install · Source
1598.0860context-engineering-kitskill · ai-agentsHand-crafted collection of advanced context engineering techniques and patterns with minimal token footprint focused on improving agent result…1,508 stars · 154 forksNo one-command install · Source
1697.9226codex-skillskill · ai-agentsEnables users to prompt codex from claude code. Unlike the raw codex mcp server, this skill infers parameters such as model, reasoning effort…1,424 stars · 109 forksNo one-command install · Source
1797.6615agentsysskill · ai-agentsWorkflow automation system for Claude with a group of useful plugins, agents, and skills. Automates task-to-production workflows, PR management, code…981 stars · 113 forksNo one-command install · Source
1896.4536web-assets-generator-skillskill · ai-agentsEasily generate web assets from Claude Code including favicons, app icons (PWA), and social media meta images (Open Graph) for Facebook, Twitter…490 stars · 52 forksNo one-command install · Source
1991.9547claude-code-agentsskill · ai-agentsComprehensive E2E development workflow with helpful Claude Code subagent prompts for solo devs. Run multiple auditors in parallel, automate fix cycles…147 stars · 15 forksNo one-command install · Source
2073.3833claude-mountaineering-skillsskill · ai-agentsClaude Code skill that automates mountain route research for North American peaks. Aggregates data from 10+ mountaineering sources like…33 stars · 1 forkNo one-command install · Source
21Unrankedagent-architecture-auditskill · ai-agentsFull-stack diagnostic for agent and LLM applications. Audits the 12-layer agent stack for wrapper regression, memory pollution, tool discipline…No signals yetNo commit datelisted armory install agent-architecture-audit --cli claude
22Unrankedagent-developmentskill · ai-agentsThis skill should be used when the user asks to "create an agent", "add an agent", "write a subagent", "agent frontmatter", "when to use description"…No signals yetNo commit datelisted armory install agent-development --cli claude
23Unrankedagent-evalskill · ai-agentsHead-to-head comparison of coding agents (Claude Code, Aider, Codex, etc.) on custom tasks with pass rate, cost, time, and consistency metricsNo signals yetNo commit datelisted armory install agent-eval --cli claude
24Unrankedagent-introspection-debuggingskill · ai-agentsStructured self-debugging workflow for AI agent failures using capture, diagnosis, contained recovery, and introspection reports.No signals yetNo commit datelisted armory install agent-introspection-debugging --cli claude
25Unrankedagent-managementskill · ai-agentsCreate, manage, and orchestrate AI agents using the AI Maestro CLI. Use when the user asks to "create agent", "list agents", "delete agent"…No signals yetNo commit datelisted armory install agent-management --cli claude
26Unrankedagent-md-refactorskill · ai-agentsRefactor bloated AGENTS.md, CLAUDE.md, or similar agent instruction files to follow progressive disclosure principles. Splits monolithic files into…No signals yetNo commit datelisted armory install agent-md-refactor --cli claude
27Unrankedagent-memory-mcpskill · ai-agentsA hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions).No signals yetNo commit datelisted armory install agent-memory-mcp --cli claude
28Unrankedagent-messagingskill · ai-agentsSend and receive cryptographically signed messages between AI agents using the Agent Messaging Protocol (AMP). Use when the user asks to "send a…No signals yetNo commit datelisted armory install agent-messaging --cli claude
29Unrankedagent-sortskill · ai-agentsBuild an evidence-backed ECC install plan for a specific repo by sorting skills, commands, rules, hooks, and extras into DAILY vs LIBRARY buckets…No signals yetNo commit datelisted armory install agent-sort --cli claude
30Unrankedagent-tool-builderskill · ai-agentsTools are how AI agents interact with the world. A well-designed tool is the difference between an agent that works and one that hallucinates, fails…No signals yetNo commit datelisted armory install agent-tool-builder --cli claude
31Unrankedagentic-engineeringskill · ai-agentsOperate as an agentic engineer using eval-first execution, decomposition, and cost-aware model routing.No signals yetNo commit datelisted armory install agentic-engineering --cli claude
32Unrankedagentic-osskill · ai-agentsBuild persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory…No signals yetNo commit datelisted armory install agentic-os --cli claude
33Unrankedai-agent-ai-spyskill · ai-agentsA talk by members of the Signal Foundation on how AI agents built into operating systems can be used for surveillance, and why companies are building…No signals yetNo commit datelisted No one-command install · Source
34Unrankedai-agents-architectskill · ai-agentsExpert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when…No signals yetNo commit datelisted armory install ai-agents-architect --cli claude
35Unrankedai-first-engineeringskill · ai-agentsEngineering operating model for teams where AI agents generate a large share of implementation output.No signals yetNo commit datelisted armory install ai-first-engineering --cli claude
36Unrankedai-productskill · ai-agentsEvery product will be AI-powered. The question is whether you'll build it right or ship a demo that falls apart in production. This skill covers LLM…No signals yetNo commit datelisted armory install ai-product --cli claude
37Unrankedai-wrapper-productskill · ai-agentsExpert in building products that wrap AI APIs (OpenAI, Anthropic, etc.) into focused tools people will pay for. Not just 'ChatGPT but different'…No signals yetNo commit datelisted armory install ai-wrapper-product --cli claude
38Unrankedapp-builderskill · ai-agentsMain application building orchestrator. Creates full-stack applications from natural language requests. Determines project type, selects tech stack…No signals yetNo commit datelisted armory install app-builder --cli claude
39Unrankedapplying-brand-guidelinesskill · ai-agentsThis skill applies consistent corporate branding and styling to all generated documents including colors, fonts, layouts, and messagingNo signals yetNo commit datelisted armory install applying-brand-guidelines --cli claude
40Unrankedautogpt-agentsskill · ai-agentsAutonomous AI agent platform for building and deploying continuous agents. Use when creating visual workflow agents, deploying persistent autonomous…No signals yetNo commit datelisted armory install autogpt-agents --cli claude
41Unrankedautonomous-agent-harnessskill · ai-agentsTransform Claude Code into a fully autonomous agent system with persistent memory, scheduled operations, computer use, and task queuing. Replaces…No signals yetNo commit datelisted armory install autonomous-agent-harness --cli claude
42Unrankedautonomous-loopsskill · ai-agents"Patterns and architectures for autonomous Claude Code loops — from simple sequential pipelines to RFC-driven multi-agent DAG systems."No signals yetNo commit datelisted armory install autonomous-loops --cli claude
43Unrankedawq-quantizationskill · ai-agentsActivation-aware weight quantization for 4-bit LLM compression with 3x speedup and minimal accuracy loss. Use when deploying large models (7B-70B) on…No signals yetNo commit datelisted armory install awq-quantization --cli claude
44Unrankedaxolotlskill · ai-agentsExpert guidance for fine-tuning LLMs with Axolotl - YAML configs, 100+ models, LoRA/QLoRA, DPO/KTO/ORPO/GRPO, multimodal supportNo signals yetNo commit datelisted armory install axolotl --cli claude
45Unrankedbehavioral-modesskill · ai-agentsAI operational modes (brainstorm, implement, debug, review, teach, ship, orchestrate). Use to adapt behavior based on task type.No signals yetNo commit datelisted armory install behavioral-modes --cli claude
46Unrankedbiomniskill · ai-agentsAutonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical…No signals yetNo commit datelisted armory install biomni --cli claude
47Unrankedblockrunskill · ai-agentsUse when user needs capabilities Claude lacks (image generation, real-time X/Twitter data) or explicitly requests external models ("blockrun", "use…No signals yetNo commit datelisted armory install blockrun --cli claude
48Unrankedblueprintskill · ai-agents>- Turn a one-line objective into a step-by-step construction plan for multi-session, multi-agent engineering projects. Each step has a self-contained…No signals yetNo commit datelisted armory install blueprint --cli claude
49Unrankedc-pro-2skill · ai-agentsWrite efficient C code with proper memory management, pointerNo signals yetNo commit datelisted armory install c-pro-2 --cli claude
50Unrankedcc-skill-continuous-learningskill · ai-agentsDevelopment skill from everything-claude-codeNo signals yetNo commit datelisted armory install cc-skill-continuous-learning --cli claude
51Unrankedcc-skill-strategic-compactskill · ai-agentsDevelopment skill from everything-claude-codeNo signals yetNo commit datelisted armory install cc-skill-strategic-compact --cli claude
52Unrankedckskill · ai-agentsPersistent per-project memory for Claude Code. Auto-loads project context on session start, tracks sessions with git activity, and writes to native…No signals yetNo commit datelisted armory install ck --cli claude
53Unrankedclaude-apiskill · ai-agents"Build, debug, and optimize Claude API / Anthropic SDK apps. Apps built with this skill should include prompt caching. Also handles migrating existing…No signals yetNo commit datelisted armory install claude-api --cli claude
54Unrankedclaude-code-guideskill · ai-agentsMaster guide for using Claude Code effectively. Includes configuration templates, prompting strategies "Thinking" keywords, debugging techniques, and…No signals yetNo commit datelisted armory install claude-code-guide --cli claude
55Unrankedclaude-devfleetskill · ai-agentsOrchestrate multi-agent coding tasks via Claude DevFleet — plan projects, dispatch parallel agents in isolated worktrees, monitor progress, and read…No signals yetNo commit datelisted armory install claude-devfleet --cli claude
56Unrankedclaude-opus-4-5-migrationskill · ai-agentsMigrate prompts and code from Claude Sonnet 4.0, Sonnet 4.5, or Opus 4.1 to Opus 4.5. Use when the user wants to update their codebase, prompts, or…No signals yetNo commit datelisted armory install claude-opus-4-5-migration --cli claude
57Unrankedcodebase-onboardingskill · ai-agentsAnalyze an unfamiliar codebase and generate a structured onboarding guide with architecture map, key entry points, conventions, and a starter…No signals yetNo commit datelisted armory install codebase-onboarding --cli claude
58Unrankedcodexskill · ai-agentsUse when the user asks to run Codex CLI (codex exec, codex resume) or references OpenAI Codex for code analysis, refactoring, or automated editing…No signals yetNo commit datelisted armory install codex --cli claude
59Unrankedcommand-creatorskill · ai-agentsThis skill should be used when creating a Claude Code slash command. Use when users ask to "create a command", "make a slash command", "add a…No signals yetNo commit datelisted armory install command-creator --cli claude
60Unrankedcommand-developmentskill · ai-agentsThis skill should be used when the user asks to "create a slash command", "add a command", "write a custom command", "define command arguments", "use…No signals yetNo commit datelisted armory install command-development --cli claude
61Unrankedcomputer-use-agentsskill · ai-agentsBuild AI agents that interact with computers like humans do - viewing screens, moving cursors, clicking buttons, and typing text. Covers Anthropic's…No signals yetNo commit datelisted armory install computer-use-agents --cli claude
62Unrankedconfigure-harnessskill · ai-agentsInteractive installer for Everything Claude Code — guides users through selecting and installing skills and rules to user-level or project-level…No signals yetNo commit datelisted armory install configure-harness --cli claude
63Unrankedconstitutional-aiskill · ai-agentsAnthropic's method for training harmless AI through self-improvement. Two-phase approach - supervised learning with self-critique/revision, then RLAIF…No signals yetNo commit datelisted armory install constitutional-ai --cli claude
64Unrankedcontext-budgetskill · ai-agentsAudits Claude Code context window consumption across agents, skills, MCP servers, and rules. Identifies bloat, redundant components, and produces…No signals yetNo commit datelisted armory install context-budget --cli claude
65Unrankedcontext-window-managementskill · ai-agentsStrategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token…No signals yetNo commit datelisted armory install context-window-management --cli claude
66Unrankedcontinuous-agent-loopskill · ai-agentsPatterns for continuous autonomous agent loops with quality gates, evals, and recovery controls.No signals yetNo commit datelisted armory install continuous-agent-loop --cli claude
67Unrankedcontinuous-learning-v2skill · ai-agentsInstinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into…No signals yetNo commit datelisted armory install continuous-learning-v2 --cli claude
68Unrankedconversation-memoryskill · ai-agentsPersistent memory systems for LLM conversations including short-term, long-term, and entity-based memory Use when: conversation memory, remember…No signals yetNo commit datelisted armory install conversation-memory --cli claude
69Unrankedcookbook-auditskill · ai-agentsAudit an Anthropic Cookbook notebook based on a rubric. Use whenever a notebook review or audit is requested.No signals yetNo commit datelisted armory install cookbook-audit --cli claude
70Unrankedcost-aware-llm-pipelineskill · ai-agentsCost optimization patterns for LLM API usage — model routing by task complexity, budget tracking, retry logic, and prompt caching.No signals yetNo commit datelisted armory install cost-aware-llm-pipeline --cli claude
71Unrankedcreating-financial-modelsskill · ai-agentsThis skill provides an advanced financial modeling suite with DCF analysis, sensitivity testing, Monte Carlo simulations, and scenario planning for…No signals yetNo commit datelisted armory install creating-financial-models --cli claude
72Unrankedcrewaiskill · ai-agentsExpert in CrewAI - the leading role-based multi-agent framework used by 60% of Fortune 500 companies. Covers agent design with roles and goals, task…No signals yetNo commit datelisted armory install crewai --cli claude
73Unrankedcrewai-multi-agentskill · ai-agentsMulti-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks…No signals yetNo commit datelisted armory install crewai-multi-agent --cli claude
74Unrankeddaily-meeting-updateskill · ai-agentsInteractive daily standup/meeting update generator. Use when user says 'daily', 'standup', 'scrum update', 'status update', 'what did I do yesterday'…No signals yetNo commit datelisted armory install daily-meeting-update --cli claude
75Unrankeddaskskill · ai-agentsParallel/distributed computing. Scale pandas/NumPy beyond memory, parallel DataFrames/Arrays, multi-file processing, task graphs, for larger-than-RAM…No signals yetNo commit datelisted armory install dask --cli claude
76Unrankeddata-scraper-agentskill · ai-agentsBuild a fully automated AI-powered data collection agent for any public source — job boards, prices, news, GitHub, sports, anything. Scrapes on a…No signals yetNo commit datelisted armory install data-scraper-agent --cli claude
77Unrankeddenarioskill · ai-agentsMultiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used…No signals yetNo commit datelisted armory install denario --cli claude
78Unrankeddependency-updaterskill · ai-agentsSmart dependency management for any language. Auto-detects project type, applies safe updates automatically, prompts for major versions, diagnoses and…No signals yetNo commit datelisted armory install dependency-updater --cli claude
79Unrankeddispatching-parallel-agentsskill · ai-agentsUse when facing 2+ independent tasks that can be worked on without shared state or sequential dependenciesNo signals yetNo commit datelisted armory install dispatching-parallel-agents --cli claude
80Unrankeddispatching-parallel-agents-2skill · ai-agentsUse when facing 2+ independent tasks that can be worked on without shared state or sequential dependenciesNo signals yetNo commit datelisted armory install dispatching-parallel-agents-2 --cli claude
81Unrankeddistributed-llm-pretraining-torchtitanskill · ai-agentsProvides PyTorch-native distributed LLM pretraining using torchtitan with 4D parallelism (FSDP2, TP, PP, CP). Use when pretraining Llama 3.1, DeepSeek…No signals yetNo commit datelisted armory install distributed-llm-pretraining-torchtitan --cli claude
82Unrankeddmux-workflowsskill · ai-agentsMulti-agent orchestration using dmux (tmux pane manager for AI agents). Patterns for parallel agent workflows across Claude Code, Codex, OpenCode, and…No signals yetNo commit datelisted armory install dmux-workflows --cli claude
83Unrankeddspyskill · ai-agentsBuild complex AI systems with declarative programming, optimize prompts automatically, create modular RAG systems and agents with DSPy - Stanford…No signals yetNo commit datelisted armory install dspy --cli claude
84Unrankedeval-harnessskill · ai-agentsFormal evaluation framework for Claude Code sessions implementing eval- driven development (EDD) principles.No signals yetNo commit datelisted armory install eval-harness --cli claude
85Unrankedexcalidrawskill · ai-agentsUse when working with *.excalidraw or *.excalidraw.json files, user mentions diagrams/flowcharts, or requests architecture visualization - delegates…No signals yetNo commit datelisted armory install excalidraw --cli claude
86Unrankedfine-tuning-with-trlskill · ai-agentsFine-tune LLMs using reinforcement learning with TRL - SFT for instruction tuning, DPO for preference alignment, PPO/GRPO for reward optimization, and…No signals yetNo commit datelisted armory install fine-tuning-with-trl --cli claude
87Unrankedfoundation-models-on-deviceskill · ai-agentsApple FoundationModels framework for on-device LLM — text generation, guided generation with @Generable, tool calling, and snapshot streaming in iOS…No signals yetNo commit datelisted armory install foundation-models-on-device --cli claude
88Unrankedgame-developmentskill · ai-agentsGame development orchestrator. Routes to platform-specific skills based on project needs.No signals yetNo commit datelisted armory install game-development --cli claude
89Unrankedgan-style-harnessskill · ai-agents"GAN-inspired Generator-Evaluator agent harness for building high-quality applications autonomously. Based on Anthropic's March 2026 harness design…No signals yetNo commit datelisted armory install gan-style-harness --cli claude
90Unrankedgateguardskill · ai-agentsFact-forcing gate that blocks Edit/Write/Bash (including MultiEdit) and demands concrete investigation (importers, data schemas, user instruction)…No signals yetNo commit datelisted armory install gateguard --cli claude
91Unrankedgccskill · ai-agentsGit Context Controller (GCC) - Manages agent memory as a versioned file system under .GCC/. This skill should be used when working on multi-step…No signals yetNo commit datelisted armory install gcc --cli claude
92Unrankedgepettoskill · ai-agentsCreates detailed, sectionized implementation plans through research, stakeholder interviews, and multi-LLM review. Use when planning features that…No signals yetNo commit datelisted armory install gepetto --cli claude
93Unrankedget-available-resourcesskill · ai-agentsThis skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores…No signals yetNo commit datelisted armory install get-available-resources --cli claude
94Unrankedgptqskill · ai-agentsPost-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4×…No signals yetNo commit datelisted armory install gptq --cli claude
95Unrankedguidanceskill · ai-agentsControl LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats, and build multi-step workflows with…No signals yetNo commit datelisted armory install guidance --cli claude
96Unrankedharness-guideskill · ai-agentsGuide users through ECC's current agents, skills, commands, hooks, rules, install profiles, and project onboarding by reading the live repository…No signals yetNo commit datelisted armory install harness-guide --cli claude
97Unrankedhook-developmentskill · ai-agentsThis skill should be used when the user asks to "create a hook", "add a PreToolUse/PostToolUse/Stop hook", "validate tool use", "implement…No signals yetNo commit datelisted armory install hook-development --cli claude
98Unrankedimplementing-llms-litgptskill · ai-agentsImplements and trains LLMs using Lightning AI's LitGPT with 20+ pretrained architectures (Llama, Gemma, Phi, Qwen, Mistral). Use when need clean model…No signals yetNo commit datelisted armory install implementing-llms-litgpt --cli claude
99Unrankedinstructorskill · ai-agentsExtract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and…No signals yetNo commit datelisted armory install instructor --cli claude
100Unrankedinternal-commsskill · ai-agentsA set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill…No signals yetNo commit datelisted armory install internal-comms --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.

Leaderboard · Armory