AI Ml AI agent skills

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

• Design Qa Checklist

  by @Owl-Listener

  Build a QA checklist for verifying that a build matches the design. Use at implementation review. For the spec engineers build from, use `handoff-spec`.

• Skillshare

  by @runkids

  Manages and syncs AI CLI skills and agents across 50+ tools from a single source. Use this skill whenever the user mentions "skillshare", runs skillshare commands, manages skills or agents (install, update, uninstall, sync,…

• Sepia

  by @Nanako0129

  Make AI-generated writing read as human-written, in fiction and in professional prose. Repairs the narrative architecture of fiction and stories (based on StoryScope, arXiv:2604.03136); routes professional text through domain…

• Sepia Hemingway

  by @Nanako0129

  Use when a user asks to write or revise fiction in the Hemingway manner, or asks for strong de-AI on a story; applies Sepia's built-in Hemingway voice profile.

• Sepia Refactor

  by @Nanako0129

  Use when a user explicitly requests Sepia refactor for minimal in-place prose revision.

• Sepia Review

  by @Nanako0129

  Use when a user explicitly requests Sepia review to diagnose prose without editing.

• Sepia Recreate

  by @Nanako0129

  Use when a user explicitly requests Sepia recreate for a full rewrite.

• Sepia Write

  by @Nanako0129

  Use when a user explicitly requests Sepia write to create new prose.

• Omh Frontend

  by @rlaope

  [omh] Hermes frontend workflow: prepare design-system-driven web and terminal (TUI) UI creation, redesign, polish, accessibility, performance, and visual QA handoffs. Use when the user says: frontend, front-end, front end,…

• Omh Apple Design

  by @rlaope

  [omh] Hermes Apple design workflow: prepare native Apple UI or Apple marketing product-visual direction, review, and improvement briefs with evidence-backed remediation handoffs. Use when the user says: apple-design, apple…

• Omh Llm App Dev

  by @rlaope

  [omh] Hermes LLM App Development workflow: prepare a build handoff for an LLM-powered feature with a pinned provider boundary, schema-first outputs, versioned prompt files, grounded retrieval, and an eval suite as a shipped…

• Omh Code Review

  by @rlaope

  [omh] Hermes Code Review workflow: bug-first review with evidence. Use when the user says: code-review, review, audit, find bugs, release gate, claim audit, evidence audit, README claim.

• Omh Frontend Refactor

  by @rlaope

  [omh] Hermes frontend refactor workflow: behavior-preserving refactor of UI code - preview the full change plan first, apply as a second explicit step, and work impact-ordered from state architecture down to naming polish. Use…

• Omh Inference Serving

  by @rlaope

  [omh] OMH Inference Serving workflow: choose the serving engine and quantization from decision tables, prepare deployment as an idempotent runbook with observed-only verification, and measure the endpoint with the standard…

• Omh Decide

  by @rlaope

  [omh] Decide between options: tradeoffs, a recommendation, and a decision note you can act on. Use when the user says: strategy-brief, strategy brief, strategy memo, product strategy, strategic options, decision note, leadership…

• Omh Live Incident Response

  by @rlaope

  [omh] Live incident response workflow: command an incident that is still open -- severity as declared live state, commander and roles, an append-only timeline, a recorded temporary mitigation, verified recovery, and the customer…

• Omh Decision Prototype

  by @rlaope

  [omh] Bounded decision prototype workflow: resolve one uncertain interaction, API, performance, or integration choice with a disposable, isolated experiment whose observed result feeds planning. Use when the user says:…

• Omh Application Threat Model

  by @rlaope

  [omh] Application threat model workflow: turn a system's components and data flows into assets, trust boundaries, attack scenarios, controls, and the security test that proves each control holds. Use when the user says:…

• Omh Adversarial Consensus

  by @rlaope

  [omh] Hermes Adversarial Consensus workflow: independent perspectives attack a proposal, then distill into a bundle a separate planner consumes. Use when the user says: adversarial-consensus, adversarial planning, adversarial…

• Omh Context Budget Review

  by @rlaope

  [omh] Hermes Context Budget Review workflow: plan compact context, token/cost budgets, summarization checkpoints, and overflow recovery before long agent work. Use when the user says: context-budget-review, context budget…

• Omh Native Debugging

  by @rlaope

  [omh] Hermes native-debugging workflow: prepare hypothesis-driven debugging of native binaries and instruct the executor to drive a DAP debugger instead of printf. Use when the user says: native-debugging, native debugging,…

• Omh Award Bar Score

  by @rlaope

  [omh] Hermes award-bar score workflow: score a web surface against published design-award judging axes and name the binding constraint. Use when the user says: award-bar-score, award bar score, award winning, award-winning,…

• Omh Agent Ops Review

  by @rlaope

  [omh] Hermes agent ops review workflow: help managers inspect AI-agent progress, blockers, quality gates, and throughput levers. Use when the user says: agent-ops-review, agent ops review, agent productivity, operator…

• Omh Idea To Deploy

  by @rlaope

  [omh] Hermes Idea-to-Deploy workflow: shape an app idea into decisions, delivery handoff, verification, release, and monitoring status. Use when the user says: idea-to-deploy, idea to deploy, from idea to deploy, plan to deploy,…

• Omh Accessibility Audit

  by @rlaope

  [omh] Hermes Accessibility Audit workflow: prepare WCAG, keyboard, focus, screen-reader, target-size, and reflow evidence gates for UI surfaces. Use when the user says: accessibility-audit, accessibility audit, a11y audit, a11y…

• Omh Design Quality Gate

  by @rlaope

  [omh] Hermes Design Quality Gate workflow: enforce superior content, design, layout, publishing, and visual QA gates. Use when the user says: design-quality-gate, design quality gate, ui ux pro max, design pro max, frontend pro…

• Omh Ai Slop Cleaner

  by @rlaope

  [omh] Hermes AI slop cleaner workflow: delete AI-generated slop, dead code, and duplication while observable behavior stays identical. Use when the user says: ai-slop-cleaner, cleanup, deslop, refactor, risky,…

• Omh Finance Analysis

  by @rlaope

  [omh] Turn finance and accounting inputs into a decision-ready variance, cash, and close-risk brief. Use when the user says: finance analysis, budget variance, budget vs actual, month-end close, 재무 분석, 예산 대비 실적, 월마감.

• Omh Curriculum Design

  by @rlaope

  [omh] Turn a learning goal into a teachable curriculum, assessment plan, and learner-ready sequence. Use when the user says: curriculum design, learning objectives, assessment plan, 커리큘럼 설계, 학습 목표, 평가 계획.

• Omh Jit Learn

  by @rlaope

  [omh] Just-in-time learning workflow: select and confirm an immediate learning target, research credible sources, and prepare an application-first brief without popularity ranking. Use when the user says: jit-learn, learn next,…

• Omh Codebase Uml

  by @rlaope

  [omh] OMH Codebase UML workflow: turn a repository into one readable, interface-level PlantUML architecture picture - packages or modules, the public symbols other units actually import, bounded import edges - and get it…

• Omh Media Input

  by @rlaope

  [omh] User-sent media - audio, video, YouTube links, screenshots, receipts, OCR, meeting recordings, transcripts, timestamps, and clip summaries, gated for source, permission, and hallucination risk. Use when the user says:…

• Omh Memory New

  by @rlaope

  [omh] Capture one bounded durable project or product memory candidate through explicit remember, refuse, or defer review; for existing Hermes memory use omh-memory-sync, and for a past decision use decision-recall. Use when the…

• Omh Files

  by @rlaope

  [omh] Policy overlay for local file tasks - add path scoping and destructive-action gates after preferring native file tools for ordinary list, search, organize, copy, move, and rename actions. Use when the user says:…

• Omh Harness Session Inventory

  by @rlaope

  [omh] Hermes harness session inventory workflow: normalize Codex, Claude Code, Hermes, OpenCode, Cursor, MCP host, worktree, and wrapper session metadata into one drift-aware inventory. Use when the user says:…

• Omh Instinct Ledger

  by @rlaope

  [omh] Instinct Ledger workflow: turn repeated project or cross-project lessons into atomic, confidence-scored instinct candidates with scoped promotion and export boundaries. Use when the user says: instinct-ledger, instinct…

• Omh Codegraph Refresh

  by @rlaope

  [omh] Hermes Codegraph Refresh workflow: refresh local code intelligence, summarize repo structure, and prepare task-scoped codegraph handoff context without overclaiming execution. Use when the user says: codegraph-refresh,…

• Omh Failure Signal Audit

  by @rlaope

  [omh] Failure Signal Audit workflow: find swallowed errors, unsafe fallbacks, hidden UI/runtime failures, and missing propagation before they become false green status. Use when the user says: failure-signal-audit, failure…

• Omh Apps

  by @rlaope

  [omh] External app actions - email, Slack, Discord, Notion, Linear, Jira, CRM, and similar providers, scoped with auth, payload, confirmation, and result-evidence gates. Use when the user says: connector-operator, connector…

• Omh Deliverable Package

  by @rlaope

  [omh] Hermes deliverable package workflow: track PPT, PDF, XLSX, DOCX, HWP, Markdown, and attachments through prepared, generated, QA, approved, and attached states. Use when the user says: deliverable-package, deliverable mode,…

• Omh Docs

  by @rlaope

  [omh] Current-source-first documentation for OMH itself: product identity, public capability catalog, model routing, local state, and long-term memory. Use when the user says: product-docs, OMH documentation, oh-my-hermes…

• Omh Agent Debug

  by @rlaope

  [omh] Agent Debug workflow: capture a stuck, looping, drifting, or repeatedly failing agent run, diagnose the likely failure pattern, and prepare the smallest safe recovery action. Use when the user says: agent-debug, agent…

• Omh Codebase Onboarding

  by @rlaope

  [omh] Hermes Codebase Onboarding workflow: create a repo map, reading path, glossary, risk map, and first-task runway for unfamiliar codebases. Use when the user says: codebase-onboarding, codebase onboarding, repo onboarding,…

• Omh Github Issue Intake

  by @rlaope

  [omh] GitHub issue intake workflow: turn a public chat report into a confirmed, verified issue package. Use when the user says: github-issue-intake, github issue intake, issue intake, file this as an issue, file a github issue,…

• Omh Deploy And Monitor

  by @rlaope

  [omh] Hermes Deploy-and-Monitor workflow: release checklist, deploy decision, health signals, rollback gate, and post-deploy status. Use when the user says: deploy-and-monitor, deploy and monitor, deploy monitor, deployment…

• Omh Operating Rhythm

  by @rlaope

  [omh] Hermes Operating Rhythm workflow: meeting minutes, scrum/sprint records, retros, decisions, and follow-up history. Use when the user says: operating-rhythm, operating rhythm, meeting minutes, meeting history, scrum record,…

• Omh Feedback Triage

  by @rlaope

  [omh] Hermes Feedback Triage workflow: cluster customer signals and choose the next workflow. Use when the user says: feedback-triage, customer-feedback-triage, feedback triage, customer feedback, feedback cluster, bug or…

• Omh Github Event Ops

  by @rlaope

  [omh] Hermes GitHub event operations workflow: route PR, issue, CI, and review webhook events into triage, review, or fix handoff cards. Use when the user says: github-event-ops, github event ops, github ops, github triage,…

• Omh Image Cards

  by @rlaope

  [omh] Image prompt cards - turn meetings, reports, PRs, issues, research, and releases into domain-aware image prompt cards. Use when the user says: img-summary, img summary, visual prompt card, image card, image generation,…

• Omh Materials Package

  by @rlaope

  [omh] Hermes Materials Package workflow: decks, PDFs, spreadsheets, documents, HWP, Markdown, and binary export handoffs. Use when the user says: materials-package, material package, materials package, document package, deck…

• Omh Cto Loop

  by @rlaope

  [omh] Hermes CTO Loop workflow: roadmap, PM, technical tradeoffs, risk, delivery, release, and follow-up operating cadence. Use when the user says: cto-loop, cto loop, cto, cto pm, pm dev qa security ops, roadmap technical…

• Omh Decision Recall

  by @rlaope

  [omh] Recall scoped reviewed rejected decisions without elevating them to approved memory. Use when the user says: decision-recall, rejected decision recall, rejected decisions, why was this rejected, previously rejected…

• Omh Meeting Brief

  by @rlaope

  [omh] Hermes Meeting Brief workflow: agenda, prompts, decisions, and record template. Use when the user says: meeting-brief, meeting brief, meeting agenda, agenda, discussion prompts, decisions needed, record template, meeting…

• Omh Ask

  by @rlaope

  [omh] Hermes adaptation for consulting an external advisor when configured. Use when the user says: ask, external advisor, ask claude, ask gemini, consult claude, consult gemini, opinion from claude, opinion from gemini.

• Omh Best Practice Research

  by @rlaope

  [omh] Hermes adaptation for bounded official/upstream best-practice research. Use when the user says: best-practice-research, best practice, official docs, upstream guidance, what do the docs say, check the docs.

• Omh Localization Review

  by @rlaope

  [omh] Make a product or content release locale-ready with terminology, cultural-fit, and quality-review guidance. Use when the user says: localization review, translation QA, locale glossary, 현지화 검토, 번역 QA, 용어집.

• Omh Autoresearch Goal

  by @rlaope

  [omh] Hermes adaptation for durable research-goal execution. Use when the user says: autoresearch-goal, research goal, durable research, critic research.

• Omh Cancel

  by @rlaope

  [omh] Hermes adaptation for ending active workflow state cleanly. Use when the user says: cancel, stop the workflow, abort the run, cancel the loop.

• Aws Ai Ml

  by @aws

  Selects, deploys, and customizes AI models on Amazon SageMaker. Fine-tuning (SFT, DPO, RLVR, RLAIF), model selection, dataset preparation, evaluation, deployment to SageMaker endpoints or Bedrock, inference optimization and…

• Storing And Querying Vectors

  by @aws

  Store and query vector embeddings using Amazon S3 Vectors, a cost-effective long-term vector storage service with its own API namespace (s3vectors). Triggers on: create S3 vector bucket, vector index, store embeddings, semantic…

• Rmux

  by @Helvesec

  Guide for using RMUX with Claude Code, including the tmux-compatible CLI, agent automation waits, the typed SDK, browser web-share, and the rmux claude launcher.

• Supabase Postgres Best Practices

  by @supabase

  Postgres best practices maintained by Supabase, for Postgres running anywhere. Load this skill BEFORE writing or changing anything that lives in a Postgres database: creating or altering tables and columns (including choosing…

• Llm Integration

  by @rohitg00

  LLM integration patterns including API usage, streaming, function calling, RAG pipelines, and cost optimization

• Memory To Skill

  by @zilliztech

  Turn workflows from your MemSearch memory into reusable skills. Use when the user asks to make/create/extract/distill a skill from what they just did or from past work, review skill candidates, install a distilled skill, or…

• Memory Config

  by @zilliztech

  Diagnose and configure MemSearch memory behavior. Use when the user asks about MemSearch configuration, plugin summarization, PROJECT.md/USER.md maintenance, memory directories, index health, provider routing, prompt files, or…

• Memory Recall

  by @zilliztech

  Search and recall relevant memories from past sessions via memsearch. Use when the user's question could benefit from historical context, past decisions, debugging notes, previous conversations, or project knowledge --…

• Memory Recall

  by @zilliztech

  Search and recall relevant memories from past sessions via memsearch. Use when the user's question could benefit from historical context, past decisions, debugging notes, previous conversations, or project knowledge --…

• Using Docs Kit

  by @lobehub

  Set up and author a documentation site with @lobehub/docs-kit (the `lobedocs` CLI, React Router + Vite static docs used by ui.lobehub.com). Covers consumer repo layout, docs.config.ts, package scripts, component doc pages…

• Add Icon Mapping

  by @lobehub

  Add or modify icon keyword mappings for providers, models, or agents in lobe-icons. Use this whenever a task involves mapping a provider/model id to an icon, adding a new entry to ModelProvider enum or…

• Building Landing Home

  by @lobehub

  Compose a product or documentation home page from the @lobehub/ui/awesome landing components: LandingHero, AgentSkillCard, LogoMarquee, LandingSection, BentoGrid/BentoCard, CodeShowcase, FeatureGrid, InstallBanner and…

• Remote Compute Modal

  by @HughYau

  Run GPU jobs on the user's own Modal account via host.compute.create('byoc:modal', ...). Covers the create→submit→wait_for_notification flow, the compute_provider kernel for env setup, image/volume resolution, and the two…

• Scientific Visualization

  by @HughYau

  Create publication figures with matplotlib/seaborn/plotly. Multi-panel layouts, error bars, significance markers, colorblind-safe, export PDF/EPS/TIFF, for journal-ready scientific plots.

• Indication Dossier

  by @HughYau

  Generate a therapeutic indication dossier. Covers the patient population, epidemiology, disease biology, standard of care, regulatory precedent, and landmark clinical trials.

• Using Model Endpoint

  by @HughYau

  Call a registered model endpoint over its native HTTP API from the endpoint's scoped inference kernel (BASE_URL preloaded). Load once a task needs predictions from a registered model endpoint.

• Esmfold2

  by @HughYau

  Biohub ESMFold2 / ESMFold2-Fast all-atom co-folding (Candido et al. 2026, github.com/Biohub/esm). Single-sequence and MSA modes; protein, DNA, RNA, ligand (CCD/SMILES), modified residues. FoldBench Ab-Ag 50-55%, PPI 70-77%…

• Pdf Explore

  by @HughYau

  Use this skill when the user has attached a PDF, paper, report, or other document and the answer needs content from more than one place in it: summarize the methods or any other section, compare sections, find where a topic is…

• Figure Style

  by @HughYau

  Publication-grade figure correctness and legibility rules. Load before drawing any plot and call `apply_figure_style()` — sets a role-mapped font-size ladder, outward ticks, frameless legends, and 300-dpi output. The skill is a…

• Figure Composer

  by @HughYau

  Compose one publication-grade multi-panel figure. Entry from a one-line claim + data files, OR from an existing figure via `derive_outline_prompt` (you read the PNG). Runs a per-figure loop: outline (12-col grid, per-panel ask +…

• Paper Narrative

  by @HughYau

  Judge and reshape the STORY a paper's figures tell. Input is the work itself — manuscript (or abstract) + figure deck — no hand-written brief. `paper_brief_prompt(abstract, captions)` hands you the prompt to write the brief…

• Compute Env Setup

  by @HughYau

  Set up a compute environment on a remote provider so Claude Science jobs can run there. Covers direct SSH/conda hosts, Slurm clusters, container-via-bridge runners, and managed-API providers (Modal, GCP, RunPod). Use when…

• Diffdock

  by @HughYau

  Predict small-molecule binding poses with DiffDock-L (Corso et al. 2023/2024, github.com/gcorso/DiffDock) — blind diffusion docking that places a ligand into a protein pocket without a predefined search box and ranks the samples…

• Scvi Tools

  by @HughYau

  Probabilistic single-cell RNA-seq with scvi-tools — scVI for a batch-corrected latent space, scANVI for semi-supervised label transfer, and Bayesian differential expression. Reach for this skill to integrate scRNA-seq batches,…

• Literature Review

  by @HughYau

  Find, verify, and synthesize scientific literature — from "what's the seminal paper for X" through full multi-source reviews. Covers grounding claims in real retrieved sources, avoiding fabricated citations, handling…

• Learn

  by @HughYau

  Use this skill when the user wants intellectual understanding — learning how or why something works, not getting a task done or soliciting Claude's judgment. Trigger for: - Explicit learning requests: teach, explain, ELI5, walk…

• Product Self Knowledge

  by @HughYau

  Stop and consult this skill whenever your response would include specific facts about Anthropic's products. Covers: Claude Code (how to install, Node.js requirements, platform/OS support, MCP server integration, configuration),…

• Self Awareness

  by @HughYau

  Claude Science's own session database schema and SDK surface for introspection via host.query(). Load this when you need to query your own conversation history, token usage, cost accounting, execution log, or artifact metadata…

• Alphafold2

  by @HughYau

  Predict protein structure for monomers and multimers with AlphaFold2 via the ColabFold runner (Mirdita et al. 2022, github.com/sokrypton/ColabFold; AlphaFold2 Jumper et al. 2021). Reach for this skill to fold a sequence or…

• Solublempnn

  by @HughYau

  Inverse-fold a backbone with SolubleMPNN — ProteinMPNN retrained on a soluble-PDB subset (Dauparas et al. 2022) — for sequences biased toward cytosolic expression and reduced aggregation. Reach for this skill when designs from…

• Chai1

  by @HughYau

  Structure prediction for protein, nucleic-acid, and small-molecule complexes with the Chai-1 foundation model (Chai Discovery 2024, github.com/chaidiscovery/chai-lab). Reach for this skill to predict an antibody-antigen or…

• Customize

  by @HughYau

  Create, configure, and maintain custom agent profiles and author new skills via the `repl` tool. Use when the user wants to create an agent profile, build a custom agent, modify agent capabilities, attach or detach…

• Ligandmpnn

  by @HughYau

  Inverse-fold a backbone with ligand, nucleic-acid, and metal context using LigandMPNN (Dauparas et al. 2023, github.com/dauparas/LigandMPNN). Reach for this skill to redesign the residues lining a binding pocket around a bound…

• Scgpt

  by @HughYau

  Embed and annotate single-cell expression data with scGPT, a foundation model for single-cell biology. Use this skill when: (1) Producing cell embeddings from an AnnData for clustering/integration, (2) Zero-shot or fine-tuned…

• Managed Model Endpoints

  by @HughYau

  Register a model service in the managed family — a local model server container the daemon starts/stops on demand, or a remote upstream model API (https). Read the runbook, allocate a port (local only), compose idempotent…

• Proteinmpnn

  by @HughYau

  Inverse-fold a protein backbone (PDB structure) into amino-acid sequence with ProteinMPNN (Dauparas et al. 2022, github.com/dauparas/ProteinMPNN). Reach for this skill to run sequence design on RFdiffusion backbones, to redesign…

• Evo2

  by @HughYau

  Score, embed, and generate DNA sequences with Evo 2, a long-context genomic foundation model. Use this skill when: (1) Computing per-nucleotide or per-sequence likelihoods for variant effect scoring, (2) Embedding genomic…

• Boltz

  by @HughYau

  Structure prediction for protein, nucleic-acid, and small-molecule complexes with Boltz-2 (Passaro & Wohlwend et al. 2025, github.com/jwohlwend/boltz). Reach for this skill to validate designed binders against a target, to…

• Borzoi

  by @HughYau

  Predict genome-wide functional tracks (RNA-seq, CAGE, DNase, ChIP) from DNA sequence with Borzoi. Use this skill when: (1) Scoring the regulatory effect of a variant on expression/accessibility, (2) Generating predicted coverage…

• Fair Esm2

  by @HughYau

  Embed proteins with Meta AI's ESM-2 (`fair-esm` package). Use this skill when: (1) Extracting per-residue or per-sequence embeddings for downstream ML, (2) Masked-LM likelihood / mutation effect scoring, (3) Contact prediction…

• Openfold3

  by @HughYau

  Structure prediction using OpenFold3, an open-weights PyTorch reproduction of AlphaFold3 from the AlQuraishi Lab. Use this skill when predicting protein/nucleic-acid/ligand complex structures with an Apache-2.0-licensed AF3…

• Remote Compute Ssh

  by @HughYau

  Submit→wait_for_notification→harvest workflow for the user's SSH/SLURM hosts. Load once you've decided to dispatch remote.