Topic · AI & LLM Engineering
Best structured output and tool calling skills, page 2
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 |
|---|---|---|---|---|---|---|---|---|
| 49 | Refresh RepoPrompt tool guidance when the CLI/MCP surface changes. | w-winter/ | 139 | — | ~1.7k | Automated safety check: Pass | MIT | 4 days ago |
| 50 | 50.AI SDK Answer questions about the AI SDK and help build AI-powered features. | Compound-inc/ | 123 | 2 repos | ~568 | Automated safety check: Pass | Unknown | 9 days ago |
| 51 | Build DSPy evaluation harnesses with rich-feedback metrics that are essential for GEPA optimization. | intertwine/ | 278 | — | ~1.5k | Automated safety check: Pass | MIT | 1 mo ago |
| 52 | Reviews and corrects Gemini API integration code against Google's published practices, covering SDK choice, safety settings, finishReason checks, tools, streaming and thinking. | takeshy/ | 117 | — | ~1.1k | Automated safety check: Pass | MIT | yesterday |
| 53 | Routes LangGraph agents with typed decision models that return probabilities, and finds LLM calls that only exist to produce a routing decision. | langchain-ai/ | 1.3k | — | ~2.3k | Automated safety check: Pass | MIT | 2 days ago |
| 54 | Shows how to pull validated, typed data out of LLM responses with Instructor and Pydantic models, including retries on failure and partial streaming. | Orchestra-Research/ | 13k | 7 repos | ~4.2k | Automated safety check: Pass | MIT | 3 mo ago |
| 55 | 55.Discord CLI Discord CLI with YAML-first structured output for AI agents — fetch chat history, search messages, sync channels, and AI analysis | jackwener/ | 133 | — | ~972 | Automated safety check: Pass | Apache-2.0 | 6 mo ago |
| 56 | Zod schema constraints that Anthropic rejects or silently ignores when sent as structured-output tool definitions via aiSdk.Output.object(). | growthxai/ | 440 | — | ~597 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 57 | Main-session orchestrator for arcgentic rounds. An agent skill from Arch1eSUN/Arcgentic. | Arch1eSUN/ | 286 | — | ~1.5k | Automated safety check: Pass | MIT | 5 days ago |
| 58 | Get JSON out of the model reliably. An agent skill from Archive228/loopkit. | Archive228/ | 755 | — | ~830 | Automated safety check: Pass | MIT | 2 mo ago |
| 59 | Build or modify Apple Foundation Models features in Swift, SwiftUI, iOS, and macOS apps. | rryam/ | 162 | — | ~1.1k | Automated safety check: Pass | MIT | 7 days ago |
| 60 | Shift Python apps dem from Azure OpenAI Chat Completions go Responses API. | microsoft/ | 77k | — | ~6k | Automated safety check: Notes | MIT | 18 days ago |
| 61 | Design tools, scripts, and CLIs that an agent will call, so the interface teaches its own use instead of a wall of prose and examples. | Neeeophytee/ | 343 | — | ~650 | Automated safety check: Pass | MIT | 9 days ago |
| 62 | Audit MCP servers for protocol compliance, metadata drift, and compatibility regressions. | getsentry/ | 917 | — | ~1.5k | Automated safety check: Pass | Unknown | today |
| 63 | Deploy LLM models on OCI using AI Quick Actions (AQUA) - single model, multi-model, stacked (LoRA), with GPU shape selection, vLLM configuration, streaming, and tool calling. | oracle/ | 125 | — | ~2.4k | Automated safety check: Pass | UPL-1.0 | 1 mo ago |
| 64 | Run Claude Code (Anthropic) from this host via the claude CLI (Agent SDK) in headless mode (-p) for codebase analysis, refactors, test fixing, and structured output. | win4r/ | 123 | — | ~2.5k | Automated safety check: Warn | No licence | 8 mo ago |
| 65 | Constrains language model output with regex, selections and grammars using the Guidance library, so JSON, XML, code or formatted fields come out valid. | Orchestra-Research/ | 13k | 5 repos | ~3.6k | Automated safety check: Pass | MIT | 3 mo ago |
| 66 | Execute code in E2B sandboxes and integrate with LLMs for tool calling. | agent-sandbox/ | 218 | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | 17 days ago |
| 67 | 67.Tool Design Design and verify tools that AI agents can actually use — for any framework or language (MCP servers, LangChain/LangGraph, function-calling, raw JSON schema; TypeScript, Python, or otherwise). | agentailor/ | 132 | — | ~3.2k | Automated safety check: Pass | MIT | 1 mo ago |
| 68 | Covers serving LLMs with SGLang, whose RadixAttention reuses cached prefixes, and constraining output to JSON, regex or grammar for agent and tool-calling workloads. | Orchestra-Research/ | 13k | 3 repos | ~2.9k | Automated safety check: Pass | MIT | 3 mo ago |
| 69 | 69.Xsai A skill your agent uses when the user is building with xsai or any @xsai/ package, or is evaluating xsAI for a small OpenAI-compatible workflow with text generation, streaming, tool calling… | moeru-ai/ | 50k | 1 repo | ~1.3k | Automated safety check: Pass | MIT | today |
| 70 | Automated Dynamic Application Security Testing (DAST) using Playwright MCP plus standard OS pentest tooling. | hardw00t/ | 104 | — | ~2.2k | Automated safety check: Pass | No licence | 5 mo ago |
| 71 | A skill your agent uses when building, reviewing, or editing TRL post-training workflows for agentic applications, including SFT, DPO, GRPO, RLOO, reward modeling, dataset formats, chat templates… | burtenshaw/ | 153 | — | ~599 | Automated safety check: Pass | Apache-2.0 | 24 days ago |
| 72 | API design patterns and conventions for this project. An agent skill from huangjia2019/claude-code-engineering. | huangjia2019/ | 1.1k | 1 repo | ~398 | Automated safety check: Pass | No licence | 2 mo ago |
| 73 | Plans how to pull data from websites into an exact JSON schema, with separate approaches for single facts, one-entity research, item lists and whole sites. | firecrawl/ | 1.2k | — | ~760 | Automated safety check: Pass | MIT | 5 mo ago |
| 74 | Turns a user's plain-English description of an RL training environment into runnable code across the four target frameworks — OpenEnv, OpenReward (ORS), Verifiers, and NeMo Gym. | adithya-s-k/ | 421 | — | ~2.3k | Automated safety check: Notes | Apache-2.0 | yesterday |
| 75 | Terminal output design system for swamp CLI commands. An agent skill from swamp-club/swamp. | swamp-club/ | 642 | — | ~2.1k | Automated safety check: Pass | Unknown | yesterday |
| 76 | Build AI-powered command flows with @commandkit/ai. An agent skill from neplexlabs/commandkit. | neplexlabs/ | 165 | — | ~547 | Automated safety check: Pass | MIT | 11 days ago |
| 77 | Run gdUnit4 unit tests and parse results into structured output. | RandallLiuXin/ | 549 | 1 repo | ~3.3k | Automated safety check: Pass | Unknown | 20 days ago |
| 78 | 78.Add Tool Add a new function calling tool (vault operation) for the Gemini chat. | takeshy/ | 117 | — | ~468 | Automated safety check: Notes | MIT | yesterday |
| 79 | 79.Langchain Framework for building LLM-powered applications with agents, chains, and RAG. | Orchestra-Research/ | 13k | 2 repos | ~3.2k | Automated safety check: Pass | MIT | 3 mo ago |
| 80 | Edit or improve the AI system prompt used in DBX Studio's AI chat. | Dbxstudio/ | 103 | 1 repo | ~773 | Automated safety check: Pass | Apache-2.0 | 2 mo ago |
| 81 | Specialized research expert for parallel information gathering. | cin12211/ | 223 | — | ~2k | Automated safety check: Pass | MIT | 16 days ago |
| 82 | 82.Qianwen Text Generate text, have conversations, write code, reason, and call functions with Qwen models. | QianWen-AI/ | 102 | — | ~4.7k | Automated safety check: Notes | Apache-2.0 | 16 days ago |
| 83 | Designs, reviews, and debugs Peated's model-driven code, such as the Bottle and Entity classifiers, extractors, price matching, and generated details. | dcramer/ | 102 | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | 5 days ago |
| 84 | Run and review the Promptfoo-based AFM agentic evaluation suite. | scouzi1966/ | 345 | — | ~1.8k | Automated safety check: Pass | MIT | 2 days ago |
| 85 | INVOKE THIS SKILL when you need human-in-the-loop approval, custom middleware, or structured output. | langchain-ai/ | 1.3k | 1 repo | ~2.7k | Automated safety check: Pass | MIT | 2 days ago |
| 86 | Look up Mobazha backend API endpoints, request/response formats, and field mappings. | mobazha/ | 165 | — | ~1.7k | Automated safety check: Pass | MPL-2.0 | 4 days ago |
| 87 | 87.Kitaru Dev Kitaru just recipes, CLI structure and structured-output contract, analytics events, and PR-description conventions. | zenml-io/ | 300 | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 88 | Analyzes API documentation from OpenAPI specs to provide TypeScript interfaces, request/response formats, and implementation guidance. | MadAppGang/ | 283 | 1 repo | ~2.7k | Automated safety check: Pass | MIT | 6 mo ago |
| 89 | Automatically discover agentic workflow skills when building AI agents, implementing tool use patterns, managing context windows, decomposing complex tasks, or designing multi-step autonomous… | rand/ | 181 | 1 repo | ~1.4k | Automated safety check: Pass | MIT | 7 mo ago |
| 90 | 90.Codex Execute Codex CLI for code analysis, refactoring, and automated code changes. | Microck/ | 401 | 2 repos | ~2.8k | Automated safety check: Pass | Unknown | 1 mo ago |
| 91 | Audit a named AI agent config, system prompt, tool definition, or instruction file (YAML, JSON, Markdown, text, or Python) with the released LintLang CLI in GitHub Copilot CLI. | hermes-labs-ai/ | 137 | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 92 | Implements business-facing LLM calls as explicit, traceable workflows, keeping prompt versions, model policy, structured output and tracing scenarios in separate places. | lobehub/ | 83k | — | ~1.1k | Automated safety check: Pass | Unknown | today |
| 93 | 千问AI平台(Qianwen AI Platform / DashScope)官方文档离线知识库,用于检索并回答模型选择、API Key、OpenAI 兼容接口、DashScope SDK、文本与多模态生成、图像/视频/语音、Realtime API、Embedding、Reranking、Function Calling、MCP、批量调用、计费、Token Plan、API/SDK/CLI… | chujianyun/ | 740 | — | ~717 | Automated safety check: Pass | Unknown | 12 days ago |
| 94 | 94.AI Skills Portable Agent Skills (SKILL.md) for TanStack AI with @tanstack/ai-skills. | TanStack/ | 3.2k | — | ~1.5k | Automated safety check: Pass | MIT | today |
| 95 | 95.Ax Audio This skill helps an LLM generate correct audio code with @ax-llm/ax. | dosco/ | 107 | — | ~2.5k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 96 | Build AI agents with Pydantic AI — tools, capabilities (including on-demand loading), structured output, streaming, testing, and multi-agent patterns. | pydantic/ | 140 | — | ~5.4k | Automated safety check: Pass | MIT | 6 days ago |
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