Engineering agents
Skills for AMP-style engineering agents focused on codebase understanding, implementation planning, reviews, and systematic debugging.
Workflow
Codebase intake
Workflow
Architecture review
Workflow
Systematic debugging
Install path
The goal is to hand your agent one reviewed skill path, not a broad directory.
Pick a AMP skill from the ranked shortlist.
Open the skill detail page and review trust, audit, repository, and install signals.
Use the install command or /api/skills/{slug}/install handoff in a sandbox workflow first.
AMP shortlist
Open-source & free — Battle-tested at Alibaba's scale. Hybrid architecture code review tool: deterministic pipelines + LLM Agent, precise line-level comments, built-in fine-tuned ruleset (NPE, thread-safety, XSS, SQL injection), OpenAI & Anthropic compatible.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add alibaba/open-code-reviewfreeCodeCamp.org's open-source codebase and curriculum. Learn math, programming, and computer science for free.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add freeCodeCamp/freeCodeCampReview a branch or diff against repository standards and the originating spec in two independent analysis passes.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add mattpocock/skills --skill code-reviewA relentless interview that pressure-tests a plan against the codebase, sharpens domain language, and updates CONTEXT.md and ADRs when decisions become durable.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add mattpocock/skills --skill grill-with-docsTurn the current conversation and codebase context into a structured implementation spec, then publish it to the configured project issue tracker.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add mattpocock/skills --skill to-specA comprehensive collection of Agent Skills for context engineering, multi-agent architectures, and production agent systems. Use when building, optimizing, or debugging agent systems that require effective context management.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add muratcankoylan/Agent-Skills-for-Context-EngineeringGenerate draw.io diagrams from natural language — 6 presets, vision self-check + up to 5-round refinement, codebase-to-diagram, 10,000+ official shapes & 321 AI/LLM brand logos. Exports PNG/SVG/PDF/JPG.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add Agents365-ai/drawio-skillThe best way to get AI coding agents to solve hard problems in complex codebases.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add humanlayer/humanlayer🎨 Local-first, open-source Claude Design alternative. 🖥️ Native desktop app. ⚡ 259+ Skills · ✨ 142+ Design Systems 🖼️ Web · desktop · mobile prototypes · slides · images · videos · HyperFrames 📦 Sandboxed preview · HTML/PDF/PPTX/MP4 export 🤖 Claude Code / OpenClaw / Codex / Cursor / OpenCode / Qwen / Copilot / Hermes / Kimi & 17+ CLIs.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add nexu-io/open-designGit with a cup of tea! Painless self-hosted all-in-one software development service, including Git hosting, code review, team collaboration, package registry and CI/CD
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add go-gitea/giteaUmami is a modern, privacy-focused analytics platform. An open-source alternative to Google Analytics, Mixpanel and Amplitude.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add umami-software/umamiThe official gpt4free repository | various collection of powerful language models | opus 4.6 gpt 5.3 kimi 2.5 deepseek v3.2 gemini 3
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add xtekky/gpt4freeReact and Next.js performance guidance for writing, reviewing, and refactoring production UI code.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add vercel-labs/agent-skills --skill vercel-react-best-practicesBreak a plan, spec, or conversation into independently actionable tracer-bullet tickets with explicit blocking relationships.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add mattpocock/skills --skill to-ticketsImplement work from an approved spec or ticket set, run focused and full tests, invoke code review, and commit the result to the current branch.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add mattpocock/skills --skill implementGraphs that teach > graphs that impress. Turn any code into an interactive knowledge graph you can explore, search, and ask questions about. Works with Claude Code, Codex, Cursor, Copilot, Gemini CLI, and more.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add Egonex-AI/Understand-AnythingTesseract Open Source OCR Engine (main repository)
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add tesseract-ocr/tesseractThere can be more than Notion and Miro. AFFiNE(pronounced [ə‘fain]) is a next-gen knowledge base that brings planning, sorting and creating all together. Privacy first, open-source, customizable and ready to use.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add toeverything/AFFiNEomo/lazycodex: The coding agent for tokenmaxxers;the one and only agent harness for complex codebases. For your Codex, for your OpenCode
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add code-yeongyu/oh-my-openagentTerraform enables you to safely and predictably create, change, and improve infrastructure. It is a source-available tool that codifies APIs into declarative configuration files that can be shared amongst team members, treated as code, edited, reviewed, and versioned.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add hashicorp/terraformCognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add topoteretes/cogneeHarness Open Source is an end-to-end developer platform with Source Control Management, CI/CD Pipelines, Hosted Developer Environments, and Artifact Registries.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add harness/harnessFree and Open Source Enterprise Resource Planning (ERP)
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add frappe/erpnextDapr is a portable runtime for building distributed applications across cloud and edge, combining event-driven architecture with workflow orchestration.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add dapr/daprAcademic Research Skills for Claude Code: research → write → review → revise → finalize
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add Imbad0202/academic-research-skillsProduction-grade Rust-native trading engine with deterministic event-driven architecture
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add nautechsystems/nautilus_traderA tool that converts codebases, SQL schemas, and other files into queryable knowledge graphs for AI coding assistants.
Excellent quality, strong shortlist, and a strong fit for AMP workflows.
$ npx skills add Graphify-Labs/graphifyList of Computer Science courses with video lectures.
Excellent quality, strong shortlist, and a strong fit for AMP workflows.
$ npx skills add Developer-Y/cs-video-coursesReview UI code for web interface guidelines, UX quality, accessibility, and interaction design best practices.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add vercel-labs/agent-skills --skill web-design-guidelinesDeploy applications and websites to Vercel, including preview deployments and shareable deployment links.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add vercel-labs/agent-skills --skill deploy-to-vercelWhisperX: Automatic Speech Recognition with Word-level Timestamps (& Diarization)
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add m-bain/whisperXPersistent file-based planning for AI coding agents and long-running agentic tasks. Crash-proof markdown plans that survive context loss and /clear, plus a deterministic completion gate and multi-agent shared state on disk. Manus-style. Works with Claude Code, Codex CLI, Cursor, Kiro, OpenCode and 60+ agents via the SKILL.md standard.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add OthmanAdi/planning-with-filesAPI Documentation Browser
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add freeCodeCamp/devdocsMain repository for the Linera protocol
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add linera-io/linera-protocolSample cloud-first application with 10 microservices showcasing Kubernetes, Istio, and gRPC.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add GoogleCloudPlatform/microservices-demoPublic repository for Agent Skills
Excellent quality, strong shortlist, and a strong fit for AMP workflows.
$ npx skills add anthropics/skillsJHipster is a development platform to quickly generate, develop, & deploy modern web applications & microservice architectures.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add jhipster/generator-jhipsterPM Skills Marketplace: 100+ agentic skills, commands, and plugins — from discovery to strategy, execution, launch, and growth.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add phuryn/pm-skillsAn AI agent development platform with all-in-one visual tools, simplifying agent creation, debugging, and deployment like never before. Coze your way to AI Agent creation.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add coze-dev/coze-studioApple's approach to interface design and fluid, physical motion, translated for the web. Use when building or reviewing gesture-driven UI, spring animations, drag/swipe/sheet interactions, momentum and interruptible transitions, translucent materials and depth, typography (optical sizing, tracking, leading), reduced-motion, or the design foundations (feedback, spatial consistency, restraint) behind Apple-style interfaces.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills@latest add emilkowalski/skillsReviews animation and motion code against a high craft bar derived from Emil Kowalski's design engineering philosophy. Default to flagging; approval is earned.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills@latest add emilkowalski/skillsUse multi-agent collaboration for software development
Excellent quality, strong shortlist, and a strong fit for AMP workflows.
$ npx skills add OpenBMB/ChatDevThis repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add NirDiamant/RAG_TechniquesAutomation engine to build, test and ship any codebase. Runs locally, in CI, or directly in the cloud
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add dagger/daggerTemporal service
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add temporalio/temporalOfficial repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add ipython/ipythonD2 is a modern diagram scripting language that turns text to diagrams.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add terrastruct/d2MJML: the only framework that makes responsive-email easy
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add mjmlio/mjmlFAQ
The current top picks include Open Code Review, FreeCodeCamp, Code Review. They are ranked by AMP workflow fit, quality, trust, adoption, and freshness.
Pick a AMP skill from the ranked shortlist. Open the skill detail page and review trust, audit, repository, and install signals. Use the install command or /api/skills/{slug}/install handoff in a sandbox workflow first.
Yes. Use /api/skills/search for task-driven discovery or /api/agent/recommend for full recommendation payloads with install handoff links.
Engineering agents
Skills for AMP-style engineering agents focused on codebase understanding, implementation planning, reviews, and systematic debugging.
Workflow
Codebase intake
Workflow
Architecture review
Workflow
Systematic debugging
Install path
The goal is to hand your agent one reviewed skill path, not a broad directory.
Pick a AMP skill from the ranked shortlist.
Open the skill detail page and review trust, audit, repository, and install signals.
Use the install command or /api/skills/{slug}/install handoff in a sandbox workflow first.
AMP shortlist
Open-source & free — Battle-tested at Alibaba's scale. Hybrid architecture code review tool: deterministic pipelines + LLM Agent, precise line-level comments, built-in fine-tuned ruleset (NPE, thread-safety, XSS, SQL injection), OpenAI & Anthropic compatible.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add alibaba/open-code-reviewfreeCodeCamp.org's open-source codebase and curriculum. Learn math, programming, and computer science for free.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add freeCodeCamp/freeCodeCampReview a branch or diff against repository standards and the originating spec in two independent analysis passes.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add mattpocock/skills --skill code-reviewA relentless interview that pressure-tests a plan against the codebase, sharpens domain language, and updates CONTEXT.md and ADRs when decisions become durable.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add mattpocock/skills --skill grill-with-docsTurn the current conversation and codebase context into a structured implementation spec, then publish it to the configured project issue tracker.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add mattpocock/skills --skill to-specA comprehensive collection of Agent Skills for context engineering, multi-agent architectures, and production agent systems. Use when building, optimizing, or debugging agent systems that require effective context management.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add muratcankoylan/Agent-Skills-for-Context-EngineeringGenerate draw.io diagrams from natural language — 6 presets, vision self-check + up to 5-round refinement, codebase-to-diagram, 10,000+ official shapes & 321 AI/LLM brand logos. Exports PNG/SVG/PDF/JPG.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add Agents365-ai/drawio-skillThe best way to get AI coding agents to solve hard problems in complex codebases.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add humanlayer/humanlayer🎨 Local-first, open-source Claude Design alternative. 🖥️ Native desktop app. ⚡ 259+ Skills · ✨ 142+ Design Systems 🖼️ Web · desktop · mobile prototypes · slides · images · videos · HyperFrames 📦 Sandboxed preview · HTML/PDF/PPTX/MP4 export 🤖 Claude Code / OpenClaw / Codex / Cursor / OpenCode / Qwen / Copilot / Hermes / Kimi & 17+ CLIs.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add nexu-io/open-designGit with a cup of tea! Painless self-hosted all-in-one software development service, including Git hosting, code review, team collaboration, package registry and CI/CD
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add go-gitea/giteaUmami is a modern, privacy-focused analytics platform. An open-source alternative to Google Analytics, Mixpanel and Amplitude.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add umami-software/umamiThe official gpt4free repository | various collection of powerful language models | opus 4.6 gpt 5.3 kimi 2.5 deepseek v3.2 gemini 3
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add xtekky/gpt4freeReact and Next.js performance guidance for writing, reviewing, and refactoring production UI code.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add vercel-labs/agent-skills --skill vercel-react-best-practicesBreak a plan, spec, or conversation into independently actionable tracer-bullet tickets with explicit blocking relationships.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add mattpocock/skills --skill to-ticketsImplement work from an approved spec or ticket set, run focused and full tests, invoke code review, and commit the result to the current branch.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add mattpocock/skills --skill implementGraphs that teach > graphs that impress. Turn any code into an interactive knowledge graph you can explore, search, and ask questions about. Works with Claude Code, Codex, Cursor, Copilot, Gemini CLI, and more.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add Egonex-AI/Understand-AnythingTesseract Open Source OCR Engine (main repository)
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add tesseract-ocr/tesseractThere can be more than Notion and Miro. AFFiNE(pronounced [ə‘fain]) is a next-gen knowledge base that brings planning, sorting and creating all together. Privacy first, open-source, customizable and ready to use.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add toeverything/AFFiNEomo/lazycodex: The coding agent for tokenmaxxers;the one and only agent harness for complex codebases. For your Codex, for your OpenCode
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add code-yeongyu/oh-my-openagentTerraform enables you to safely and predictably create, change, and improve infrastructure. It is a source-available tool that codifies APIs into declarative configuration files that can be shared amongst team members, treated as code, edited, reviewed, and versioned.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add hashicorp/terraformCognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add topoteretes/cogneeHarness Open Source is an end-to-end developer platform with Source Control Management, CI/CD Pipelines, Hosted Developer Environments, and Artifact Registries.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add harness/harnessFree and Open Source Enterprise Resource Planning (ERP)
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add frappe/erpnextDapr is a portable runtime for building distributed applications across cloud and edge, combining event-driven architecture with workflow orchestration.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add dapr/daprAcademic Research Skills for Claude Code: research → write → review → revise → finalize
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add Imbad0202/academic-research-skillsProduction-grade Rust-native trading engine with deterministic event-driven architecture
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add nautechsystems/nautilus_traderA tool that converts codebases, SQL schemas, and other files into queryable knowledge graphs for AI coding assistants.
Excellent quality, strong shortlist, and a strong fit for AMP workflows.
$ npx skills add Graphify-Labs/graphifyList of Computer Science courses with video lectures.
Excellent quality, strong shortlist, and a strong fit for AMP workflows.
$ npx skills add Developer-Y/cs-video-coursesReview UI code for web interface guidelines, UX quality, accessibility, and interaction design best practices.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add vercel-labs/agent-skills --skill web-design-guidelinesDeploy applications and websites to Vercel, including preview deployments and shareable deployment links.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add vercel-labs/agent-skills --skill deploy-to-vercelWhisperX: Automatic Speech Recognition with Word-level Timestamps (& Diarization)
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add m-bain/whisperXPersistent file-based planning for AI coding agents and long-running agentic tasks. Crash-proof markdown plans that survive context loss and /clear, plus a deterministic completion gate and multi-agent shared state on disk. Manus-style. Works with Claude Code, Codex CLI, Cursor, Kiro, OpenCode and 60+ agents via the SKILL.md standard.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add OthmanAdi/planning-with-filesAPI Documentation Browser
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add freeCodeCamp/devdocsMain repository for the Linera protocol
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add linera-io/linera-protocolSample cloud-first application with 10 microservices showcasing Kubernetes, Istio, and gRPC.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add GoogleCloudPlatform/microservices-demoPublic repository for Agent Skills
Excellent quality, strong shortlist, and a strong fit for AMP workflows.
$ npx skills add anthropics/skillsJHipster is a development platform to quickly generate, develop, & deploy modern web applications & microservice architectures.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add jhipster/generator-jhipsterPM Skills Marketplace: 100+ agentic skills, commands, and plugins — from discovery to strategy, execution, launch, and growth.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add phuryn/pm-skillsAn AI agent development platform with all-in-one visual tools, simplifying agent creation, debugging, and deployment like never before. Coze your way to AI Agent creation.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add coze-dev/coze-studioApple's approach to interface design and fluid, physical motion, translated for the web. Use when building or reviewing gesture-driven UI, spring animations, drag/swipe/sheet interactions, momentum and interruptible transitions, translucent materials and depth, typography (optical sizing, tracking, leading), reduced-motion, or the design foundations (feedback, spatial consistency, restraint) behind Apple-style interfaces.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills@latest add emilkowalski/skillsReviews animation and motion code against a high craft bar derived from Emil Kowalski's design engineering philosophy. Default to flagging; approval is earned.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills@latest add emilkowalski/skillsUse multi-agent collaboration for software development
Excellent quality, strong shortlist, and a strong fit for AMP workflows.
$ npx skills add OpenBMB/ChatDevThis repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add NirDiamant/RAG_TechniquesAutomation engine to build, test and ship any codebase. Runs locally, in CI, or directly in the cloud
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add dagger/daggerTemporal service
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add temporalio/temporalOfficial repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add ipython/ipythonD2 is a modern diagram scripting language that turns text to diagrams.
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add terrastruct/d2MJML: the only framework that makes responsive-email easy
Excellent quality, production candidate, and a strong fit for AMP workflows.
$ npx skills add mjmlio/mjmlFAQ
The current top picks include Open Code Review, FreeCodeCamp, Code Review. They are ranked by AMP workflow fit, quality, trust, adoption, and freshness.
Pick a AMP skill from the ranked shortlist. Open the skill detail page and review trust, audit, repository, and install signals. Use the install command or /api/skills/{slug}/install handoff in a sandbox workflow first.
Yes. Use /api/skills/search for task-driven discovery or /api/agent/recommend for full recommendation payloads with install handoff links.