Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | Unranked | internal-comms-2skill · ai-agents | A 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 yet | No commit datelisted | armory install internal-comms-2 --cli claude |
| 102 | Unranked | internal-comms-3skill · ai-agents | A 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 yet | No commit datelisted | armory install internal-comms-3 --cli claude |
| 103 | Unranked | knowledge-distillationskill · ai-agents | Compress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with retained… | No signals yet | No commit datelisted | armory install knowledge-distillation --cli claude |
| 104 | Unranked | langchainskill · ai-agents | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+… | No signals yet | No commit datelisted | armory install langchain --cli claude |
| 105 | Unranked | langfuseskill · ai-agents | Expert in Langfuse - the open-source LLM observability platform. Covers tracing, prompt management, evaluation, datasets, and integration with… | No signals yet | No commit datelisted | armory install langfuse --cli claude |
| 106 | Unranked | llama-cppskill · ai-agents | Runs LLM inference on CPU, Apple Silicon, and consumer GPUs without NVIDIA hardware. Use for edge deployment, M1/M2/M3 Macs, AMD/Intel GPUs, or when… | No signals yet | No commit datelisted | armory install llama-cpp --cli claude |
| 107 | Unranked | llama-factoryskill · ai-agents | Expert guidance for fine-tuning LLMs with LLaMA-Factory - WebUI no-code, 100+ models, 2/3/4/5/6/8-bit QLoRA, multimodal support | No signals yet | No commit datelisted | armory install llama-factory --cli claude |
| 108 | Unranked | llm-app-patternsskill · ai-agents | Production-ready patterns for building LLM applications. Covers RAG pipelines, agent architectures, prompt IDEs, and LLMOps monitoring. Use when… | No signals yet | No commit datelisted | armory install llm-app-patterns --cli claude |
| 109 | Unranked | llm-trading-agent-securityskill · ai-agents | Security patterns for autonomous trading agents with wallet or transaction authority. Covers prompt injection, spend limits, pre-send simulation… | No signals yet | No commit datelisted | armory install llm-trading-agent-security --cli claude |
| 110 | Unranked | loki-modeskill · ai-agents | Multi-agent autonomous startup system for Claude Code. Triggers on "Loki Mode". Orchestrates 100+ specialized agents across engineering, QA, DevOps… | No signals yet | No commit datelisted | armory install loki-mode --cli claude |
| 111 | Unranked | mcp-integrationskill · ai-agents | This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model Context… | No signals yet | No commit datelisted | armory install mcp-integration --cli claude |
| 112 | Unranked | model-pruningskill · ai-agents | Reduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT. Use when compressing models without retraining, achieving… | No signals yet | No commit datelisted | armory install model-pruning --cli claude |
| 113 | Unranked | nanoclaw-replskill · ai-agents | Operate and extend NanoClaw v2, ECC's zero-dependency session-aware REPL built on claude -p. | No signals yet | No commit datelisted | armory install nanoclaw-repl --cli claude |
| 114 | Unranked | nanogptskill · ai-agents | Educational GPT implementation in ~300 lines. Reproduces GPT-2 (124M) on OpenWebText. Clean, hackable code for learning transformers. By Andrej… | No signals yet | No commit datelisted | armory install nanogpt --cli claude |
| 115 | Unranked | nemo-curatorskill · ai-agents | GPU-accelerated data curation for LLM training. Supports text/image/video/audio. Features fuzzy deduplication (16× faster), quality filtering (30+… | No signals yet | No commit datelisted | armory install nemo-curator --cli claude |
| 116 | Unranked | nemo-guardrailsskill · ai-agents | NVIDIA's runtime safety framework for LLM applications. Features jailbreak detection, input/output validation, fact-checking, hallucination detection… | No signals yet | No commit datelisted | armory install nemo-guardrails --cli claude |
| 117 | Unranked | nowait-reasoning-optimizerskill · ai-agents | Implements the NOWAIT technique for efficient reasoning in R1-style LLMs. Use when optimizing inference of reasoning models (QwQ, DeepSeek-R1… | No signals yet | No commit datelisted | armory install nowait-reasoning-optimizer --cli claude |
| 118 | Unranked | openclaw-persona-forgeskill · ai-agents | "为 OpenClaw AI Agent 锻造完整的龙虾灵魂方案。根据用户偏好或随机抽卡， 输出身份定位、灵魂描述(SOUL.md)、角色化底线规则、名字和头像生图提示词。 如当前环境提供已审核的生图 skill，可自动生成统一风格头像图片。 当用户需要创建、设计或定制 OpenClaw… | No signals yet | No commit datelisted | armory install openclaw-persona-forge --cli claude |
| 119 | Unranked | opensource-pipelineskill · ai-agents | "Open-source pipeline: fork, sanitize, and package private projects for safe public release. Chains 3 agents (forker, sanitizer, packager). Triggers… | No signals yet | No commit datelisted | armory install opensource-pipeline --cli claude |
| 120 | Unranked | optimizing-attention-flashskill · ai-agents | Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long… | No signals yet | No commit datelisted | armory install optimizing-attention-flash --cli claude |
| 121 | Unranked | outlinesskill · ai-agents | Guarantee valid JSON/XML/code structure during generation, use Pydantic models for type-safe outputs, support local models (Transformers, vLLM), and… | No signals yet | No commit datelisted | armory install outlines --cli claude |
| 122 | Unranked | parallel-agentsskill · ai-agents | Multi-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis… | No signals yet | No commit datelisted | armory install parallel-agents --cli claude |
| 123 | Unranked | parallel-execution-optimizerskill · ai-agents | Use when the user wants a task done much faster through parallel work, concurrent agents, batched tool calls, isolated worktrees, or many independent… | No signals yet | No commit datelisted | armory install parallel-execution-optimizer --cli claude |
| 124 | Unranked | paywall-upgrade-croskill · ai-agents | When the user wants to create or optimize in-app paywalls, upgrade screens, upsell modals, or feature gates. Also use when the user mentions… | No signals yet | No commit datelisted | armory install paywall-upgrade-cro --cli claude |
| 125 | Unranked | peft-fine-tuningskill · ai-agents | Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. Use when fine-tuning large models (7B-70B) with limited GPU memory, when… | No signals yet | No commit datelisted | armory install peft-fine-tuning --cli claude |
| 126 | Unranked | plan-orchestrateskill · ai-agents | Read a plan document, decompose it into steps, design a per-step agent chain from the ECC catalogue, and emit ready-to-paste /orchestrate custom… | No signals yet | No commit datelisted | armory install plan-orchestrate --cli claude |
| 127 | Unranked | plankton-code-qualityskill · ai-agents | "Write-time code quality enforcement using Plankton — auto-formatting, linting, and Claude-powered fixes on every file edit via hooks." | No signals yet | No commit datelisted | armory install plankton-code-quality --cli claude |
| 128 | Unranked | plugin-forgeskill · ai-agents | Create and manage Claude Code plugins with proper structure, manifests, and marketplace integration. Use when creating plugins for a marketplace… | No signals yet | No commit datelisted | armory install plugin-forge --cli claude |
| 129 | Unranked | plugin-settingsskill · ai-agents | This skill should be used when the user asks about "plugin settings", "store plugin configuration", "user-configurable plugin", ".local.md files"… | No signals yet | No commit datelisted | armory install plugin-settings --cli claude |
| 130 | Unranked | plugin-structureskill · ai-agents | This skill should be used when the user asks to "create a plugin", "scaffold a plugin", "understand plugin structure", "organize plugin components"… | No signals yet | No commit datelisted | armory install plugin-structure --cli claude |
| 131 | Unranked | prediction-market-oracle-researchskill · ai-agents | Research prediction markets as data sources or oracle signals for products, agents, dashboards, and corporate decision intelligence. Use for… | No signals yet | No commit datelisted | armory install prediction-market-oracle-research --cli claude |
| 132 | Unranked | prompt-cachingskill · ai-agents | Caching strategies for LLM prompts including Anthropic prompt caching, response caching, and CAG (Cache Augmented Generation) Use when: prompt… | No signals yet | No commit datelisted | armory install prompt-caching --cli claude |
| 133 | Unranked | prompt-engineer-3skill · ai-agents | Expert in designing effective prompts for LLM-powered applications. Masters prompt structure, context management, output formatting, and prompt… | No signals yet | No commit datelisted | armory install prompt-engineer-3 --cli claude |
| 134 | Unranked | prompt-engineeringskill · ai-agents | Expert guide on prompt engineering patterns, best practices, and optimization techniques. Use when user wants to improve prompts, learn prompting… | No signals yet | No commit datelisted | armory install prompt-engineering --cli claude |
| 135 | Unranked | prompt-engineering-patternsskill · ai-agents | Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability. | No signals yet | No commit datelisted | armory install prompt-engineering-patterns --cli claude |
| 136 | Unranked | prompt-libraryskill · ai-agents | Curated collection of high-quality prompts for various use cases. Includes role-based prompts, task-specific templates, and prompt refinement… | No signals yet | No commit datelisted | armory install prompt-library --cli claude |
| 137 | Unranked | prompt-optimizerskill · ai-agents | >- Analyze raw prompts, identify intent and gaps, match ECC components (skills/commands/agents/hooks), and output a ready-to-paste optimized prompt… | No signals yet | No commit datelisted | armory install prompt-optimizer --cli claude |
| 138 | Unranked | pufferlibskill · ai-agents | This skill should be used when working with reinforcement learning tasks including high-performance RL training, custom environment development… | No signals yet | No commit datelisted | armory install pufferlib --cli claude |
| 139 | Unranked | pydantic-aiskill · ai-agents | Build production-ready AI agents with PydanticAI — type-safe tool use, structured outputs, dependency injection, and multi-model support. | No signals yet | No commit datelisted | armory install pydantic-ai --cli claude |
| 140 | Unranked | quantizing-models-bitsandbytesskill · ai-agents | Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or… | No signals yet | No commit datelisted | armory install quantizing-models-bitsandbytes --cli claude |
| 141 | Unranked | ralphinho-rfc-pipelineskill · ai-agents | RFC-driven multi-agent DAG execution pattern with quality gates, merge queues, and work unit orchestration. | No signals yet | No commit datelisted | armory install ralphinho-rfc-pipeline --cli claude |
| 142 | Unranked | ray-trainskill · ai-agents | Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes. Built-in hyperparameter… | No signals yet | No commit datelisted | armory install ray-train --cli claude |
| 143 | Unranked | regex-vs-llm-structured-textskill · ai-agents | Decision framework for choosing between regex and LLM when parsing structured text — start with regex, add LLM only for low-confidence edge cases. | No signals yet | No commit datelisted | armory install regex-vs-llm-structured-text --cli claude |
| 144 | Unranked | rwkv-architectureskill · ai-agents | RNN+Transformer hybrid with O(n) inference. Linear time, infinite context, no KV cache. Train like GPT (parallel), infer like RNN (sequential). Linux… | No signals yet | No commit datelisted | armory install rwkv-architecture --cli claude |
| 145 | Unranked | safety-guardskill · ai-agents | Use this skill to prevent destructive operations when working on production systems or running agents autonomously. | No signals yet | No commit datelisted | armory install safety-guard --cli claude |
| 146 | Unranked | santa-methodskill · ai-agents | "Multi-agent adversarial verification with convergence loop. Two independent review agents must both pass before output ships." | No signals yet | No commit datelisted | armory install santa-method --cli claude |
| 147 | Unranked | security-scanskill · ai-agents | Scan your Claude Code configuration (.claude/ directory) for security vulnerabilities, misconfigurations, and injection risks using AgentShield… | No signals yet | No commit datelisted | armory install security-scan --cli claude |
| 148 | Unranked | segment-anything-modelskill · ai-agents | Foundation model for image segmentation with zero-shot transfer. Use when you need to segment any object in images using points, boxes, or masks as… | No signals yet | No commit datelisted | armory install segment-anything-model --cli claude |
| 149 | Unranked | senior-prompt-engineerskill · ai-agents | World-class prompt engineering skill for LLM optimization, prompt patterns, structured outputs, and AI product development. Expertise in Claude… | No signals yet | No commit datelisted | armory install senior-prompt-engineer --cli claude |
| 150 | Unranked | sentencepieceskill · ai-agents | Language-independent tokenizer treating text as raw Unicode. Supports BPE and Unigram algorithms. Fast (50k sentences/sec), lightweight (6MB memory)… | No signals yet | No commit datelisted | armory install sentencepiece --cli claude |
| 151 | Unranked | serving-llms-vllmskill · ai-agents | Serves LLMs with high throughput using vLLM's PagedAttention and continuous batching. Use when deploying production LLM APIs, optimizing inference… | No signals yet | No commit datelisted | armory install serving-llms-vllm --cli claude |
| 152 | Unranked | session-handoffskill · ai-agents | Creates comprehensive handoff documents for seamless AI agent session transfers. Triggered when: (1) user requests handoff/memory/context save, (2)… | No signals yet | No commit datelisted | armory install session-handoff --cli claude |
| 153 | Unranked | sglangskill · ai-agents | Fast structured generation and serving for LLMs with RadixAttention prefix caching. Use for JSON/regex outputs, constrained decoding, agentic… | No signals yet | No commit datelisted | armory install sglang --cli claude |
| 154 | Unranked | simpo-trainingskill · ai-agents | Simple Preference Optimization for LLM alignment. Reference-free alternative to DPO with better performance (+6.4 points on AlpacaEval 2.0). No… | No signals yet | No commit datelisted | armory install simpo-training --cli claude |
| 155 | Unranked | skill-complyskill · ai-agents | Visualize whether skills, rules, and agent definitions are actually followed — auto-generates scenarios at 3 prompt strictness levels, runs agents… | No signals yet | No commit datelisted | armory install skill-comply --cli claude |
| 156 | Unranked | skill-creation-guideskill · ai-agents | Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends… | No signals yet | No commit datelisted | armory install skill-creation-guide --cli claude |
| 157 | Unranked | skill-developerskill · ai-agents | Create and manage Claude Code skills following Anthropic best practices. Use when creating new skills, modifying skill-rules.json, understanding… | No signals yet | No commit datelisted | armory install skill-developer --cli claude |
| 158 | Unranked | skill-stocktakeskill · ai-agents | "Use when auditing Claude skills and commands for quality. Supports Quick Scan (changed skills only) and Full Stocktake modes with sequential subagent… | No signals yet | No commit datelisted | armory install skill-stocktake --cli claude |
| 159 | Unranked | slime-rl-trainingskill · ai-agents | Provides guidance for LLM post-training with RL using slime, a Megatron+SGLang framework. Use when training GLM models, implementing custom data… | No signals yet | No commit datelisted | armory install slime-rl-training --cli claude |
| 160 | Unranked | speechskill · ai-agents | Use when the user asks for text-to-speech narration or voiceover, accessibility reads, audio prompts, or batch speech generation via the OpenAI Audio… | No signals yet | No commit datelisted | armory install speech --cli claude |
| 161 | Unranked | stable-diffusion-image-generationskill · ai-agents | State-of-the-art text-to-image generation with Stable Diffusion models via HuggingFace Diffusers. Use when generating images from text prompts… | No signals yet | No commit datelisted | armory install stable-diffusion-image-generation --cli claude |
| 162 | Unranked | subagent-driven-developmentskill · ai-agents | Use when executing implementation plans with independent tasks in the current session | No signals yet | No commit datelisted | armory install subagent-driven-development --cli claude |
| 163 | Unranked | subagent-driven-development-2skill · ai-agents | Use when executing implementation plans with independent tasks in the current session | No signals yet | No commit datelisted | armory install subagent-driven-development-2 --cli claude |
| 164 | Unranked | tdd-orchestratorskill · ai-agents | Master TDD orchestrator specializing in red-green-refactor discipline, multi-agent workflow coordination, and comprehensive test-driven development… | No signals yet | No commit datelisted | armory install tdd-orchestrator --cli claude |
| 165 | Unranked | team-builderskill · ai-agents | Interactive agent picker for composing and dispatching parallel teams. | No signals yet | No commit datelisted | armory install team-builder --cli claude |
| 166 | Unranked | template-skillskill · ai-agents | Replace with description of the skill and when Claude should use it. | No signals yet | No commit datelisted | armory install template-skill --cli claude |
| 167 | Unranked | training-llms-megatronskill · ai-agents | Trains large language models (2B-462B parameters) using NVIDIA Megatron-Core with advanced parallelism strategies. Use when training models >1B… | No signals yet | No commit datelisted | armory install training-llms-megatron --cli claude |
| 168 | Unranked | unslothskill · ai-agents | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | No signals yet | No commit datelisted | armory install unsloth --cli claude |
| 169 | Unranked | vaexskill · ai-agents | Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame… | No signals yet | No commit datelisted | armory install vaex --cli claude |
| 170 | Unranked | verification-loopskill · ai-agents | "A comprehensive verification system for Claude Code sessions." | No signals yet | No commit datelisted | armory install verification-loop --cli claude |
| 171 | Unranked | voice-agentsskill · ai-agents | Voice agents represent the frontier of AI interaction - humans speaking naturally with AI systems. The challenge isn't just speech recognition and… | No signals yet | No commit datelisted | armory install voice-agents --cli claude |
| 172 | Unranked | voice-ai-developmentskill · ai-agents | Expert in building voice AI applications - from real-time voice agents to voice-enabled apps. Covers OpenAI Realtime API, Vapi for voice agents… | No signals yet | No commit datelisted | armory install voice-ai-development --cli claude |
| 173 | Unranked | whisperskill · ai-agents | OpenAI's general-purpose speech recognition model. Supports 99 languages, transcription, translation to English, and language identification. Six… | No signals yet | No commit datelisted | armory install whisper --cli claude |
| 174 | Unranked | workflow-automationskill · ai-agents | Workflow automation is the infrastructure that makes AI agents reliable. Without durable execution, a network hiccup during a 10-step payment flow… | No signals yet | No commit datelisted | armory install workflow-automation --cli claude |
| 175 | Unranked | workspace-surface-auditskill · ai-agents | Audit the active repo, MCP servers, plugins, connectors, env surfaces, and harness setup, then recommend the highest-value ECC-native skills, hooks… | No signals yet | No commit datelisted | armory install workspace-surface-audit --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.