Topic · AI & LLM Engineering

Best structured output and tool calling skills for Claude Code, Codex and other agents.

Skills that get reliable JSON, schema-bound output and tool calls from models.
skills
271
official
30

Structured output and tool calling skills, ranked

Ranked by score. Sort bymost stars,trending,newest,recently updated

Structured output and tool calling skills, ranked
#SkillRepositoryStarsUsed inTokensAuto-checkLicenceUpdated
1
1.AI SDKOfficial

Answer questions about the AI SDK and help build AI-powered features.

vercel-labs/ai-facts16821 repos~1.2kAutomated safety check: PassNo licence5 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/docling68k—~2.8kAutomated safety check: PassMITyesterday
3

Reference of Claude API examples and guides covering tool use, vision, RAG, classification, summarization, text-to-SQL, prompt caching and agent patterns.

2025Emma/vibe-coding-cn23k1 repo~2.2kAutomated safety check: PassMIT9 mo ago
4

Transforms workflow to use Manus-style persistent markdown files for planning, progress tracking, and knowledge storage.

jarrodwatts/claude-code-config1.1k5 repos~967Automated safety check: PassNo licence8 mo ago
5
5.Gemini API DevOfficial

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/gemini-skills4.3k—~5.1kAutomated safety check: PassApache-2.0today
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/mcp-use11k—~923Automated safety check: PassApache-2.0today
7

TRIGGER when working with ai-sdk which is Laravel official first-party AI SDK.

trypostit/trypost6762 repos~3.5kAutomated safety check: PassMITtoday
8

Build AI agents with Pydantic AI — tools, capabilities (including on-demand loading), workspaces, structured output, streaming, testing, and multi-agent patterns.

pydantic/pydantic-ai20k—~8kAutomated safety check: PassMITtoday
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/gemini-skills4.3k—~4.6kAutomated safety check: PassApache-2.0today
10

Autonomous performance optimization: research, PoC, benchmark, implement, review, PR

raullenchai/Rapid-MLX3.9k—~1.6kAutomated safety check: NotesUnknowntoday
11

Synthesize training data for ANY tool-use / agentic benchmark, in ANY repo.

sunny-glow/Auto-BenchMax1.3k—~3.3kAutomated safety check: PassNo licence2 mo ago
12

Builds a Verifiers (PrimeIntellect) variant of an RL environment.

adithya-s-k/FineEnvs4211 repo~2.3kAutomated safety check: PassApache-2.0yesterday
13

Design and optimize AI agent action spaces, tool definitions, and observation formatting for higher completion rates.

KartikLabhshetwar/mind-mentor1477 repos~500Automated safety check: PassApache-2.04 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/open-agent-hub9732 repos~4.7kAutomated safety check: PassMITtoday
15

Reference for designing and tuning production LLM prompts: few-shot examples, chain-of-thought, structured outputs, templates and system prompts.

wshobson/agents40k—~1.3kAutomated safety check: PassMIT2 days ago
16

Run and report repository model or provider-mapping benchmarks.

theopenco/llmgateway1.7k—~1.1kAutomated safety check: NotesUnknowntoday
17

Universal quality bar and final audit rubric for any agent system prompt.

mastra-ai/mastra29k—~2kAutomated safety check: PassUnknowntoday
18

Reference for all AI tools available in DBX Studio's AI chat system.

Dbxstudio/dbx-studio1032 repos~643Automated safety check: PassApache-2.02 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/agent-elements1041 repo~2.3kAutomated safety check: PassMIT5 mo ago
20

Add or modify an AI chat tool ("Ask Ryo" capability) in ryOS.

ryokun6/ryos1.3k—~2.2kAutomated safety check: PassAGPL-3.0today
21

LLM provider initialization for bridgic projects. An agent skill from bitsky-tech/bridgic.

bitsky-tech/bridgic155—~839Automated safety check: NotesMIT2 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/mcp-documentation-server343—~2.3kAutomated safety check: PassMIT1 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/cloud-agents-cli1291 repo~768Automated safety check: PassApache-2.01 mo ago
24

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/open-agent-hub9732 repos~5kAutomated safety check: PassMITtoday
25

Gather domain context about the repository and agent — system prompt, tool definitions, domain docs, and behavior patterns from traces.

kayba-ai/agentic-context-engine2.6k—~1.9kAutomated safety check: PassApache-2.013 days ago
26

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/lintlang1371 repo~719Automated safety check: PassApache-2.0yesterday
27

Drive Anthropic's Claude Code CLI (claude -p) as a non-interactive coding sub-agent from inside Codex.

kortix-ai/suna20k—~1.2kAutomated safety check: PassUnknowntoday
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/SwiftAgent227—~906Automated safety check: PassMIT8 mo ago
29

Analyzes Android codebases to implement ML Kit GenAI Prompt API.

rosuH/EasyWatermark1.9k1 repo~1kAutomated safety check: PassMITyesterday
30

Call the free Agnes text model API for chat completions, streaming answers, coding help, tool-calling experiments, and OpenAI-compatible text generation.

kangarooking/agnes-free-model-skills198—~630Automated safety check: PassMIT4 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/builder-skills404—~2.2kAutomated safety check: PassApache-2.09 days ago
32

MLX Swift LM - Run LLMs and VLMs on Apple Silicon using MLX.

kellyvv/PhoneClaw1.3k—~3.7kAutomated safety check: PassApache-2.02 mo ago
33

Migrate Python apps from Azure OpenAI Chat Completions to the Responses API.

microsoft/ai-agents-for-beginners77k—~6kAutomated safety check: NotesMIT18 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/celeste-python221—~1.1kAutomated safety check: PassMITtoday
35

Stop and consult this skill whenever your response would include specific facts about Anthropic's products.

syahiidkamil/Software-Engineer-AI-Agent-Atlas3974 repos~651Automated safety check: PassNo licence3 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/lintlang1371 repo~1.8kAutomated safety check: PassApache-2.0yesterday
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/maclocal-api345—~1.2kAutomated safety check: PassMITyesterday
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/Miffan1821 repo~1.4kAutomated safety check: PassAGPL-3.0yesterday
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/AI-Research-SKILLs13k10 repos~4kAutomated safety check: PassMIT3 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/Agnes-help-skill304—~14kAutomated safety check: NotesNo licence14 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/FoundationModelsKit162—~2.9kAutomated safety check: PassMIT6 days ago
42

Use FieldFlow to inspect and reduce noisy JSON CLI output before it reaches model context.

guillaumegay13/fieldflow110—~872Automated safety check: PassMIT2 mo ago
43

Memoria REST API endpoints, request/response formats, auth, rate limits.

matrixorigin/memoria607—~2.3kAutomated safety check: PassApache-2.0today
44

Terminal automation CLI for AI agents. An agent skill from disler/mac-mini-agent.

disler/mac-mini-agent272—~1.6kAutomated safety check: PassNo licence7 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/claude-skills12k1 repo~1.5kAutomated safety check: PassMIT4 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/Miffan182—~4.6kAutomated safety check: PassAGPL-3.0yesterday
47

TanStack AI (alpha) provider-agnostic type-safe chat with streaming for OpenAI, Anthropic, Gemini, Ollama.

secondsky/claude-skills2271 repo~3.6kAutomated safety check: NotesMIT9 days ago
48

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/omegacode137—~6.4kAutomated safety check: PassMIT3 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.