AI Ml AI agent skills

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

• Gws Install

  by @jezweb

  Quick install of the Google Workspace CLI (gws) on an additional machine using existing OAuth credentials. Requires client_secret.json from a previous gws-setup. Use whenever the user wants to install gws on a new computer,…

• Award Application

  by @jezweb

  Write compelling award submissions, grant applications, and competition entries. Maps achievements to selection criteria using evidence-based narratives. Use whenever the user is applying for a business award (Telstra, chamber…

• Gws Setup

  by @jezweb

  Set up the Google Workspace CLI (gws) from scratch. Guides through GCP project creation, OAuth credentials, authentication, and installing 90+ agent skills for Claude Code. Use whenever the user wants to set up gws for the first…

• Wordpress Content

  by @jezweb

  Create and manage WordPress posts, pages, media, categories, tags, and menus via WP-CLI or the REST API. Use whenever the user wants to publish a blog post on WordPress, update a page, upload media, manage categories or tags,…

• D1 Migration

  by @jezweb

  Cloudflare D1 migration workflow: generate with Drizzle, inspect SQL for gotchas, apply to local and remote, fix stuck migrations, handle partial failures. Use when running migrations, fixing migration errors, or setting up D1…

• Git Workflow

  by @jezweb

  Guided git workflows: prepare PRs, clean up branches, resolve merge conflicts, handle monorepo tags, squash-and-merge patterns. Use when asked to prepare a PR, clean branches, resolve conflicts, or tag a release.

• Gemma Dev

  by @google-gemma

  Trigger this skill when building applications with Gemma or for general knowledge inquiries related to Gemma models (e.g. prompt structure, capabilities). Covers model selection, development workflows, and deployment best…

• 1password Sdk

  by @MadAppGang

  How to load secrets and environment variables from 1Password programmatically using the official @1password/sdk (JavaScript/TypeScript). Use this skill whenever code needs to read a 1Password secret, resolve an op:// reference,…

• Pr Comment

  by @MadAppGang

  Write GitHub PR comments in Jack's voice. Use whenever writing, drafting, or posting PR comments — review feedback, thank-you notes, merge comments, close explanations, or change requests. Also use when the user asks to "comment…

• Weather Svg Creator

  by @shanraisshan

  Creates an SVG weather card showing the current temperature and writes it to orchestration-workflow/weather.svg and orchestration-workflow/output.md

• Mindmemos Cli

  by @mindscale-noah

  Give an AI agent persistent, cross-session long-term memory through MindMemOS. Covers installing and authenticating the mindmemos CLI, the full command interface (add / search / get / update / delete / feedback / dreaming) with…

• Xlsx

  by @mindscale-noah

  Use this skill whenever the user wants to do anything with Excel spreadsheet files (.xlsx, .xls, .csv). This includes reading data, writing formulas, manipulating cells, formatting, filtering, creating charts, pivot tables, and…

• Llm Ai Hunter

  by @H-mmer

  LLM and Agentic AI vulnerability specialist. Covers OWASP LLM Top 10 v2025 (LLM01-LLM10) and OWASP Agentic AI Top 10 (AA-01..AA-10). Dispatcher passes subtype — 'prompt-injection', 'indirect-injection', 'tool-abuse',…

• Idor Hunter

  by @H-mmer

  IDOR / BOLA specialist (H1 #55, OWASP API1:2023). Use for testing insecure direct object references and broken object level authorization across web apps, APIs, GraphQL endpoints, multi-tenant SaaS, mobile, automotive/IoT, and…

• Rce Hunter

  by @H-mmer

  Remote Code Execution specialist (H1 #70). Use for testing command injection, template injection (SSTI), deserialization, expression language injection, and any vector that achieves server-side code execution.

• Maintain Cross Platform

  by @agent-sh

  Use when preparing an AgentSys release, checking cross-platform compatibility, or changing the installer, transforms, adapters or marketplace pins. Maintainer skill for this repo only.

• Dag Best Practices

  by @xiaotianfotos

  HomeRail DAG review and execution best practices. Use when designing, running, or reviewing HomeRail fan-out/fan-in DAGs, especially model-backed DAG audits, environment checks, and agent handoff evidence.

• Build Ios Binary

  by @microsoft

  Compile a PAM control's iOS Obj-C/Swift module into the FLAT device-slice `.framework` for a `.ppmplugin` bundle (never an `.xcframework` — the wrap CI won't descend into one). Mac-only (Xcode). Builds from a throwaway staged…

• Qiaomu Opencli Browser

  by @joeseesun

  Make websites accessible for AI agents. Navigate, click, type, extract, wait — using Chrome with existing login sessions. No LLM API key needed.

• Spec Driven Develop

  by @zhu1090093659

  Automates pre-development workflow for large-scale complex tasks. Use when the user mentions "rewrite", "migrate", "overhaul", "refactor entire project", "transform", "rebuild in [language]", "spec-driven", or describes any…

• Review Spd

  by @zhu1090093659

  Findings-first code review workflow for AI coding agents. Use when the user asks to review uncommitted changes, commits in a date range, or a branch compared to the main branch / PR-style diff. Focuses on bugs, regressions,…

• Deep Discuss

  by @zhu1090093659

  结构化深度讨论 Skill，用于与用户进行多轮问题分析和方案设计。当用户描述一个问题现象、故障表现、 技术困惑、方案选择困难，或明确说"讨论一下"、"帮我分析"、"我遇到一个问题"、"你觉得怎么样"、 "帮我想想"、"我在纠结"时，必须使用本 skill。当用户提供了一段描述（可能附带截图）并期望深入分析 而非直接给答案时，也应触发本 skill。即使用户只是抛出一个现象描述没有明确提问，也要使用本 skill…

• Caspian Connect Email

  by @TryCaspian

  Connect Caspian email for OpenCode: ensure credentials (sandbox or dashboard API key), write caspian.env, connect inbox, enable email in caspian.json. Use when the user wants to link email, set up the agent inbox, or runs…

• Caspian Inbox

  by @TryCaspian

  Caspian Inbox (caspian:Inbox) — list agent email and other configured channel conversations/messages. Use when the user asks for inbox, mail, unread email, Slack/Discord/channel messages via Caspian, or runs /caspian:inbox.

• Caspian Connect Discord

  by @TryCaspian

  Connect Caspian Discord for OpenCode (install OAuth or BYO bot token), enable discord in caspian.json channels, and tell the user to restart. Use when linking Discord or running /caspian:connect-discord.

• Caspian Toast Test

  by @TryCaspian

  Dummy skill to test OpenCode TUI toast UI (and optional system notification) via caspian_test_toast. Use when the user says test toast, /caspian:toast, or wants to verify Caspian notifications.

• Caspian Connect Telegram

  by @TryCaspian

  Connect Caspian Telegram for OpenCode, enable telegram in caspian.json channels, and tell the user to restart. Use when linking a Telegram bot or running /caspian:connect-telegram.

• Caspian Telegram

  by @TryCaspian

  Send a Telegram message via Caspian to a @username (or chat id). Use when the user runs /caspian:telegram or asks to DM someone on Telegram through the bot.

• Caspian Discord

  by @TryCaspian

  Post a Discord message via Caspian to a channel snowflake id. Use when the user runs /caspian:discord or asks to message a Discord channel through the bot.

• Scenario Unity Animation

  by @scenario-labs

  Use when a Unity 6.3 task involves character animation or cameras: Mixamo or mocap humanoid import and retargeting, Animator Controllers, blend trees, layers and avatar masks, root motion, foot sliding, IK and Animation Rigging,…

• Skill Creator

  by @luongnv89

  Create a skill or bring an existing one up to the same standard (validate + asm eval fix loop); run evals, tune triggering. Use when authoring, fixing, or retrofitting a skill. Don't use for invoking skills, writing prose, or…

• Skill Shortener

  by @luongnv89

  Refactor a too-long SKILL.md by progressive disclosure: measure token cost, classify every section KEEP/CUT/MOVE, shorten the body into references/ and scripts/, verify nothing was lost. Don't use for authoring new skills, eval…

• Refresh Index

  by @luongnv89

  Sync every enabled repo in the curated skill index and open a confirmation-gated PR. Use when refreshing already-indexed sources. Don't use for adding new repos, improving a single skill, or installing skills locally.

• Skill Index Updater

  by @luongnv89

  Add GitHub skill repos to the ASM index: clone, audit, eval, regenerate index, rebuild catalog, open PR. Use when given GitHub URLs to onboard. Don't use for refreshing indexed repos (refresh-index), improving skills…

• Skill Install Improved

  by @luongnv89

  Install an improved variant of one named skill: resolve it by local path, repo, or name, run skill-creator's retrofit on a throwaway copy, then install the improved result. Don't use for improving in place, upstream PRs, or…

• Find Me Skills

  by @luongnv89

  Find Agent Skills for a goal the user cannot name yet, then export an installable bundle. Use when they ask which skills fit a project. Don't use for installing named skills, authoring skills, or catalog maintenance.

• Skill Upstream Pr

  by @luongnv89

  Improve an open-source GitHub skill and open a friendly suggestion PR upstream: fork, run skill-creator's retrofit, attach asm eval before/after metrics. Don't use for local-only skills, authoring from scratch, bulk repos, or…

• Hello World

  by @luongnv89

  A minimal test skill that greets the user and demonstrates the ASM publish workflow.

• Octocode Subagent

  by @bgauryy

  Use when spawning workers or offloading work: Task/subagents, specialist handoffs, A2A peers, sealed packets, coordinate/synthesize, challenge techniques (rubber-duck, interview, mimic-flow, red-team, blind review, consensus),…

• Octocode Scraping

  by @bgauryy

  Use when extracting or mapping public web content into a local cited corpus: scrape or crawl a URL/docs site, pull tables/pricing/product fields, diagnose blocked or thin pages, or answer from saved pages. Phrases like scrape…

• Octocode Skills

  by @bgauryy

  Use when working on Agent Skills (SKILL.md folders): find, compare, rate, review, create, improve, repair, install, or sync skills from local workspaces, registries, or remote sources. For wording-only prompt polish without…

• Octocode Graph Eval

  by @bgauryy

  Use when you need a measurable keep/discard loop — goal→KPI, baseline vs target, held-out checks, eval suites, or don't-stop-till-done against a runnable sensor. Not for ordinary ship checks where 'tests passed' is enough.

• Octocode Research

  by @bgauryy

  Use when code must be checked, not assumed: trace connections (callers, imports, cross-repo wiring, what breaks if I change it), locate behavior, map a system, diagnose a failure, RCA. Also for external repositories, npm…

• Octocode Benchmark

  by @bgauryy

  Use when planning, running, grading, or reporting the by-hand Octocode research benchmark — pairwise matchups (Octocode anchor vs one baseline: gh+RTK, gh+Headroom, or plain gh) over markdown questions, with a fresh isolated…

• Octocode Brainstorming

  by @bgauryy

  Use when an idea needs disciplined exploration before building: generate options, test whether it is worth building, map adjacent solutions, challenge assumptions, narrow scope, or choose Build RFC / Prototype / Narrow / Park —…

• Octocode Prompt Optimizer

  by @bgauryy

  Use when an agent prompt, tool schema, policy, or handoff needs to get clearer, safer, easier to trigger, cheaper in context, or measurable against real behavior. For SKILL.md folder install/review/structure, use octocode-skills.

• Octocode Mannequin

  by @bgauryy

  Use when posing, animating, or explaining a 3D human skeleton/manikin: anatomical joints, ROM clamps, walk/run/dance/backflip sequences, Three.js viewer, or agent-driven WebMCP figure control (reach/look_at). Phrases like pose…

• Octocode Rfc Generator

  by @bgauryy

  Use when a consequential change needs a decision before coding: write or improve an RFC, design doc, architecture proposal, migration plan, option comparison, rollout plan, or measurable implementation contract. If the idea is…

• Octocode Roast

  by @bgauryy

  Use when code needs a blunt evidence-backed roast or memorable critique: smell inventory, debt ranking, hot-path autopsy, savage/diff review, security or performance sins, or practical redemption paths. Phrases like roast this,…

• Convergence Study

  by @beita6969

  Spatial and temporal convergence analysis with Richardson extrapolation and Grid Convergence Index (GCI) for solution verification

• Arxiv Database

  by @beita6969

  Search and retrieve preprints from arXiv via the Atom API. Use this skill when searching for papers in physics, mathematics, computer science, quantitative biology, quantitative finance, statistics, electrical engineering, or…

• Gnomad Database

  by @beita6969

  Query gnomAD (Genome Aggregation Database) for population allele frequencies, variant constraint scores (pLI, LOEUF), and loss-of-function intolerance. Essential for variant pathogenicity interpretation, rare disease genetics,…

• Clinical Trials Search

  by @beita6969

  Search ClinicalTrials.gov with natural language queries. Find clinical trials, enrollment, and outcomes using Valyu semantic search.

• Drug Discovery Search

  by @beita6969

  End-to-end drug discovery platform combining ChEMBL compounds, DrugBank, targets, and FDA labels. Natural language powered by Valyu.

• Code Science

  by @beita6969

  Scientific programming best practices including reproducible research, computational notebooks, version control for research, data management, HPC/parallel computing, and research software engineering. Use when user needs help…

• Experiment Design

  by @beita6969

  Design scientific experiments including sample size calculation, randomization, control groups, blinding, and study protocols. Covers RCTs, quasi-experiments, factorial designs, A/B tests, survey design, and observational…

• Economics Analysis

  by @beita6969

  Economic analysis including econometrics, causal inference, time series economics, game theory, welfare analysis, and economic modeling. Use when user works with economic data, regression analysis, instrumental variables,…

• Chemistry Tools

  by @beita6969

  Computational chemistry tools including molecular structure, chemical reactions, thermodynamics, spectroscopy analysis, and cheminformatics. Use when user works with chemical formulas, molecular structures, reaction balancing,…

• Data Analysis

  by @beita6969

  Scientific data analysis including data cleaning, exploratory data analysis (EDA), statistical testing, regression, and reporting. Uses Python with pandas, scipy, statsmodels, scikit-learn. Use when user asks to analyze data,…

• Copernicus Climate

  by @beita6969

  Access Copernicus Climate Data Store (CDS) for ERA5 reanalysis, climate projections, and satellite observations. Use when: (1) retrieving historical weather/climate data, (2) downloading ERA5 reanalysis fields, (3) querying…

• Chembl Drug

  by @beita6969

  Query the ChEMBL REST API for drug-target interactions, bioactivity data, ADMET properties, and approved drug information. Use when the user needs drug mechanism of action, binding affinity data, target information, or…

• Geopandas Spatial

  by @beita6969

  Geospatial and climate data analysis with geopandas and xarray. Use when: (1) geographic vector data analysis, (2) climate and weather NetCDF data, (3) spatial joins and overlay operations, (4) map visualization, (5) CRS…

• Deep Research

  by @beita6969

  Execute autonomous multi-step deep research on any topic. Use when the user asks for comprehensive research, literature reviews, competitive analysis, topic deep-dives, or wants to understand a complex subject from multiple…

• Arxiv Search

  by @beita6969

  Search arXiv for preprints in physics, math, CS, quantitative biology, quantitative finance, statistics, electrical engineering, economics. Use when: (1) finding preprints by topic, (2) searching by author, (3) browsing arXiv…

• Code Execution

  by @beita6969

  Execute scientific Python code for computation, data analysis, simulation, and verification. Use when: (1) running statistical analyses, (2) numerical computation, (3) data processing pipelines, (4) verifying calculations, (5)…

• Biostatistics

  by @beita6969

  Performs biostatistical analyses specialized for clinical and biomedical research including survival analysis, Kaplan-Meier estimation, Cox proportional hazards regression, longitudinal data modeling, and diagnostic test…

• Astronomy Cosmology

  by @beita6969

  Analyzes astronomical observations and cosmological models including telescope data processing, celestial mechanics calculations, stellar evolution, galaxy classification, and cosmological parameter estimation; trigger when…

• Asreview Screening

  by @beita6969

  Screen papers for systematic reviews using ASReview active learning. Use when: user has a large set of papers to screen for inclusion/exclusion, wants to prioritize relevant papers, or needs to reduce manual screening workload.…

• Education Research

  by @beita6969

  Supports education research including pedagogical method evaluation, learning analytics, assessment design, curriculum development analysis, and educational technology evaluation; trigger when users discuss teaching…

• Citation Analysis

  by @beita6969

  Analyze citation networks, compute bibliometric indicators, and identify research fronts. Use when: user asks about citation patterns, h-index, co-authorship networks, research trends, or bibliometric analysis. NOT for:…

• Energy Systems

  by @beita6969

  Analyzes energy systems including renewable energy resource assessment, power grid modeling, battery storage optimization, energy efficiency evaluation, and techno-economic analysis of energy technologies; trigger when users…

• Epidemiology

  by @beita6969

  Performs epidemiological analyses including disease modeling (SIR/SEIR), outbreak investigation, risk factor identification, incidence/prevalence estimation, and causal inference from observational data; trigger when users…

• Drug Discovery Pipeline

  by @beita6969

  Orchestrates a full drug discovery workflow from target identification through lead optimization. Use when searching for drug candidates against a biological target, evaluating compound libraries, or optimizing hits for…

• Bioinformatics

  by @beita6969

  Performs bioinformatics analyses including pathway enrichment, gene ontology analysis, protein-protein interaction networks, multi-omics integration, and biological sequence database querying; trigger when users discuss gene…

• Genomics Analysis

  by @beita6969

  Orchestrates a genomics analysis workflow from gene query through expression analysis to pathway enrichment. Use when investigating gene function, analyzing expression data, or performing pathway-level interpretation. NOT for…

• Drug Discovery

  by @beita6969

  Supports drug discovery workflows including target identification, virtual screening, ADMET prediction, lead optimization, pharmacokinetics modeling, and drug repurposing analyses; trigger when users discuss drug targets,…

• Food Science

  by @beita6969

  Analyzes food science topics including nutritional composition, food chemistry, food safety hazard analysis, sensory evaluation design, and food processing optimization; trigger when users discuss nutrients, food additives,…

• Environmental Science

  by @beita6969

  Analyzes environmental and climate data including temperature trends, pollution monitoring, ecological modeling, carbon footprint assessment, and biodiversity metrics; trigger when users discuss climate change, ecosystems,…

• Geospatial Analysis

  by @beita6969

  Performs geospatial data analysis including GIS operations, spatial statistics, remote sensing image processing, geocoding, and cartographic visualization; trigger when users discuss maps, coordinates, satellite imagery, spatial…

• Genome Analysis

  by @beita6969

  Performs genomics analyses including gene expression profiling, BLAST sequence alignment, GWAS interpretation, variant calling, and genome assembly tasks; trigger when the user mentions DNA/RNA sequences, SNPs, gene panels, or…

• Clinical Trial

  by @beita6969

  Designs and analyzes clinical trials including sample size calculation, randomization schemes, endpoint selection, CONSORT reporting, and interim analysis planning; trigger when users ask about RCTs, Phase I-IV trials, or…

• Experimental Design

  by @beita6969

  Design rigorous scientific experiments with power analysis and controls. Use when: user needs to plan an experiment, calculate sample sizes, or set up controls. NOT for: running experiments or analyzing collected data.

• Dblp Search

  by @beita6969

  Computer science bibliography via DBLP API. Use when: user asks about CS publications, author publication lists, or venue (conference/journal) metadata. NOT for: non-CS publications or citation counts.

• Astropy Astronomy

  by @beita6969

  Astronomical computations via Astropy. Use when: user asks about celestial coordinates, FITS files, or cosmological calculations. NOT for: telescope control or real-time observation planning.

• Clinvar Database

  by @beita6969

  Query NCBI ClinVar for variant clinical significance. Search by gene/position, interpret pathogenicity classifications, access via E-utilities API or FTP, annotate VCFs, for genomic medicine.

• Data Stats Analysis

  by @beita6969

  Perform statistical tests, hypothesis testing, correlation analysis, and multiple testing corrections using scipy and statsmodels. Works with ANY LLM provider (GPT, Gemini, Claude, etc.).

• Crossref Search

  by @beita6969

  Academic metadata search via CrossRef API. Use when: user needs DOI resolution, citation counts, journal metadata, or publisher info. NOT for: full-text access or downloading papers.

• Biopython Bio

  by @beita6969

  Bioinformatics operations via Biopython. Use when: user asks about DNA/protein sequences, BLAST, or PDB structures. NOT for: clinical genomics or variant calling pipelines.

• Census Data

  by @beita6969

  US Census Bureau data via API. Use when: user asks about US demographics, population, housing, or economic data by geography. NOT for: non-US data or real-time statistics.

• Data Viz Plots

  by @beita6969

  Create publication-quality plots and visualizations using matplotlib and seaborn. Works with ANY LLM provider (GPT, Gemini, Claude, etc.).

• Data Transform

  by @beita6969

  Transform, clean, reshape, and preprocess data using pandas and numpy. Works with ANY LLM provider (GPT, Gemini, Claude, etc.).

• Biorxiv Search

  by @beita6969

  Search bioRxiv biology preprints with natural language queries. Semantic search powered by Valyu.

• Fact Verification

  by @beita6969

  Verify scientific claims, political statements, and environmental assertions against evidence

• Web Search

  by @freestylefly

  Real-time web search using Playwright-controlled browser. Use this skill when you need current information, latest documentation, recent news, or any data beyond your knowledge cutoff (January 2025).

• Technology Search

  by @freestylefly

  Search tech blogs, developer forums, and IT media (TechCrunch, Hacker News, 36氪, etc.) for software and hardware industry updates with heat ranking and EN↔CN translation. Use this skill only when the topic is clearly about…

• Develop Web Game

  by @freestylefly

  Use when Codex is building or iterating on a web game (HTML/JS) and needs a reliable development + testing loop: implement small changes, run a Playwright-based test script with short input bursts and intentional pauses, inspect…

• Imap Smtp Email

  by @freestylefly

  Read and send email via IMAP/SMTP. Check for new/unread messages, fetch content, search mailboxes, mark as read/unread, and send emails with attachments. Works with any IMAP/SMTP server including Gmail, Outlook, 163.com,…

• Films Search

  by @freestylefly

  Search cloud drives for downloadable film and TV resources (movies, TV series, anime). Use this skill when the user wants to download a specific movie or TV show. Do NOT use for general movie information, schedules, reviews, or…

• Music Search

  by @freestylefly

  Search cloud drives for downloadable music resources (songs, albums, lossless audio). Use this skill when the user wants to download a specific song or album. Do NOT use for general music information, lyrics, or recommendations.

• Seedream

  by @freestylefly

  Generate AI images using Volcengine Seedream model. Supports text-to-image (T2I), image editing (I2I), multi-image fusion, and web-search-based generation. Use this skill when the user wants to create, generate, or edit images.