AI Ml AI agent skills

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

• Bmad Ticket

  by @bmad-code-org

  Create and manage tickets at every level — slice an initiative into epics, break an epic into stories, write or refine a ticket, and run the board (publish, ready, move, assign, status, cancel). Use when the user says "Create a…

• Bmad

  by @bmad-code-org

  Answers BMad questions and recommends the next skill from what is installed. Use when the user asks bmad for help, what to do next or where to start; to set up, update, repair, doctor, migrate or check the status of the…

• Bmad Deep Recon

  by @bmad-code-org

  Research a topic to support a decision, three ways: draft a research prompt for the user to run in their own tool (ChatGPT, Gemini, Grok, Perplexity, …), turn a finished research report into a short summary with cited sources…

• Bmod Method

  by @bmad-code-org

  Required bmod metadata. Never invoke this skill.

• Bmad Ux

  by @bmad-code-org

  Capture the user's UX vision in two documents: DESIGN.md for how the product looks and EXPERIENCE.md for how it behaves. Use when the user says "lets create UX design" or "create UX specifications" or "help me plan the UX"

• Bmad Brainstorming

  by @bmad-code-org

  Facilitate a brainstorming session using diverse creative techniques. Use when the user says 'help me brainstorm' or 'help me ideate'

• Bmad Build

  by @bmad-code-org

  Turns implementation work into working code, reviewed and verified. Use when the user delegates a feature, story, bug fix, or meaningful change; a bare story or issue link counts. Skip obvious, low-risk mechanical maintenance…

• Bmad Build Auto

  by @bmad-code-org

  One iteration of an unattended development loop. Use when invoked by name

• Bmad Review

  by @bmad-code-org

  Runs one or more installed review lenses — adversarial critique, edge cases, verification gaps, structure, prose — and reports triaged findings. Use when, and only when, the user asks you to review a diff, a pull request, or an…

• Bmad Code Review

  by @bmad-code-org

  Review code changes with several independent reviewers in parallel, then triage and present the findings. Use when the user says "run code review" or "review this code"

• Bmad Retrospective

  by @bmad-code-org

  Review a finished epic folder in the ticket tree against the evidence it left behind — the epic file, each ticket plan, diffs, commits — and produce a retrospective with sourced findings, action items, and an acceptance…

• Bmad Prfaq

  by @bmad-code-org

  Test a product concept with Amazon's Working Backwards method: write the press release for the finished product first, then answer hard customer and stakeholder questions, ending in a complete PRFAQ document. Use when the user…

• Bmad Party Mode

  by @bmad-code-org

  Orchestrates lively group discussions between installed BMAD agents or custom personas, and helps author custom parties. Use when the user requests party mode, a roundtable, or multiple agent perspectives — or wants to…

• Bmad Prd

  by @bmad-code-org

  Create, update, or validate a PRD. Use when the user wants help producing, editing, or validating a PRD

• Bmod Core Tools

  by @bmad-code-org

  Required bmod metadata. Never invoke this skill.

• Bmad Architecture

  by @bmad-code-org

  Work out and record the architecture decisions that keep separately built parts of a system consistent, in a short architecture document. Creates, updates, or validates one; works from a spec, a raw idea, or an existing…

• Bmad Walkthrough

  by @bmad-code-org

  Guide a human review of a commit, PR, file, or directory. Use when invoked by name

• Bmad Advanced Elicitation

  by @bmad-code-org

  Push the LLM to reconsider, refine, and improve its recent output. Use when user asks for deeper critique or mentions a known deeper critique method, e.g. socratic, first principles, pre-mortem, red team

• Bmad Forge Idea

  by @bmad-code-org

  Test a half-formed idea in a questioning conversation, with different personas probing its weak points, until the user can act on it or drop it with confidence. Optionally writes a short brief for planning skills to build on.…

• Bmad Spec

  by @bmad-code-org

  Condense any input — an idea, brief, PRD, transcript, or mixed notes — into a short spec: one kernel file plus supporting files that downstream skills build from. Also updates and validates existing specs. Use when the user says…

• Bmad Project Context

  by @bmad-code-org

  Set up, adopt, refresh, or audit a repository's agent instructions (the AGENTS.md block) so AI agents work well in that repo. Also records observed agent mistakes as pitfalls. Use when invoked by name

• Bmad Correct Course

  by @bmad-code-org

  Assess the impact of a significant change during sprint execution across the PRD, epics, architecture, and UX documents, and produce a sprint change proposal. Use when the user says "correct course" or "propose sprint change"

• Bmad Customize

  by @bmad-code-org

  Authors and updates customization overrides for installed BMad skills. Use when the user says 'customize bmad', 'override a skill', 'change agent behavior', or 'customize a workflow'

• Bmad Qa Generate E2e Tests

  by @bmad-code-org

  Generate automated API and end-to-end tests for implemented features. Use when the user says "create qa automated tests for [feature]"

• Bmad Product Brief

  by @bmad-code-org

  Create, update, or validate a product brief. Use when the user wants help producing, editing, or validating a brief

• Bmad Agent Analyst

  by @bmad-code-org

  Business analyst for market research, competitive analysis, and requirements. Use when the user asks to talk to Mary or requests the business analyst

• Bmad Agent Dev

  by @bmad-code-org

  Senior software engineer who implements stories and code changes. Use when the user asks to talk to Amelia or requests the developer agent

• Bmad Agent Pm

  by @bmad-code-org

  Product manager for PRD creation and requirements discovery. Use when the user asks to talk to John or requests the product manager

• Bmad Agent Architect

  by @bmad-code-org

  System architect and technical design leader. Use when the user asks to talk to Winston or requests the architect

• Bmad Agent Ux Designer

  by @bmad-code-org

  UX designer and UI specialist. Use when the user asks to talk to Sally or requests the UX designer

• Cherry Regression Test

  by @CherryHQ

  Run Cherry Studio critical-path system regression tasks through the repository-owned Playwright E2E workflow. Use for full regression, release acceptance, development-branch system validation, or a named cherry-regression-test…

• Chrome Devtools Cli

  by @ChromeDevTools

  Use this skill to write shell scripts or run shell commands to automate tasks in the browser or otherwise use Chrome DevTools via CLI.

• Cli Anything Ollama

  by @HKUDS

  Command-line interface for Ollama - Local LLM inference and model management via Ollama REST API. Designed for AI agents and power users who need to manage models, generate text, chat, and create embeddings without a GUI.

• Molfeat

  by @K-Dense-AI

  Featurizes small molecules with Molfeat for QSAR/QSPR, chemical similarity, virtual screening, and molecular ML. Covers ECFP/MACCS fingerprints, RDKit descriptors, pharmacophores, pretrained embeddings, configuration…

• Ncats Arax

  by @K-Dense-AI

  Queries the NCATS Translator ARAX production API for bounded, typed, provenance-rich one-hop and endpoint-pinned two-hop biomedical knowledge-graph relationships. Use for Biolink-constrained RTX-KG2 lookup, explicit…

• Ai Prompt Regression Testing

  by @sickn33

  Prompt engineering regression test matrix register: baseline outputs, semantic drift thresholds, judge evaluations, and golden dataset.

• Ai Wrapper Product

  by @sickn33

  Expert in building products that wrap AI APIs (OpenAI, Anthropic, etc. ) into focused tools people will pay for. Not just "ChatGPT but different" - products that solve specific problems with AI.

• Ai Md

  by @sickn33

  Convert human-written CLAUDE.md into AI-native structured-label format. Battle-tested across 4 models. Same rules, fewer tokens, higher compliance.

• Ai Product

  by @sickn33

  Every product will be AI-powered. The question is whether you'll build it right or ship a demo that falls apart in production.

• Ai Engineering Toolkit

  by @sickn33

  6 production-ready AI engineering workflows: prompt evaluation (8-dimension scoring), context budget planning, RAG pipeline design, agent security audit (65-point checklist), eval harness building, and product sense coaching.

• Agent Evals

  by @sickn33

  Build automated evaluation suites for AI agents using golden datasets, rubrics, and regression gates. Use when shipping agent features, validating prompt changes, or gating deployments on quality.

• Ai Engineer

  by @sickn33

  Build production-ready LLM applications, advanced RAG systems, and intelligent agents. Implements vector search, multimodal AI, agent orchestration, and enterprise AI integrations.

• Ai Agent Development

  by @sickn33

  AI agent development workflow for building autonomous agents, multi-agent systems, and agent orchestration with CrewAI, LangGraph, and custom agents.

• Ai Ml

  by @sickn33

  AI and machine learning workflow covering LLM application development, RAG implementation, agent architecture, ML pipelines, and AI-powered features.

• Ai Dev Jobs Mcp

  by @sickn33

  Search 8,400+ AI and ML jobs across 489 companies, inspect listings and employers, match roles, and view salary and market stats via AI Dev Jobs MCP

• Ai Agents Architect

  by @sickn33

  Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration.

• Ai Inference Service Mesh

  by @sickn33

  Use service mesh patterns for AI inference traffic management, mTLS, canary releases, policy enforcement, and cross-cluster resilience.

• Ai Pipeline Orchestration

  by @sickn33

  Orchestrate AI/ML pipelines for data ingestion, model training, batch inference, and RAG indexing using Prefect, Airflow, or Dagster.

• Ai Security Hardening

  by @sickn33

  Harden AI/LLM deployments against prompt injection, data exfiltration, model theft, and supply chain attacks.

• Skill Creator

  by @zhayujie

  Create, install, or update skills in the workspace. Use when (1) installing a skill from a URL or remote source, (2) creating a new skill from scratch, (3) updating or restructuring existing skills. Always use this skill for any…

• Image Generation

  by @zhayujie

  Generate or edit images from text prompts. Use when the user asks to create, draw, design, or edit an image, illustration, photo, icon, poster, or any visual content.

• Knowledge Wiki

  by @zhayujie

  Manage the personal knowledge wiki. Use when the user shares articles, documents, or asks to organize knowledge; when a conversation produces insights worth preserving as structured knowledge; or when the user asks about the…

• Agent Memory Systems

  by @sickn33

  Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory: short-term (context window), long-term (vector stores), and the cognitive…

• 10 Andruia Skill Smith

  by @sickn33

  Ingeniero de Sistemas de Andru.ia. Diseña, redacta y despliega nuevas habilidades (skills) dentro del repositorio siguiendo el Estándar de Diamante.

• Jobdanmark Search

  by @MadsLorentzen

  Make sure to use this skill whenever the user mentions anything related to Danish job listings, job search in Denmark, finding work in Denmark, or job vacancies on Jobdanmark — even if they don't explicitly mention…

• Jobnet Search

  by @MadsLorentzen

  Make sure to use this skill whenever the user mentions anything related to Danish job searching, job listings, job vacancies, employment opportunities in Denmark, or the Danish government job portal — even if they don't mention…

• Jobbank Search

  by @MadsLorentzen

  Make sure to use this skill whenever the user mentions anything related to job searching on Akademikernes Jobbank, jobbank.dk, or looking for academic or highly educated positions in Denmark — even if they don't mention…

• Jobindex Search

  by @MadsLorentzen

  Make sure to use this skill whenever the user wants to search for jobs in Denmark, find Danish job listings, look up a specific job posting, or asks anything about the Danish job market — even if they don't mention jobindex.dk…

• Linkedin Search

  by @MadsLorentzen

  Use this skill whenever the user wants to search for jobs in any location or market, find job listings, or look up a specific job posting — in any country, city, or remotely. Invoke for open positions, vacancies, and hiring…

• Freehire Search

  by @MadsLorentzen

  Use this skill to search live software / tech / data / engineering job listings across many countries and markets (and remote) via the freehire.me aggregator's public API, or to look up a specific posting. It aggregates roles…

• Job Application Assistant

  by @MadsLorentzen

  Assists with job applications: evaluating job postings, tailoring CVs, writing cover letters, and preparing for interviews. Triggers on keywords like: job posting, job application, CV, cover letter, resume, interview prep, job…

• Scrape

  by @MadsLorentzen

  Finds new job postings matching your profile via installed portal-search CLIs (LinkedIn, local job boards, and any skills added with /add-portal). Deduplicates across runs. Triggers on: job scrape, find jobs, search jobs, new…

• Upskill

  by @MadsLorentzen

  Compares tracked job postings against the candidate profile to identify skill gaps and generate a prioritized learning plan with study resources. Triggers on: /upskill, upskill, skill gaps, what should I learn, learning plan

• Clinical Reports

  by @K-Dense-AI

  Create safety-bounded draft structures and run local deterministic checks for clinical case, diagnostic, trial, safety, and aggregate research reports. Use only with synthetic, de-identified, or aggregate inputs and verified…

• Autoskill

  by @K-Dense-AI

  Observe the user's screen via screenpipe, detect repeated research workflows, match them against existing scientific-agent-skills, and draft new skills (or composition recipes that chain existing ones) for the patterns not yet…

• Deepchem

  by @K-Dense-AI

  Molecular ML with diverse featurizers and pre-built datasets. Use for property prediction (ADMET, toxicity) with traditional ML or GNNs when you want extensive featurization options and MoleculeNet benchmarks. Best for quick…

• Hugging Science

  by @K-Dense-AI

  Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather…

• Esm

  by @K-Dense-AI

  Use when working directly with the `esm` Python SDK, ESM3 or ESMC model IDs, Forge/Biohub inference clients, or ESMFold2 folding workflows.

• Cellxgene Census

  by @K-Dense-AI

  Query the CZ CELLxGENE Census programmatically for versioned public single-cell and spatial transcriptomics data. Use when you need population-scale cell metadata, gene expression slices, Census summary counts, source H5AD…

• Deepspot M

  by @K-Dense-AI

  Generate transcriptome-wide virtual spatial transcriptomics from H&E histology with DeepSpot-M. Use when you need spatial gene expression in log1p-CPM for 224x224 tiles at about 20x, want to query protein-coding genes by symbol…

• Codebase Design

  by @LibreChat-AI

  Shared vocabulary for designing deep modules. Use when the user wants to design or improve a module's interface, find deepening opportunities, decide where a seam goes, make code more testable or AI-navigable, or when another…

• Improve Codebase Architecture

  by @LibreChat-AI

  Scan a codebase for deepening opportunities, present them as a visual HTML report, then grill through whichever one you pick.

• Interview Prep

  by @reactive-resume

  Prepares the user for a specific interview from their real experience. Builds a story bank in Situation/Task/Action/Result/Reflection form mapped to the competencies the role and company test (such as Amazon's Leadership…

• Job Application Manager

  by @reactive-resume

  Runs the job-search pipeline. Adds jobs from a link or pasted posting, keeps stages and dates accurate, sets follow-ups, runs a weekly review (stale applications, next actions, funnel stats), records the exact resume version…

• Resume Bullet Writer

  by @reactive-resume

  Turns resume duties into truthful impact bullets. Questions the user role by role to dig out achievements, asks for real numbers or honest ranges (never invents them), and writes concise bullets in XYZ, CAR, scope or qualitative…

• Offer Negotiation

  by @reactive-resume

  Evaluates and negotiates job offers. Decodes base, bonus, equity, sign-on, level and terms with unknowns kept unknown and each offer in its own currency, benchmarks against checkable pay data, finds true leverage, drafts one…

• Resume Content Guide

  by @reactive-resume

  Decides what information belongs on a resume or CV, what to leave off and in what order, and audits an existing resume against those norms. Covers every section (contact details, photo, summary, experience, education and GPA,…

• Resume Tailor

  by @reactive-resume

  Tailors one resume to one specific job posting. Builds a must-have/nice-to-have requirement table, an evidence map, gap questions instead of invention, a tailored copy (headline, summary, bullet order, skills), honest ATS…

• Mock Interview

  by @reactive-resume

  Runs a mock interview for a specific job description. Plays the interviewer in a chosen round (recruiter screen, hiring manager, behavioral, coding, system design, case, product sense, panel), persona and difficulty; asks one…

• Hindsight Self Hosted

  by @vectorize-io

  Store team knowledge, project conventions, and learnings from tasks. Use to remember what works and recall context before new tasks. Connects to a self-hosted Hindsight server. (user)

• Hindsight Cloud

  by @vectorize-io

  Store team knowledge, project conventions, and learnings from tasks. Use to remember what works and recall context before new tasks. Connects to Hindsight Cloud. (user)

• Hindsight Local

  by @vectorize-io

  Store user preferences, learnings from tasks, and procedure outcomes. Use to remember what works and recall context before new tasks. (user)

• Resume Builder

  by @reactive-resume

  Generate professional resumes that conform to the Reactive Resume schema. Use when the user wants to create, build, or generate a resume through conversational AI, or asks about resume structure, sections, or content. This skill…

• Herdr Pre Release Audit

  by @herdrdev

  Audit herdr release readiness by comparing commits since the base release against next-release changelog and docs. Use when asked to run or apply the repo's pre-release audit, validate docs/next before release, inspect issue…

• Herdr

  by @herdrdev

  Control Herdr, a terminal multiplexer for coding agents. Use only when the user explicitly mentions Herdr or asks to use Herdr to inspect or control panes, tabs, workspaces, commands, or another agent. Do not use merely because…

• Herdr Throwaway Repro

  by @herdrdev

  Create and control a disposable named Herdr session from inside an existing Herdr session. Use for isolated Herdr runtime, pane, terminal, process, API, persistence, or agent reproductions that should be driven through the…

• Triage

  by @herdrdev

  Triage open herdr GitHub issues into a concise decision-first Markdown table. Use when the user says "triage", asks to triage open issues, asks which issues need attention, or wants issue priority/recommendation lights for herdr.

• Claude Md

  by @luongnv89

  Створення або оновлення файлів CLAUDE.md відповідно до найкращих практик для оптимального онбордингу AI-агента

• Claude Md

  by @luongnv89

  按最佳实践创建或更新 CLAUDE.md 文件，以便为 AI agent 提供最优的项目入门上下文

• Llm Security

  by @zhaoxuya520

  Use for authorized security assessment of LLM applications and AI agents, including prompt injection, tool abuse, RAG exposure, memory poisoning, and model supply-chain risks.

• Prompt Engineering Patterns

  by @wshobson

  This skill should be used when the user asks to "optimize a prompt", "improve prompt performance", "design a prompt template", "write better prompts", "debug prompt issues", "use chain-of-thought", "structured prompting",…

• Spark Memory Thermal Ops

  by @wshobson

  Manage unified memory and thermals during long-running ML jobs on NVIDIA DGX Spark. Use when planning memory headroom for a training run on GB10, when a job OOMs on unified memory, or when monitoring temperature and power during…

• Rag Implementation

  by @wshobson

  Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external…

• Llm Evaluation

  by @wshobson

  Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking. Use when testing LLM performance, measuring AI application quality, or establishing evaluation…

• Embedding Strategies

  by @wshobson

  Select and optimize embedding models for semantic search and RAG applications. Use when choosing embedding models, implementing chunking strategies, or optimizing embedding quality for specific domains.

• Langchain Architecture

  by @wshobson

  Design LLM applications using LangChain 1.x and LangGraph for agents, memory, and tool integration. Use when building LangChain applications, implementing AI agents, or creating complex LLM workflows.

• Hybrid Search Implementation

  by @wshobson

  Combine vector and keyword search for improved retrieval. Use when implementing RAG systems, building search engines, or when neither approach alone provides sufficient recall.

• Xlsx

  by @HKUDS

  Read, create, or edit Excel spreadsheets (.xlsx/.xlsm) — sheet data, formulas, styles, charts, multi-sheet workbooks — and bulk .csv/.tsv tables; use whenever a spreadsheet is the input or the deliverable (extract/analyze data,…

• Docx

  by @HKUDS

  Read, create, or edit Microsoft Word .docx files — extract/summarize text and tables, generate reports/letters/memos with headings, tables, images, TOC and page numbers, do find-and-replace, or apply tracked changes (redlines)…

• Pptx

  by @HKUDS

  Read, create, or edit PowerPoint .pptx decks — build slides from an outline, extract slide text/speaker notes, edit shapes/tables/charts, replace images, or export to PDF/images. Use whenever a .pptx (or .ppt) file is an input…