AI Ml AI agent skills
8,771 skills in the archive. Read a skill’s instructions or open its original repository.
Openai Agents
by @coco-research
Build AI applications with OpenAI Agents SDK - text agents, voice agents, multi-agent handoffs, tools with Zod schemas, guardrails, and streaming. Prevents 11 documented errors. Use when: building agents with tools, voice agents…
Visual Explainer
by @coco-research
Generate self-contained HTML visual explanations for systems, code changes, plans, data, and technical concepts. Use for diagrams, architecture overviews, diff or plan reviews, project recaps, comparison tables, slide decks, and…
Arch Index
by @coco-research
Build and validate .arch/index.json — a committed map from each architectural component of this repository to the real directories and files that implement it, pinned to a git commit, with every path verified to exist. Also…
Brain
by @coco-research
Use when the user says brain, project knowledge, what do we know about, open tasks, or recent decisions, or runs /brain or /brain-update. SQLite project_brain.db tracker for entities, relationships, tasks, threads, decisions,…
Maker Mdap
by @coco-research
Knowledge base from "Solving a Million-Step LLM Task with Zero Errors" (Meyerson, Paolo, Dailey, Shahrzad, Francon, Hayes, Qiu, Hodjat, Miikkulainen — arXiv:2511.09030). Use when designing long-horizon, multi-step agentic LLM…
OpenAI Apps MCP
by @coco-research
Build ChatGPT apps with MCP servers on Cloudflare Workers. Extend ChatGPT with custom tools and interactive widgets (HTML/JS UI). Use when: developing ChatGPT extensions, implementing MCP servers, or troubleshooting CORS, widget…
Pmstudio Nfr
by @coco-research
Detailed completeness audit of all project documents. Use when someone asks "are we ready for production", "audit our docs", "readiness check", "nfr tracker", or "what's missing". Do NOT use for a quick command listing — use…
Scroll World
by @coco-research
Build an immersive scroll-scrubbed "fly through the world" landing page for any industry or brand using Higgsfield. As the visitor scrolls, a pre-rendered camera flies from outside each scene into its interior, then flows on to…
Skill Creator
by @coco-research
Use when the user asks to create, scaffold, update or package a skill, or asks how skill frontmatter, progressive disclosure or bundled resources should be structured. Walks through init_skill.py, writing SKILL.md and…
Skill Evolution
by @coco-research
Use when running, reviewing or changing coco's self-evolution cycle: the 30-day loop that observes how skills are actually used, proposes evidence-backed edits to them as one branch and one pull request, and lands nothing…
Api Design Principles
by @coco-research
Use when designing a new REST or GraphQL API, reviewing an API spec before implementation, setting team API standards, or migrating REST to GraphQL. Covers resources, HTTP semantics, pagination, error handling, and pitfalls.
C4 Architecture
by @coco-research
Generate architecture documentation using C4 model Mermaid diagrams. Use when asked to create architecture diagrams, document system architecture, visualize software structure, or generate context/container/component/deployment…
Project Docs
by @coco-research
Use when starting a new project, onboarding to an existing product, or auditing an existing folder structure against the standard. Scaffolds the 16-document set, folder structure, project memory and doc-sync config.
Ui Ux Pro Max
by @coco-research
Use when designing, building or reviewing UI/UX for a web or mobile app: picking styles, color palettes, typography, layout, animation or charts, or checking accessibility and touch targets. Priority-ranked rules ordered by…
Pmstudio Irp
by @coco-research
Use when the user asks for an incident response plan, IRP, escalation matrix or incident playbook. Writes an offline HTML plan with severities, escalation contacts and comms; DR restores service, IRP runs the incident.
Task Prd Creator
by @coco-research
Use when the user says I want to add X, implement Y, create a task for Z, or plan this feature. Writes a task file plus a PRD under .agent/, links them, and waits for approval before any implementation starts.
Journey Map
by @coco-research
Loads full context for a React Flow (@xyflow/react) user journey mapping project. Use when working on, extending, debugging, or building features for the journey map tool. Triggers on: "journey map project", "open journey map",…
Pmstudio Comms
by @coco-research
Generate templated stakeholder communications from project context. Use when someone asks to "write a go-live email", "create a status update", "onboard someone", "write an announcement", "steerco update", "incident summary",…
Pmstudio Arb
by @coco-research
Generate an Architecture Review Board (ARB) presentation in Coco Inc's standard 11-slide format. Use when someone asks to "create an ARB deck", "architecture review presentation", "prepare for architecture review board", "ARB…
Agent Lightning
by @coco-research
Train and optimize AI agents using Microsoft's Agent Lightning framework with reinforcement learning. Use when setting up agent training, instrumenting agents with tracing, configuring LightningStore, implementing reward…
Pmstudio Recovery
by @coco-research
Generate detailed service restoration runbooks with step-by-step procedures. Use when someone asks to "create recovery procedures", "restoration runbook", "recovery steps", "how to restore service", or needs tactical…
Pmstudio Meeting Notes
by @coco-research
Generate structured meeting notes from transcripts or pasted text. Use when someone says "meeting notes", "process this transcript", "summarize this call", "notes from today's meeting", or pastes/references a meeting transcript.…
Coco Loop
by @coco-research
Start a safe, governed autonomous loop from a plain-language goal. Use when the user says /coco-loop, "run an autonomous loop", "keep my build green for N hours", "work on X autonomously for a while", or wants a bounded…
Humanizer
by @coco-research
Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns…
Pmstudio Changelog
by @coco-research
Create or update a structured change log for a product or platform. Use when someone asks to "create a change log", "log this change", "what changed", "update the change log", "release notes", or "changelog". Reads project…
Cli Anything
by @coco-research
Wrap any command-line tool into a JSON-emitting agent skill. Use when you want to make a CLI reliably callable and parseable by an AI agent — introspect its --help, define a structured-output (--json) contract and a stable error…
Coco Cli
by @coco-research
Install, update, version-check, or uninstall the Coco open-source AI workflow framework via bin/coco.js. Use when setting up Coco on a machine, checking out the pinned release tag into an existing clone, checking the installed…
Goal
by @coco-research
Persistent project goal that survives across sessions and tools, with continuous-execution loop semantics. Use when someone asks to "set a goal", "what is my goal", "goal status", "keep working on X until done", "resume the…
Clone Website
by @coco-research
Clone any website into a pixel-perfect single-file HTML prototype. Extracts design tokens, assets, CSS computed styles, interaction patterns, and content via Playwright. Outputs a self-contained HTML file with real data…
Pmstudio
by @coco-research
PM Studio command center. Use for a quick overview of available commands and document inventory. Use when someone says "pmstudio", "show commands", "what can I generate", or "project status". Do NOT use for detailed completeness…
Migrate To Skills
by @coco-research
Convert 'Applied intelligently' Cursor rules (.cursor/rules/*.mdc) and slash commands (.cursor/commands/*.md) to Agent Skills format (.cursor/skills/). Use when the user wants to migrate rules or commands to skills, convert .mdc…
Coco Ship
by @coco-research
Use when finished work needs to reach a coco-managed repository (coco-research/coco or similar) — verifies branch state, commits, pushes through the corporate DLP guard only when actually needed, opens a PR against main, waits…
Brain:Update
by @coco-research
End-of-session brain flush. Scans the full conversation, extracts all new entities, decisions, tasks, events, relationships, and updates, presents a summary, and writes to project_brain.db after confirmation. Use at end of every…
Openai Whisper
by @coco-research
Speech-to-text transcription via OpenAI Whisper. Supports two modes — Local CLI (no API key, runs on-device) and Cloud API (fast, scalable, requires OPENAI_API_KEY). Use when the user needs to transcribe audio files, translate…
Local Llm
by @coco-research
Use when working with this machine's local LLM setup (LM Studio + mlx-dspark) -- checking status, changing context window, diagnosing a reasoning hang or dead request, understanding RAM/speed tradeoffs, or wiring a new script to…
Context Budget
by @coco-research
Audit token consumption across agents, skills, MCP servers, and rules. Identifies bloat, redundant components, and produces prioritized token-savings recommendations. Use when the context window is filling up too fast or before…
Create Rule
by @coco-research
Create Cursor rules for persistent AI guidance. Use when the user wants to create a rule, add coding standards, set up project conventions, configure file-specific patterns, create RULE.md files, or asks about .cursor/rules/ or…
Generate Tests
by @coco-research
Use when asked to generate tests for a file, module or component, to raise coverage, or to bootstrap a suite for untested code. Detects the project's test framework and conventions first, then writes unit, integration and…
Gsd Check Todos
by @coco-research
Use when the user asks what is pending, what to do next, or to list todos (optionally filtered by area). Lists pending todos, loads full context for the selected one, and routes to work now, add to a phase, brainstorm, or create…
Gsd Add Tests
by @coco-research
Use when a completed phase needs unit or E2E tests, or the user asks to add tests for phase N. Classifies implementation files into TDD, E2E, or skip, gets plan approval, then generates RED-GREEN tests from SUMMARY.md and UAT…
Brain:Rescan
by @coco-research
Use when project files changed since the last brain scan, CLAUDE.local.md was updated, or a periodic refresh is due. Rescans incrementally, writes new entities, decisions, and documents; needs project_brain.db (run /brain-init…
Brain:Wiki
by @coco-research
Use when the user asks for a knowledge article, wiki page, or entity summary from the brain, or wants to search, list, or review merges across brain DB articles. Generates Wikipedia-style articles from entities, decisions, and…
Pmstudio Sync
by @coco-research
Use when linked docs drift, when a source file changes and downstream PRDs, decks, or notes must follow, or when a .sync-report.md exists. Diffs the proposed edits, applies them only after approval, and never overwrites a target…
Finishing A Development Branch
by @coco-research
Use when implementation is done and tests pass and the user must choose to merge locally, open a PR, keep the branch, or discard it. Presents those four options, executes the choice, and cleans up the worktree for merge and…
Design Taste Frontend
by @coco-research
Use when the user asks for a landing page, marketing site, portfolio, or redesign, not dashboards or data tables. Infers a design read, sets the three dials, picks a real design system, and blocks generic AI patterns at…
Gsd Audit Fix
by @coco-research
Use after /gsd-audit-uat when the user wants the findings fixed, not just listed. Classifies each issue as auto-fixable or manual and fixes the auto-fixable ones with test verification and atomic commits; --severity sets the…
Brain:Export
by @coco-research
Use when the user asks to refresh CLAUDE.local.md, regenerate project context, or after a brain-update session flush. Rewrites only the sentinel-delimited auto-generated section from the brain DB, preserving manual behavior rules.
Coco
by @coco-research
Use when the user invokes /coco or /coco!, says catch me up, or asks what needs attention, a project status, their todos, decisions or people. Renders the PM dashboard and routes each subcommand to its platform tool or a PM skill.
Code Verification
by @coco-research
Use after every code change, after writing tests, or before marking a task complete, and when the user says verify, quality gate, or audit code. Runs a 7-category mechanical check for TDZ, import, dead code, and mock leakage bugs.
Cognee:Recall
by @coco-research
Use when the user says 'cognee recall', 'search memory', 'what do we know about', 'find related', or 'graph search'. Runs semantic, graph, and lexical search across the Cognee knowledge graph and injects results as agent context.
Expo Api Routes
by @coco-research
Use when adding server-side API routes to an Expo Router app (+api.ts files) for secrets, database access, third-party proxies, webhooks, CORS, or EAS Hosting deploys. Covers file routing, env vars, and Cloudflare Workers limits.
Update Cursor Settings
by @coco-research
Modify Cursor/VSCode user settings in settings.json. Use when the user wants to change editor settings, preferences, configuration, themes, font size, tab size, format on save, auto save, keybindings, or any settings.json values.
Brain:Init
by @coco-research
Use when setting up project memory in a new folder or on the first brain:init in a project. Creates project_brain.db, registers the project, and bootstraps it from CLAUDE.local.md, memory files, docs, and emails; safe to re-run.
Browser Automation
by @coco-research
Use when the agent must open a URL, fill a form, click through a flow, screenshot a page, or extract data from a live page. Covers two providers (agent-browser local CLI, agentic-browser cloud) and the shared @e ref workflow.
Create Subagent
by @coco-research
Create custom subagents for specialized AI tasks. Use when the user wants to create a new type of subagent, set up task-specific agents, configure code reviewers, debuggers, or domain-specific assistants with custom prompts.
Gsd Audit Uat
by @coco-research
Use when the user asks what UAT or verification items are still outstanding across phases, or wants a prioritized manual test plan. Scans every phase for pending, skipped, blocked and human_needed items and flags stale docs.
Redesign Existing Projects
by @coco-research
Use when the user asks to make an existing website or app look premium, remove generic AI-looking design, or polish a UI without changing functionality. Audits the stack, lists the generic AI patterns, and upgrades in place.
Media Memory
by @coco-research
Use when the user sends or generates an image, screenshot, video, audio or file and wants it saved, or asks to find past media (that diagram, the mockup from last week). Ingests and searches with local ChromaDB embeddings.
Cognee:Store
by @coco-research
Use when the user says 'cognee store', 'push to cognee', 'save to graph', 'remember this' or 'log this decision', or when session decisions must be stored. Writes entities, decisions and events over POST /api/v1/remember.
Ultra Think
by @coco-research
Use when facing architectural decisions, complex trade-offs, strategic technology choices, or scaling and migration questions that deserve more than a quick answer. Lays out options with trade-offs, then a recommendation.
Gsd Autonomous
by @coco-research
Use when the user says run the rest autonomously, overnight, or hands-off through the remaining phases. Runs discuss, plan, execute per phase, pausing only for user decisions, then milestone audit, complete, and cleanup.
Gsd Add Backlog
by @coco-research
Use when the user wants to park an idea or feature request that is not ready for active planning, or says add it to the backlog. Writes a 999.x entry to ROADMAP.md and creates its phase directory for later promotion.
Gsd Audit Milestone
by @coco-research
Use before archiving a milestone, or when the user asks whether a milestone met its definition of done. Aggregates phase VERIFICATION.md files, tech debt and deferred gaps, then runs a cross-phase integration check.
Cognee
by @coco-research
Use when the user says 'cognee', asks about knowledge graph or graph memory, wants to switch memory backends, or needs a status check, dataset init, or graph view. Covers Cognee endpoints plus the Brain fallback.
Workflow Routing
by @coco-research
Use when starting any task, before invoking any other skill or GSD command, to route between Superpowers skills and GSD commands from project state and task scope. Fires first when both systems are installed.
Agent Self Eval
by @coco-research
Post-run self-evaluation system that scores agent output on correctness, clarity, actionability, and conciseness. Use after /team runs, skill executions, or when explicitly asked to evaluate output quality.
Ai Product
by @coco-research
Use when building AI features into a product: LLM integration, RAG pipelines, guardrails, streaming, AI UX, prompt engineering, or AI cost control. Treats prompts as code and validates every model output.
Gsd Add Todo
by @coco-research
Use when an idea, task, or issue surfaces mid-session and the user wants it captured as a todo instead of doing it now. Infers the area, checks duplicates, and writes the todo file plus a STATE.md update.
Gsd Add Phase
by @coco-research
Use when the user asks to add a phase, feature, or scope to the end of the current milestone roadmap. Adds the next sequential phase directory, updates ROADMAP.md, and tracks the change in STATE.md.
Gsd Analyze Dependencies
by @coco-research
Use before /gsd-manager to fill in missing Depends on fields in ROADMAP.md. Analyzes file overlap, semantic dependencies and data flow between phases, then suggests dependency updates to confirm.
Axiom Liquid Glass
by @coco-research
Use when implementing, reviewing, or debugging Apple Liquid Glass: iOS 26+ adoption, Regular vs Clear variants, tinting, scroll edge effects, or an iOS-native redesign review.
Tailwind Patterns
by @coco-research
Tailwind CSS v4 principles. CSS-first configuration, container queries, modern patterns, design token architecture. Use when building with Tailwind v4 or migrating from v3.
Vercel React Best Practices
by @coco-research
Pointer to the upstream skill for React and Next.js performance work (data fetching, bundle size, re-renders), installed from upstream.
Prd Mastery
by @coco-research
Pointer to the upstream skill for writing PRDs grounded in the existing repo, with a fixed output folder, installed from upstream.
Voice Ai
by @coco-research
Pointer to the upstream skill for building voice agents with speech-to-speech and STT-LLM-TTS pipelines, installed from upstream.
Karpathy Guidelines
by @coco-research
Pointer to the upstream skill for behavioural guidelines that reduce common LLM coding mistakes, installed from upstream.
Inference Sh Cli
by @Tommy-yw
Run 150+ AI apps via inference.sh CLI (infsh) — image generation, video creation, LLMs, search, 3D, social automation. Uses the terminal tool. Triggers: inference.sh, infsh, ai apps, flux, veo, image generation, video…
Neuroskill Bci
by @Tommy-yw
Connect to a running NeuroSkill instance and incorporate the user's real-time cognitive and emotional state (focus, relaxation, mood, cognitive load, drowsiness, heart rate, HRV, sleep staging, and 40+ derived EXG scores) into…
Hermes Atropos Environments
by @Tommy-yw
Build, test, and debug Hermes Agent RL environments for Atropos training. Covers the HermesAgentBaseEnv interface, reward functions, agent loop integration, evaluation with tools, wandb logging, and the three CLI modes…
Qmd
by @Tommy-yw
Search personal knowledge bases, notes, docs, and meeting transcripts locally using qmd — a hybrid retrieval engine with BM25, vector search, and LLM reranking. Supports CLI and MCP integration.
Plagiarism Checker
by @bitwize-music-studio
Scans lyrics for phrases that may match existing songs using web search and LLM knowledge. Use before release to check for unintentional borrowing.
Wdoc Skill
by @thiswillbeyourgithub
Comprehensive reference for wdoc, a RAG CLI and Python library that summarizes, searches, and queries documents across 20+ filetypes (PDF, YouTube, audio, Anki, web, Zotero, Karakeep, and more) through LiteLLM (100+ LLM…
Clickhouse Best Practices
by @ClickHouse
MUST USE when reviewing ClickHouse schemas, queries, or configurations. Contains 31 rules that MUST be checked before providing recommendations. Always read relevant rule files and cite specific rules in responses.
Papr Rss
by @l0ng-ai
Read, search and triage the user's Papr RSS subscriptions from the shell via the `papr` CLI. Use when the user wants to catch up on their feeds, find or summarize articles they've subscribed to, check what's unread, star/save…
Llm File Transform Stop
by @cas-bigdatalab
LLM 文件转换算子。用于读取一个文本文件,按照给定指令调用大模型进行内容转换,并输出新的文本文件。
Graph Engineering
by @codejunkie99
Teaches an agent graph engineering — both halves. Knowledge graphs (ontology design, entity/relation/event extraction, fusion, GraphRAG/memory serving; distilled and translated from Southeast University's graduate Knowledge…
Train Sentence Transformers
by @waybarrios
Train or fine-tune SentenceTransformer bi-encoders, CrossEncoder rerankers, or SparseEncoder models, including losses, negatives, evaluation, distillation, LoRA, and Matryoshka. Use for sentence-transformers training tasks.
Huggingface Llm Trainer
by @waybarrios
Train or fine-tune language models with TRL or Unsloth on Hugging Face Jobs, including SFT, DPO, GRPO, reward models, and GGUF conversion. Use for cloud LLM training; use huggingface-vision-trainer for vision tasks.
Transformers Js
by @waybarrios
Run Hugging Face models in JavaScript or TypeScript with Transformers.js, WebGPU, or WASM across browser, Node.js, Bun, and Deno. Use for client-side or JS-runtime inference, not Python training.
Hf Cloud Sagemaker Production Defaults
by @waybarrios
Implement a production SageMaker endpoint with autoscaling, CloudWatch alarms, and tags. Use after the serving image and IAM role are known; use the deployment planner first when architecture is undecided.
Hf Cloud Python Env Setup
by @waybarrios
Create an isolated Python environment with a compatible Python version and boto3 for SageMaker or AWS automation. Use before executing AWS Python code; do not use for general Python environment setup.
Hf Cloud Serving Image Selection
by @waybarrios
Select and verify the current region-specific serving container URI for a SageMaker model deployment. Use after the deployment pathway is chosen and before endpoint code; never infer an image URI from memory.
Vuln Report
by @waybarrios
Turn one confirmed security finding into a disclosure-ready GitHub advisory with root cause, proof of concept, impact, and source evidence. Use for reporting an established vulnerability, not discovering or validating one.
Journey Idea
by @butterbase-ai
Use as stage 1 of the Butterbase journey, when the user has only a rough idea ("I want to build something that..."). Conducts a concrete, one-question-at-a-time brainstorm that surfaces who the user is, what they do first, what…
Journey Docs
by @butterbase-ai
Use as the docs-priming stage of the Butterbase journey, immediately after journey-preflight and before the first build stage. Reads the plan to discover which capabilities the app uses, calls butterbase_docs once per relevant…
Meetings
by @butterbase-ai
Use when building features that join, record, or transcribe Zoom/Meet/Teams/Webex calls — meeting bots, call notetakers, sales-call summarizers, interview transcribers. Covers ctx.ai.meetings.start/get/stop/list, webhook setup,…
Journey Ai
by @butterbase-ai
Use as the AI build stage of the Butterbase journey. Implements the AI section of 02-plan.md by delegating to the ai skill. Calls manage_ai (update_config) to set defaults and optionally BYOK. Skipped if the plan has no…
Journey Rag
by @butterbase-ai
Use as the RAG build stage of the Butterbase journey. Implements the RAG section of 02-plan.md by delegating to rag-dev. Calls manage_rag_content (create_collection, ingest_document). Skipped if the plan has no knowledge-base…
Hf Cloud Sagemaker Deployment Planner
by @waybarrios
Plan and coordinate a model deployment to Amazon SageMaker, including serving stack and real-time versus async inference. Use as the entry point for SageMaker hosting requests, before image, IAM, and endpoint implementation…
Trl Training
by @waybarrios
Train and fine-tune transformer language models using TRL (Transformers Reinforcement Learning). Supports SFT, DPO, GRPO, KTO, RLOO and Reward Model training via CLI commands.