Topic · AI & LLM Engineering
Best structured output and tool calling skills for Claude Code, Codex and other agents.
- skills
- 271
- official
- 30
Structured output and tool calling skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Answer questions about the AI SDK and help build AI-powered features. | vercel-labs/ | 168 | 21 repos | ~1.2k | Automated safety check: Pass | No licence | 5 mo ago |
| 2 | Patterns and tested examples for building agents with Pydantic AI: tools, capabilities, structured output, dependency injection, hooks, YAML specs, streaming and testing. | docling-project/ | 68k | — | ~2.8k | Automated safety check: Pass | MIT | yesterday |
| 3 | Reference of Claude API examples and guides covering tool use, vision, RAG, classification, summarization, text-to-SQL, prompt caching and agent patterns. | 2025Emma/ | 23k | 1 repo | ~2.2k | Automated safety check: Pass | MIT | 9 mo ago |
| 4 | Transforms workflow to use Manus-style persistent markdown files for planning, progress tracking, and knowledge storage. | jarrodwatts/ | 1.1k | 5 repos | ~967 | Automated safety check: Pass | No licence | 8 mo ago |
| 5 | A skill your agent uses when writing code that calls the Gemini API for text generation, multi-turn chat, multimodal understanding, image generation, video generation, speech generation (TTS), voice… | google-gemini/ | 4.3k | — | ~5.1k | Automated safety check: Pass | Apache-2.0 | today |
| 6 | Builds, modifies, debugs, migrates and verifies TypeScript MCP servers and MCP Apps with the mcp-use framework, treating the installed package's types as the source of truth. | mcp-use/ | 11k | — | ~923 | Automated safety check: Pass | Apache-2.0 | today |
| 7 | TRIGGER when working with ai-sdk which is Laravel official first-party AI SDK. | trypostit/ | 676 | 2 repos | ~3.5k | Automated safety check: Pass | MIT | today |
| 8 | Build AI agents with Pydantic AI — tools, capabilities (including on-demand loading), workspaces, structured output, streaming, testing, and multi-agent patterns. | pydantic/ | 20k | — | ~8k | Automated safety check: Pass | MIT | today |
| 9 | A skill your agent uses when building real-time, bidirectional streaming applications with the Gemini Live API, or migrating legacy Live models (2.0/2.5/3.1) to Gemini 3.8 Live. | google-gemini/ | 4.3k | — | ~4.6k | Automated safety check: Pass | Apache-2.0 | today |
| 10 | 10.Perfup Autonomous performance optimization: research, PoC, benchmark, implement, review, PR | raullenchai/ | 3.9k | — | ~1.6k | Automated safety check: Notes | Unknown | today |
| 11 | Synthesize training data for ANY tool-use / agentic benchmark, in ANY repo. | sunny-glow/ | 1.3k | — | ~3.3k | Automated safety check: Pass | No licence | 2 mo ago |
| 12 | Builds a Verifiers (PrimeIntellect) variant of an RL environment. | adithya-s-k/ | 421 | 1 repo | ~2.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 13 | Design and optimize AI agent action spaces, tool definitions, and observation formatting for higher completion rates. | KartikLabhshetwar/ | 147 | 7 repos | ~500 | Automated safety check: Pass | Apache-2.0 | 4 mo ago |
| 14 | This skill should be used for project-level decisions about LLM-powered systems: whether an LLM is the right primitive for the task at hand, the shape of a multi-stage batch or agent pipeline, token… | guanyang/ | 973 | 2 repos | ~4.7k | Automated safety check: Pass | MIT | today |
| 15 | Reference for designing and tuning production LLM prompts: few-shot examples, chain-of-thought, structured outputs, templates and system prompts. | wshobson/ | 40k | — | ~1.3k | Automated safety check: Pass | MIT | 2 days ago |
| 16 | Run and report repository model or provider-mapping benchmarks. | theopenco/ | 1.7k | — | ~1.1k | Automated safety check: Notes | Unknown | today |
| 17 | Universal quality bar and final audit rubric for any agent system prompt. | mastra-ai/ | 29k | — | ~2k | Automated safety check: Pass | Unknown | today |
| 18 | 18.AI Tools Reference for all AI tools available in DBX Studio's AI chat system. | Dbxstudio/ | 103 | 2 repos | ~643 | Automated safety check: Pass | Apache-2.0 | 2 mo ago |
| 19 | A skill your agent uses whenever the user wants to build or modify a chat, agent, or tool-calling UI in a React 19 + Tailwind v4 project — especially if the code imports from… | 21st-dev/ | 104 | 1 repo | ~2.3k | Automated safety check: Pass | MIT | 5 mo ago |
| 20 | Add or modify an AI chat tool ("Ask Ryo" capability) in ryOS. | ryokun6/ | 1.3k | — | ~2.2k | Automated safety check: Pass | AGPL-3.0 | today |
| 21 | 21.Bridgic LLMs LLM provider initialization for bridgic projects. An agent skill from bitsky-tech/bridgic. | bitsky-tech/ | 155 | — | ~839 | Automated safety check: Notes | MIT | 2 mo ago |
| 22 | A skill your agent uses when you need to store, retrieve, search, or manage documents in a local knowledge base with semantic search and hybrid (vector + full-text) retrieval. | andrea9293/ | 343 | — | ~2.3k | Automated safety check: Pass | MIT | 1 mo ago |
| 23 | This skill should be used when the user wants to "write agent code", "build an agent with ADK", "add a tool", "create a callback", "define an agent", "use state management", or needs ADK (Agent… | pifferologo/ | 129 | 1 repo | ~768 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 24 | 24.Tool Design This skill should be used for the tool-interface layer of an agent system specifically: writing tool descriptions agents can route on, designing tool schemas and response formats, naming… | guanyang/ | 973 | 2 repos | ~5k | Automated safety check: Pass | MIT | today |
| 25 | Gather domain context about the repository and agent — system prompt, tool definitions, domain docs, and behavior patterns from traces. | kayba-ai/ | 2.6k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | 13 days ago |
| 26 | 26.Lintlang A skill your agent uses when writing or reviewing AI agent configs, system prompts, or tool definitions (JSON/YAML/Python) and you need to catch ambiguous tool descriptions, missing stop conditions… | hermes-labs-ai/ | 137 | 1 repo | ~719 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 27 | 27.Claude Code Drive Anthropic's Claude Code CLI (claude -p) as a non-interactive coding sub-agent from inside Codex. | kortix-ai/ | 20k | — | ~1.2k | Automated safety check: Pass | Unknown | today |
| 28 | Record real OpenAI/Anthropic HTTP back-and-forth (requests + responses, including streaming text/event-stream) and print paste-ready Swift fixtures for SwiftAgent unit tests (ReplayHTTPClient) using… | SwiftedMind/ | 227 | — | ~906 | Automated safety check: Pass | MIT | 8 mo ago |
| 29 | Analyzes Android codebases to implement ML Kit GenAI Prompt API. | rosuH/ | 1.9k | 1 repo | ~1k | Automated safety check: Pass | MIT | yesterday |
| 30 | Call the free Agnes text model API for chat completions, streaming answers, coding help, tool-calling experiments, and OpenAI-compatible text generation. | kangarooking/ | 198 | — | ~630 | Automated safety check: Pass | MIT | 4 mo ago |
| 31 | Builds AI agents on the Convex agent component: threads, messages, tools that call queries and mutations, streaming, RAG with vector search, and workflows for multi step jobs. | waynesutton/ | 404 | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | 9 days ago |
| 32 | 32.Swift Mlx Lm MLX Swift LM - Run LLMs and VLMs on Apple Silicon using MLX. | kellyvv/ | 1.3k | — | ~3.7k | Automated safety check: Pass | Apache-2.0 | 2 mo ago |
| 33 | Migrate Python apps from Azure OpenAI Chat Completions to the Responses API. | microsoft/ | 77k | — | ~6k | Automated safety check: Notes | MIT | 18 days ago |
| 34 | A skill your agent uses whenever writing, modifying, reviewing, or debugging code involving Celeste, celeste-ai, celeste-python, import celeste, src/celeste, or withceleste app integrations. | withceleste/ | 221 | — | ~1.1k | Automated safety check: Pass | MIT | today |
| 35 | Stop and consult this skill whenever your response would include specific facts about Anthropic's products. | syahiidkamil/ | 397 | 4 repos | ~651 | Automated safety check: Pass | No licence | 3 mo ago |
| 36 | Audit a named AI agent config, system prompt, tool-definition or instruction file (YAML, JSON, Markdown, text, or Python) with the released LintLang CLI, on request. | hermes-labs-ai/ | 137 | 1 repo | ~1.8k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 37 | 37.Afm Maintain and extend AFM (maclocal-api), a Swift OpenAI-compatible local LLM server and CLI for Apple Foundation Models, MLX models, API gateway proxying, and Vision OCR. | scouzi1966/ | 345 | — | ~1.2k | Automated safety check: Pass | MIT | yesterday |
| 38 | A skill your agent uses when building applications with Gemini API hosted models, including Gemini and Gemma 4, working with multimodal content (text, images, audio, video), implementing function… | Ayuilos/ | 182 | 1 repo | ~1.4k | Automated safety check: Pass | AGPL-3.0 | yesterday |
| 39 | Uses the Outlines library to constrain model output to a JSON schema, Pydantic model, regex or fixed set of choices when running local models. | Orchestra-Research/ | 13k | 10 repos | ~4k | Automated safety check: Pass | MIT | 3 mo ago |
| 40 | Agnes AI API 接入支持与问题排查 Skill。帮助新用户完成 Agnes AI API 的接入配置, 诊断和解决接入过程中遇到的认证、参数、响应、图像生成、视频生成等各类问题。 | lj1270998580-crypto/ | 304 | — | ~14k | Automated safety check: Notes | No licence | 14 days ago |
| 41 | Upgrade any Apple Foundation Models Swift app or package from OS 26-era APIs to OS 27 and Xcode 27 APIs. | rryam/ | 162 | — | ~2.9k | Automated safety check: Pass | MIT | 6 days ago |
| 42 | Use FieldFlow to inspect and reduce noisy JSON CLI output before it reaches model context. | guillaumegay13/ | 110 | — | ~872 | Automated safety check: Pass | MIT | 2 mo ago |
| 43 | Memoria REST API endpoints, request/response formats, auth, rate limits. | matrixorigin/ | 607 | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | today |
| 44 | 44.Drive Terminal automation CLI for AI agents. An agent skill from disler/mac-mini-agent. | disler/ | 272 | — | ~1.6k | Automated safety check: Pass | No licence | 7 mo ago |
| 45 | Designs, tests and refines LLM prompts: zero-shot, few-shot and chain-of-thought patterns, system prompts, structured output schemas and evaluation test suites. | Jeffallan/ | 12k | 1 repo | ~1.5k | Automated safety check: Pass | MIT | 4 days ago |
| 46 | A skill your agent uses when writing code that calls the Gemini API for text generation, multi-turn chat, multimodal understanding, image generation, video generation, streaming responses… | Ayuilos/ | 182 | — | ~4.6k | Automated safety check: Pass | AGPL-3.0 | yesterday |
| 47 | 47.Tanstack AI TanStack AI (alpha) provider-agnostic type-safe chat with streaming for OpenAI, Anthropic, Gemini, Ollama. | secondsky/ | 227 | 1 repo | ~3.6k | Automated safety check: Notes | MIT | 9 days ago |
| 48 | 48.Omegacode Author and run multi-agent workflows with the omegacode CLI — JavaScript files that orchestrate Codex (gpt-5.x) and Claude Code agents deterministically via agent()/parallel()/pipeline()/phase(). | SawyerHood/ | 137 | — | ~6.4k | Automated safety check: Pass | MIT | 3 mo ago |
Questions, answered from the data.
What is the best structured output and tool calling skill?
AI SDK (official) from vercel-labs/ai-facts ranks first of the 271 structured output and tool calling skills listed here, with the highest score: its repository has 168 GitHub stars, 21 other GitHub owners carry a copy, its SKILL.md loads about 1.2k tokens and it passes the automated safety check with no findings. Next come Building Pydantic AI Agents and Claude Cookbooks Reference.
Which structured output and tool calling skills are official?
30 of the 271 structured output and tool calling skills are official, published by the vendor's own GitHub organization: AI SDK, Gemini API Dev, Building Pydantic AI Agents, Gemini Live API Dev, Azure Openai To Responses and 25 more.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.
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