AI Ml AI agent skills

8,771 skills in the archive. Read a skill’s instructions or open its original repository.

• 09 For Sure

  by @ai-driven-dev

  Run an iterative agent loop that retries until a runnable success condition passes. Use when the user says "for sure", "keep trying until", or wants guaranteed completion against a success command. Not for one-shot tasks or…

• 05 Rule Generate

  by @ai-driven-dev

  Generate a coding rule that governs editor and agent behavior across the host AI tools. Use when the user wants to write, add, or refactor a rule, convention, or coding standard. Not for other artifacts like skills, agents, or…

• 07 Command Generate

  by @ai-driven-dev

  Generate a flat slash command across the host AI tools a project uses. Use when the user wants to create, scaffold, or refactor a one-shot slash command. Not for multi-step skills or other artifacts like rules, agents, hooks.

• 06 Agent Generate

  by @ai-driven-dev

  Generate an agent across the host AI tools a project uses. Use when the user wants to create, scaffold, or refactor an agent, subagent or specialized role. Not for other artifacts like skills, rules, commands, hooks.

• 05 Review

  by @ai-driven-dev

  Review a diff read-only on three axes, code, behavior versus the plan, and relevancy, into one verdict report. Use before shipping a change. Not for fixing findings or auditing a codebase.

• 00 Init

  by @ai-driven-dev

  Turns AIDD measurement on for a project, proves it is recording, lets a person opt into (or out of) naming themselves on their own records, and removes what was measured when asked. Use when the user wants to start measuring…

• 08 Debug

  by @ai-driven-dev

  Reproduce and fix a known bug, or find an unknown root cause by hypothesis validation. Use when the user wants to fix a bug, find why something breaks, or reopen a stuck investigation. Not for building a feature or reviewing a…

• 04 Spec

  by @ai-driven-dev

  Generate or refine a spec, a feature's immutable contract, from a request, a PRD, or review findings. Use when the user wants to draft or refine a spec. Not for writing code, a full PRD, or changing a locked spec.

• 02 Pull Request

  by @ai-driven-dev

  Create a draft pull or merge request from the current branch, in whatever VCS tool the project uses. Use when the user wants to open a pull or merge request. Not for committing, pushing, or merging a branch.

• Tools

  by @ai-driven-dev

  Defines or modifies what the project targets, under src/contexts/tools/ — an AI/IDE tool profile, its build contract, the content-translation capability classes it composes (agents/skills/commands/rules/hooks), and its own…

• 07 Refactor

  by @ai-driven-dev

  Improve code across four axes (cleanup, performance, security, architecture) by scanning and fixing, or applying a pushed audit report. Use when the user wants to refactor, optimize, harden, or remove code. Not for read-only…

• 01 Commit

  by @ai-driven-dev

  Create atomic conventional commits; safely retry scoped hook fixes; optionally push. Use when the user wants to commit changes, optionally pushing the branch. Not for amending, rebasing, opening a pull request, or tagging a…

• 08 Three Amigos

  by @ai-driven-dev

  Assesses an Epic or Story through one product, delivery, or quality lens, then reconciles three caller-supplied reports. Use when the user wants to refine one before a backlog change. Not for spawning or writing.

• 03 Assert

  by @ai-driven-dev

  Assert the work behaves by iterating the project's coding assertions until they pass, plus optional architecture and frontend facets. Use to validate an implementation. Not for reviewing or writing tests.

• 02 Implement

  by @ai-driven-dev

  Write an existing plan's code, phase by phase, until every acceptance criterion holds. Use when a plan exists and needs implementing. Do NOT use to write a plan, review a diff.

• 01 Cost

  by @ai-driven-dev

  Answers what a period or one task consumed - a total, a day-by-day series, or a breakdown by step, model, task, backlog item, orchestrated flow, tool, project or person - and hands back the artefact each question deserves. Use…

• 00 Repo Init

  by @ai-driven-dev

  Initialize a project repository with git init, a default branch, a bootstrap commit, CONTRIBUTING.md, and optionally the remote. Use when the user wants to init or set up a new repo, or publish to a remote. Not for committing,…

• 01 Sdlc

  by @ai-driven-dev

  Autonomously orchestrates a request from framing to a draft pull request, isolating implementation, independent review, and final outcome challenge. Use when the user wants to deliver a change end to end. Not for running one…

• 11 Explore

  by @ai-driven-dev

  Explore the current project across its tooling, context, and codebase. Use to survey what is installed, see what is available, or find which skill, agent, or rule fits a goal. Not for choosing the next step or running an item;…

• 02 Challenge

  by @ai-driven-dev

  Rethink just-completed work against an agreed plan, classifying findings as deal-breaker, suggestion, or correct, with a confidence score. Use to challenge or critically review recent work. Not for line-by-line style review or…

• 03 Prd

  by @ai-driven-dev

  Generate a structured Product Requirements Document from a need, idea, or brainstorm, confirmed before save. Use when the user wants to draft or generate a PRD or product requirements. Not for user stories or a technical plan.

• 01 Ticket Info

  by @ai-driven-dev

  Retrieve and display a ticket from the configured ticketing tool. Use when the user wants to see, show, or look up a ticket's details. Not for creating a ticket, or commenting on, transitioning, or reassigning one.

• 04 Issue Create

  by @ai-driven-dev

  Create an issue in the configured ticketing tool. Use when the user wants to file a bug, open an issue, or report a problem. Not for committing, opening a pull request, or commenting on an existing issue.

• Framework

  by @ai-driven-dev

  Owns the installation record and everything done to a project, under src/contexts/framework/ — the manifest aggregate, and the setup/install/restore/uninstall/doctor orchestration built on top of it. This is the only context…

• Test

  by @ai-driven-dev

  Holds the two testing disciplines this package learned by paying for them, and points at the rest. Use when writing or changing a test under tests/, touching a golden snapshot, or fixing a user-reported bug. Do NOT use for tier…

• 02 Check

  by @ai-driven-dev

  States what is in place — where measurement is allowed from, whether an identity is attached, where records land, whether the recorder is declared — then answers whether AIDD measurement is actually recording, one independently…

• 06 Test

  by @ai-driven-dev

  Write and iterate developer-side tests until they pass, or validate a user journey end to end in the browser during implementation. Use when the user wants to add coverage, find what's untested, or walk a flow while building it.…

• 09 Mermaid

  by @ai-driven-dev

  Generate a valid Mermaid diagram from a written source through a plan, generate, review loop. Use when the user wants to turn an architecture, lifecycle, or flow into a Mermaid diagram. Not for other diagram formats or image…

• 03 Release Tag

  by @ai-driven-dev

  Cut a semver release with an annotated tag and release notes. Use when the user wants to release, tag a release, bump the version, or cut a version. Not for a plain commit, a pull request, or amending an existing tag.

• 10 Todo

  by @ai-driven-dev

  Split the user prompt into independent todos and run one executor agent per todo in parallel, then report a minimal table. Use when the user says "todo" or asks to fan out a multi-part request into parallel implementations.

• 01 Hello

  by @ai-driven-dev

  Smoke-test that confirms the aidd-ui plugin loads. Use when the user wants to verify the alpha aidd-ui plugin is installed and reachable. Not for real UI or UX design work.

• Telemetry

  by @ai-driven-dev

  Owns what a session cost and who it was for, under src/contexts/telemetry/ — reading a tool's own local files, attributing a figure to a person, a task, a flow or a step, and the sink that keeps records per machine. Use when…

• Translate

  by @ai-driven-dev

  Builds the canonical-source-to-target-native translation pipeline under src/contexts/translate/ — target-aware content transforms, the plugin content translator, and the build strategies behind `aidd translate` and `aidd sync`.…

• Distribution

  by @ai-driven-dev

  Owns where plugin and marketplace content comes from and how it is fetched, under src/contexts/distribution/ — marketplace registration, catalog parsing, and the ports/adapters that reach git and HTTP. Use when adding a new…

• 03 Context Generate

  by @ai-driven-dev

  Route a request to generate a context artifact (skill, rule, agent, command, or hook) to its generator when the kind is unnamed. A named kind triggers its generator directly. Not for listing existing artifacts.

• Openai Cloudflare Deploy

  by @trailofbits

  Deploy applications and infrastructure to Cloudflare using Workers, Pages, and related platform services. Use when the user asks to deploy, host, publish, or set up a project on Cloudflare. Originally from OpenAI's curated…

• Structured Artifact

  by @haowjy

  Load when creating structured HTML artifacts to explain and present information.

• Writing Principles

  by @haowjy

  What fiction readers want (reader reward channels) and the specific ways LLM training damages them. Load when drafting prose, critiquing, or diagnosing why a passage feels flat.

• Creative Writing Modes

  by @haowjy

  Creative-writing addendum to /llm-writing. Load when putting prose on the page: draft, revise, bridge, vary, or polish.

• Autonomous Research

  by @federicodeponte

  An 18-agent pipeline that turns one topic line into a drafted research paper, literature review, or thesis chapter. Finds real sources at Crossref and OpenAlex, drafts each section against them, attacks its own draft for weak…

• Ai Engineer

  by @Dokhacgiakhoa

  Principal AI Architect and Machine Learning Engineer.

• Counterfactual Causal Analysis

  by @yogsoth-ai

  Intervene on factors, construct counterfactual worlds, test necessity/sufficiency, and identify load-bearing causal factors.

• Cross Examine

  by @yogsoth-ai

  Probe responses for inconsistency, logic gaps, and unsupported claims.

• Gen Assembly

  by @partcad

  Generate a PartCAD assembly (an ASSY that composes parts with placement and/or mates) from a description, generating or reusing the component parts and validating the result with the PartCAD CLI. Use for /pc:gen-assembly or when…

• Code Review Context

  by @deonmenezes

  Model visible context

• Vuepress Plume Config

  by @pengzhanbo

  Generate and write VuePress Plume theme config. Invoke when user asks to init or update theme config, including collections, navbar, sidebar, locales, plugins, and all theme features like search, comments, watermark, encryption,…

• Ai Elements

  by @mxyhi

  Build AI chat interfaces using ai-elements components — conversations, messages, tool displays, prompt inputs, and more. Use when the user wants to build a chatbot, AI assistant UI, or any AI-powered chat interface.

• Deep Research

  by @mxyhi

  Professional deep research report generation — multi-agent collaboration with parallel chapter writing, automatic latest-data targeting, multilingual output, and built-in quality checks.

• Product Decision Agent

  by @mxyhi

  中文产品决策 Agent。用于中国大陆互联网产品、运营、增长、商业化、数据、项目推进和组织协作场景：产品规划、需求分析、PRD、需求优先级、排期、版本规划、Roadmap、MVP、灰度、上线、迭代、增长停滞、拉新、投放、渠道、裂变、CAC、LTV、ROI、留存、转化、DAU/MAU、GMV、漏斗、社区运营、内容供给、创作者、用户运营、活动运营、私域、会员、定价、指标异常、数据口径、埋点、A/B…

• Kimi Webbridge

  by @mxyhi

  Kimi Browser Extension（Kimi 浏览器扩展，原 Kimi WebBridge）lets AI control the user's real browser — navigate, click, type, read, screenshot, and interact with any website using the user's actual login sessions. Use this skill whenever…

• Exa Search

  by @mxyhi

  Use Exa MCP for current web, code/docs, company, people, and page-fetch research. Prefer current hosted tool schemas and note deprecated tools.

• Find Docs

  by @mxyhi

  Retrieves up-to-date documentation, API references, and code examples for any developer technology. Use this skill whenever the user asks about a specific library, framework, SDK, CLI tool, or cloud service — even for well-known…

• Ax

  by @mxyhi

  Use the ax CLI instead of curl + throwaway parsing scripts whenever you fetch a URL, explore an unknown web page, or extract structured data from HTML. Trigger whenever you are about to write an inline script (python3 heredoc,…

• Better Icons

  by @mxyhi

  Use when working with icons in any project. Provides CLI for searching 200+ icon libraries (Iconify) and retrieving SVGs. Commands: `better-icons search <query>` to find icons, `better-icons get <id>` to get SVG. Also available…

• Ontoly Software Graph

  by @mxyhi

  Use Ontoly's deterministic Software Graph and MCP capabilities for repository architecture, request tracing, dependency analysis, configuration lookup, and impact analysis before falling back to source search.

• Tavily Crawl

  by @tavily-ai

  Crawl websites and extract content from multiple pages via the Tavily CLI. Use this skill when the user wants to crawl a site, download documentation, extract an entire docs section, bulk-extract pages, save a site as local…

• Career Coach

  by @davekilleen

  Personal career coach with 4 modes: weekly reports, monthly reflections, self-reviews, promotion assessments

• Roadmap

  by @davekilleen

  Review roadmap status, evidence freshness, blockers, and alignment

• Qe Code Intelligence

  by @proffesor-for-testing

  Builds semantic code indexes, maps dependency graphs, and performs intelligent code search across large codebases. Use when understanding unfamiliar code, tracing call chains, analyzing import dependencies, or reducing context…

• Sap Ai Core

  by @secondsky

  Guides development with SAP AI Core and SAP AI Launchpad for enterprise AI/ML workloads on SAP BTP. Use when: deploying generative AI models, building orchestration workflows with templating/filtering/grounding, implementing RAG…

• Sap Cloud Sdk Ai Python

  by @secondsky

  Integrates the SAP Cloud SDK for AI for Python (sap-ai-sdk-gen, formerly generative-ai-hub-sdk) into Python applications. Use when building Python apps with SAP AI Core, Generative AI Hub, or the Orchestration Service: chat…

• One Step Better Ai Pm

  by @menkesu

  Get one actionable improvement for your AI product based on the latest GenAI PM briefs. Fetch the last 5 days of curated AI PM insights from genaipm.com, analyze the current repo/project, find synergy between trending topics and…

• Zero To Launch

  by @menkesu

  Guides Claude from idea to working prototype using frameworks from OpenAI, Figma, and Airbnb. Use when starting new product features, planning MVP scope, making build-vs-buy decisions, or guiding users from concept to shippable…

• Design First Dev

  by @menkesu

  Follows Airbnb's design-led development and Figma's craft quality standards. Use when building user-facing features, making UI/UX decisions, determining when details matter, or applying design system thinking. Guides when to…

• Strategic Build

  by @menkesu

  Distinguishes strategic vs tactical work during development using Shreyas Doshi's frameworks and Marty Cagan's empowered teams principles. Use when making architectural decisions, choosing what to build, preventing "product…

• Ai Product Patterns

  by @menkesu

  Builds AI-native products using OpenAI's development philosophy and modern AI UX patterns. Use when integrating AI features, designing for model improvements, implementing evals as product specs, or creating AI-first…

• Exp Driven Dev

  by @menkesu

  Builds features with A/B testing in mind using Ronny Kohavi's frameworks and Netflix/Airbnb experimentation culture. Use when implementing feature flags, choosing metrics, designing experiments, or building for fast iteration.…

• Ship Decisions

  by @menkesu

  Guides "ship or iterate?" decisions using Shreyas Doshi's frameworks, Marty Cagan's shipping philosophy, and Tobi Lutke's reversible decision-making. Use when deciding if feature is ready, preventing perfectionism paralysis,…

• Quality Speed

  by @menkesu

  Decides when quality matters vs move fast, based on Dylan Field (Figma) craft philosophy and Brian Chesky (Airbnb) details obsession. Use when balancing shipping speed with excellence, deciding if refactoring is needed, or…

• Launch Execution

  by @menkesu

  Helps write launch copy, position products, and create go-to-market materials using April Dunford's positioning framework and Airbnb's product marketing approach. Use when launching features, writing announcements, creating…

• Continuous Discovery

  by @menkesu

  Implements Teresa Torres' continuous discovery habits for weekly customer contact, opportunity solution trees, and assumption testing. Use when building discovery processes, conducting user research, validating assumptions, or…

• Decision Frameworks

  by @menkesu

  Structures difficult decisions using Annie Duke's probabilistic thinking and Ben Horowitz's hard decisions frameworks. Use when facing tough choices, applying expected value thinking, or reducing decision paralysis with regret…

• Ai Startup Building

  by @menkesu

  Builds AI-native products using Dan Shipper's 5-product playbook and Brandon Chu's AI product frameworks. Use when implementing prompt engineering, creating AI-native UX, scaling AI products, or optimizing costs. Focuses on…

• Strategic Storytelling

  by @menkesu

  Crafts product narratives using Andy Raskin's strategic narrative structure and Nancy Duarte's presentation frameworks. Use when writing pitches, creating presentations, framing features as stories, or building compelling…

• Career Growth

  by @menkesu

  Plans PM career growth using frameworks from 40+ career episodes and Ami Vora's advancement strategies. Use when planning promotions, identifying skill gaps, navigating career transitions, or choosing between IC and management…

• Positioning Craft

  by @menkesu

  Crafts product positioning using April Dunford's positioning framework. Use when defining target customers, choosing categories, identifying alternatives, or articulating differentiated value. Based on Obviously Awesome…

• Culture Craft

  by @menkesu

  Designs team culture and sets standards of excellence using David Singleton (Stripe) and Dharmesh Shah (HubSpot) frameworks. Use when building teams, setting cultural values, creating rituals, or establishing excellence standards.

• Confident Speaking

  by @menkesu

  Structures presentations and verbal pitches using Matt Abrahams' WHAT-SO WHAT-NOW WHAT framework and impromptu speaking techniques. Use when preparing presentations, creating talking points, or practicing difficult conversations.

• Influence Craft

  by @menkesu

  Maps organizational power dynamics and builds influence without authority using Jeffrey Pfeffer's power frameworks. Use when getting buy-in for ideas, navigating company politics, managing up, or building coalitions across teams.

• Prioritization Craft

  by @menkesu

  Applies prioritization frameworks including RICE, ICE, Value vs Effort, and Kano model. Use when prioritizing features, managing backlog, making tradeoffs, or saying no gracefully. Based on Shreyas Doshi and Intercom frameworks.

• Jtbd Building

  by @menkesu

  Builds features based on Jobs-to-be-Done theory using Bob Moesta's frameworks. Use when designing features, identifying customer jobs, understanding push/pull forces, or uncovering hidden needs beyond stated feature requests.

• Workplace Navigation

  by @menkesu

  Handles difficult colleagues and resolves conflicts using frameworks from Anneka Gupta and workplace dynamics research. Use when dealing with blocking colleagues, toxic dynamics, or maintaining relationships under stress.

• Metrics Frameworks

  by @menkesu

  Defines right metrics using North Star framework, AARRR, and leading vs lagging indicators. Use when choosing metrics, instrumenting products, creating dashboards, or distinguishing vanity metrics from actionable ones.

• Stakeholder Craft

  by @menkesu

  Manages stakeholder relationships using Kim Scott's Radical Candor and Carole Robin's interpersonal dynamics. Use when giving/receiving feedback, navigating difficult conversations, or building trust across teams.

• Strategy Frameworks

  by @menkesu

  Creates product strategies using Crossing the Chasm, Playing to Win, and strategic canvas frameworks. Use when defining where to play and how to win, choosing beachhead markets, or connecting tactics to strategy.

• Exec Comms

  by @menkesu

  Drafts executive memos and stakeholder communications using Amazon's 6-pager structure, Stripe's memo format, and SCQA framework. Use when writing board updates, executive summaries, or strategic documents.

• Strategic Pm

  by @menkesu

  Shifts thinking from tactical to strategic using Anneka Gupta's frameworks for becoming more strategic. Use when escaping feature factory, moving from output to outcomes, or communicating strategic value.

• User Feedback System

  by @menkesu

  Builds feedback collection systems using Superhuman's PMF framework and YC's "talk to users" methodology. Use when implementing NPS surveys, scheduling user interviews, or measuring product-market fit.

• Okr Frameworks

  by @menkesu

  Writes effective OKRs using Christina Wodtke's best practices and Google's OKR methodology. Use when setting goals, aligning teams, creating measurement frameworks, or tracking quarterly progress.

• Avoid Feature Creep

  by @waynesutton

  Prevent feature creep when building software, apps, and AI-powered products. Use this skill when planning features, reviewing scope, building MVPs, managing backlogs, or when a user says "just one more feature." Helps developers…

• Convex Best Practices

  by @waynesutton

  Guidelines for building production-ready Convex apps covering function organization, query patterns, validation, TypeScript usage, error handling, and the Zen of Convex design philosophy

• Convex Migrations

  by @waynesutton

  Schema migration strategies for evolving applications including adding new fields, backfilling data, removing deprecated fields, index migrations, and zero-downtime migration patterns

• Convex Http Actions

  by @waynesutton

  External API integration and webhook handling including HTTP endpoint routing, request/response handling, authentication, CORS configuration, and webhook signature validation

• Convex Cron Jobs

  by @waynesutton

  Scheduled function patterns for background tasks including interval scheduling, cron expressions, job monitoring, retry strategies, and best practices for long-running tasks

• Convex File Storage

  by @waynesutton

  Complete file handling including upload flows, serving files via URL, storing generated files from actions, deletion, and accessing file metadata from system tables

• Convex Agents

  by @waynesutton

  Building AI agents with the Convex Agent component including thread management, tool integration, streaming responses, RAG patterns, and workflow orchestration

• Convex Security Check

  by @waynesutton

  Quick security audit checklist covering authentication, function exposure, argument validation, row-level access control, and environment variable handling

• Convex Realtime

  by @waynesutton

  Patterns for building reactive apps including subscription management, optimistic updates, cache behavior, and paginated queries with cursor-based loading

• Convex Schema Validator

  by @waynesutton

  Defining and validating database schemas with proper typing, index configuration, optional fields, unions, and migration strategies for schema changes

• Convex Functions

  by @waynesutton

  Writing queries, mutations, actions, and HTTP actions with proper argument validation, error handling, internal functions, and runtime considerations