Agent Building skills

Browse reusable Agent Skills, each with a clear purpose and practical guidance.

omnidocbench-eval-helper

Help users deploy, validate, run, and parse OmniDocBench evaluations. Use this skill whenever the user mentions OmniDocBench, document parsing/OCR benchmark scoring, MinerU or other model evaluation on OmniDocBench, CDM formula metrics, end2end/md2md configs, Docker/conda deployment, remote SSH/H-cluster execution, result JSON parsing, or troubleshooting TeX Live/ImageMagick/Ghostscript/Docker/worker/OOM issues. Prefer Docker first, generate concrete commands from the user's paths, validate inputs before running, and report final Overall/Text/Formula/Table/Reading-order scores with result file paths.

1.90k repo starsObserved in 1 repos
Agent Building
GitHub

rabby-claude-skill-index

Entry point for Claude-style agents working in the Rabby repository. Use it to discover shared repo-local skills stored under skills/*/SKILL.md.

1.86k repo starsObserved in 1 repos
Agent Building
GitHub

rabby-codex-skill-index

Entry point for Codex-style agents working in the Rabby repository. Use it to discover shared repo-local skills stored under skills/*/SKILL.md.

1.86k repo starsObserved in 1 repos
Agent Building
GitHub

agents-build

Use when adding capabilities to an existing agent project — memory, app integration, VPC, multi-agent, migration, model changes, browser, code interpreter, or resource removal. Triggers on: "add memory", "remember across sessions", "call agent from app", "invoke agent from code", "auth to call agent", "streaming responses", "VPC", "VPC connectivity", "VPC error", "can't reach from VPC", "multi-agent", "A2A", "A2A auth", "orchestrator not delegating", "specialist not called", "migrate Bedrock Agent", "after import", "migration issue", "framework for migration", "change model", "browser tool", "code interpreter", "delete agent", "tear down", "agentcore remove", "cross-account memory", "resource-based policy on memory", "pay for x402 content", "402 Payment Required", "microtransactions", "paid API or tool". Not for connecting to external APIs via Gateway — use agents-connect. Not for scaffolding a new project — use agents-get-started. Not for CLI/dev server errors — use agents-debug. Strands vs LangGraph in a migration context routes here.

1.85k repo starsObserved in 2 repos
Agent Building
GitHub

amazon-bedrock

Builds generative AI applications on Amazon Bedrock. Covers model invocation (Converse API, InvokeModel), RAG with Knowledge Bases, Bedrock Agents, Guardrails, and AgentCore. Use when invoking models, setting up Knowledge Bases, creating agents, applying guardrails, deploying to AgentCore, migrating/porting/converting a Bedrock Agent (including inline agents) to an AgentCore Harness, troubleshooting Bedrock errors (ThrottlingException, AccessDeniedException), or choosing models (Claude, Llama, Nova, Titan). ALSO USE for prompt caching setup and debugging, quota health checks and throttling diagnosis, cost attribution and tracking, migrating between Claude model generations (4.5 to 4.6 to 4.7), chunking strategies, API selection (Converse vs InvokeModel), guardrail capabilities, and model selection. Also covers AgentCore Payments setup (x402, microtransactions, Payment Manager, Connector, Instrument, Coinbase CDP, Stripe Privy, 402 Payment Required, pay for content, paid endpoint, agent payments). NOT for custom model training, Rekognition, or Comprehend.

1.85k repo starsObserved in 1 repos
Agent Building
GitHub

open-ralph-wiggum

Use this skill whenever a user wants to run, install, configure, or understand open-ralph-wiggum (ralph). This skill can be used by any AI assistant or IDE agent (GitHub Copilot, Claude Code, Cursor, Windsurf, etc.). Triggers on: "ralph", "ralph wiggum", "agentic loop", "iterative AI loop", "autonomous coding loop", "how to install ralph", "how to use ralph with Claude Code / Codex / Copilot / Cursor Agent / Qwen Code / OpenCode", "ralph --agent", "ralph --tasks", "ralph --status", "--max-iterations", "--rotation", "how do I run ralph in VS Code / Cursor / JetBrains / Neovim", or any question about looping an AI coding agent until a task is done. Even if the user doesn't say "ralph" explicitly — if they want to run an AI agent in a loop until a promise tag appears in its output, use this skill.

1.85k repo starsObserved in 1 repos
Agent Building
GitHub

skill-evolve

Refine, create, or retire your own skills based on recurring patterns from past sessions

1.84k repo starsObserved in 1 repos
Agent Building
GitHub

gap-focus-storyteller

Generates high-quality AI image prompts focusing on "Gap Focus" or "Keyhole Reveal" composition. It emphasizes cinematic storytelling by creating a narrow visual corridor that evokes voyeurism and mystery.

1.83k repo starsObserved in 1 repos
Agent Building
GitHub

Light and Shadow Prompt Generator

Generates high-quality image prompts focusing on architectural geometry, dramatic lighting, and solitary figures, highlighting material textures and atmospheric depth.

1.83k repo starsObserved in 1 repos
Agent Building
GitHub

toolset-design

Design and validate new MCP toolsets, tools, and tool changes. Use when planning a new toolset, adding tools to an existing toolset, reviewing a toolset PR, or deciding whether a new tool is warranted. Covers the full lifecycle: eval-first validation, tool design methodology, consolidation patterns, and review criteria.

1.83k repo starsObserved in 1 repos
Agent Building
GitHub