AI Ml AI agent skills

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

• Skill Judge

  by @softaworks

  Evaluate Agent Skill design quality against official specifications and best practices. Use when reviewing, auditing, or improving SKILL.md files and skill packages. Provides multi-dimensional scoring and actionable improvement…

• Marp Slide

  by @softaworks

  Create professional Marp presentation slides with 7 beautiful themes (default, minimal, colorful, dark, gradient, tech, business). Use when users request slide creation, presentations, or Marp documents. Supports custom themes,…

• Crafting Effective Readmes

  by @softaworks

  Use when writing or improving README files. Not all READMEs are the same — provides templates and guidance matched to your audience and project type.

• Session Handoff

  by @softaworks

  Creates comprehensive handoff documents for seamless AI agent session transfers. Triggered when: (1) user requests handoff/memory/context save, (2) context window approaches capacity, (3) major task milestone completed, (4) work…

• Mermaid Diagrams

  by @softaworks

  Comprehensive guide for creating software diagrams using Mermaid syntax. Use when users need to create, visualize, or document software through diagrams including class diagrams (domain modeling, object-oriented design),…

• React Dev

  by @softaworks

  This skill should be used when building React components with TypeScript, typing hooks, handling events, or when React TypeScript, React 19, Server Components are mentioned. Covers type-safe patterns for React 18-19 including…

• Writing Clearly And Concisely

  by @softaworks

  Use when writing prose humans will read—documentation, commit messages, error messages, explanations, reports, or UI text. Applies Strunk's timeless rules for clearer, stronger, more professional writing.

• Qa Test Planner

  by @softaworks

  Generate comprehensive test plans, manual test cases, regression test suites, and bug reports for QA engineers. Includes Figma MCP integration for design validation.

• Plugin Forge

  by @softaworks

  Create and manage Claude Code plugins with proper structure, manifests, and marketplace integration. Use when creating plugins for a marketplace, adding plugin components (commands, agents, hooks), bumping plugin versions, or…

• Gepetto

  by @softaworks

  Creates detailed, sectionized implementation plans through research, stakeholder interviews, and multi-LLM review. Use when planning features that need thorough pre-implementation analysis.

• Reducing Entropy

  by @softaworks

  Manual-only skill for minimizing total codebase size. Only activate when explicitly requested by user. Measures success by final code amount, not effort. Bias toward deletion.

• Datadog Cli

  by @softaworks

  Datadog CLI for searching logs, querying metrics, tracing requests, and managing dashboards. Use this when debugging production issues or working with Datadog observability.

• Professional Communication

  by @softaworks

  Guide technical communication for software developers. Covers email structure, team messaging etiquette, meeting agendas, and adapting messages for technical vs non-technical audiences. Use when drafting professional messages,…

• Difficult Workplace Conversations

  by @softaworks

  Structured approach to workplace conflicts, performance discussions, and challenging feedback using preparation-delivery-followup framework. Use when preparing for tough conversations, addressing conflicts, giving critical…

• Mui

  by @softaworks

  Material-UI v7 component library patterns including sx prop styling, theme integration, responsive design, and MUI-specific hooks. Use when working with MUI components, styling with sx prop, theme customization, or MUI utilities.

• Design System Starter

  by @softaworks

  Create and evolve design systems with design tokens, component architecture, accessibility guidelines, and documentation templates. Ensures consistent, scalable, and accessible UI across products.

• Draw Io

  by @softaworks

  draw.io diagram creation, editing, and review. Use for .drawio XML editing, PNG conversion, layout adjustment, and AWS icon usage.

• C4 Architecture

  by @softaworks

  Generate architecture documentation using C4 model Mermaid diagrams. Use when asked to create architecture diagrams, document system architecture, visualize software structure, create C4 diagrams, or generate…

• Command Creator

  by @softaworks

  This skill should be used when creating a Claude Code slash command. Use when users ask to "create a command", "make a slash command", "add a command", or want to document a workflow as a reusable command. Essential for creating…

• Feedback Mastery

  by @softaworks

  Navigate difficult conversations and deliver constructive feedback using structured frameworks. Covers the Preparation-Delivery-Follow-up model and Situation-Behavior-Impact (SBI) feedback technique. Use when preparing for…

• Meme Factory

  by @softaworks

  Generate memes using the memegen.link API. Use when users request memes, want to add humor to content, or need visual aids for social media. Supports 100+ popular templates with custom text and styling.

• Lesson Learned

  by @softaworks

  Analyze recent code changes via git history and extract software engineering lessons. Use when the user asks 'what is the lesson here?', 'what can I learn from this?', 'engineering takeaway', 'what did I just learn?', 'reflect…

• Database Schema Designer

  by @softaworks

  Design robust, scalable database schemas for SQL and NoSQL databases. Provides normalization guidelines, indexing strategies, migration patterns, constraint design, and performance optimization. Ensures data integrity, query…

• Jira

  by @softaworks

  Use when the user mentions Jira issues (e.g., "PROJ-123"), asks about tickets, wants to create/view/update issues, check sprint status, or manage their Jira workflow. Triggers on keywords like "jira", "issue", "ticket",…

• React Useeffect

  by @softaworks

  React useEffect best practices from official docs. Use when writing/reviewing useEffect, useState for derived values, data fetching, or state synchronization. Teaches when NOT to use Effect and better alternatives.

• Dependency Updater

  by @softaworks

  Smart dependency management for any language. Auto-detects project type, applies safe updates automatically, prompts for major versions, diagnoses and fixes dependency issues.

• Daily Meeting Update

  by @softaworks

  Interactive daily standup/meeting update generator. Use when user says 'daily', 'standup', 'scrum update', 'status update', 'what did I do yesterday', 'prepare for meeting', 'morning update', or 'team sync'. Pulls activity from…

• Commit Work

  by @softaworks

  Create high-quality git commits: review/stage intended changes, split into logical commits, and write clear commit messages (including Conventional Commits). Use when the user asks to commit, craft a commit message, stage…

• Humanizer

  by @softaworks

  Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns…

• Excalidraw

  by @softaworks

  Use when working with *.excalidraw or *.excalidraw.json files, user mentions diagrams/flowcharts, or requests architecture visualization - delegates all Excalidraw operations to subagents to prevent context exhaustion from…

• Requirements Clarity

  by @softaworks

  Clarify ambiguous requirements through focused dialogue before implementation. Use when requirements are unclear, features are complex (>2 days), or involve cross-team coordination. Ask two core questions - Why? (YAGNI check)…

• Ship Learn Next

  by @softaworks

  Transform learning content (like YouTube transcripts, articles, tutorials) into actionable implementation plans using the Ship-Learn-Next framework. Use when user wants to turn advice, lessons, or educational content into…

• Game Changing Features

  by @softaworks

  Find 10x product opportunities and high-leverage improvements. Use when user wants strategic product thinking, mentions '10x', wants to find high-impact features, or says 'what would make this 10x better', 'product strategy', or…

• Openapi To Typescript

  by @softaworks

  Converts OpenAPI 3.0 JSON/YAML to TypeScript interfaces and type guards. This skill should be used when the user asks to generate types from OpenAPI, convert schema to TS, create API interfaces, or generate TypeScript types from…

• Web To Markdown

  by @softaworks

  Use ONLY when the user explicitly says: 'use the skill web-to-markdown ...' (or 'use a skill web-to-markdown ...'). Converts webpage URLs to clean Markdown by calling the local web2md CLI (Puppeteer + Readability), suitable for…

• Gemini

  by @softaworks

  Use when the user asks to run Gemini CLI for code review, plan review, or big context (>200k) processing. Ideal for comprehensive analysis requiring large context windows. Uses Gemini 3 Pro by default for state-of-the-art…

• Frontend To Backend Requirements

  by @softaworks

  Document frontend data needs for backend developers. Use when frontend needs to communicate API requirements to backend, or user says 'backend requirements', 'what data do I need', 'API requirements', or is describing data needs…

• Backend To Frontend Handoff Docs

  by @softaworks

  Create API handoff documentation for frontend developers. Use when backend work is complete and needs to be documented for frontend integration, or user says 'create handoff', 'document API', 'frontend handoff', or 'API…

• Perplexity

  by @softaworks

  Web search and research using Perplexity AI. Use when user says "search", "find", "look up", "ask", "research", or "what's the latest" for generic queries. NOT for library/framework docs (use Context7) or workspace questions.

• Codex

  by @softaworks

  Use when the user asks to run Codex CLI (codex exec, codex resume) or references OpenAI Codex for code analysis, refactoring, or automated editing. Uses GPT-5.2 by default for state-of-the-art software engineering.

• Agent Md Refactor

  by @softaworks

  Refactor bloated AGENTS.md, CLAUDE.md, or similar agent instruction files to follow progressive disclosure principles. Splits monolithic files into organized, linked documentation.

• Domain Name Brainstormer

  by @softaworks

  Generates creative domain name ideas for your project and checks availability across multiple TLDs (.com, .io, .dev, .ai, etc.). Saves hours of brainstorming and manual checking.

• Naming Analyzer

  by @softaworks

  Suggest better variable, function, and class names based on context and conventions.

• Memory Architecture

  by @Bitterbot-AI

  Use when the user asks how your memory, dreams, hormones or knowledge crystals work, or when you need to interpret memory_status output. Not for recalling facts (use memory_search) or for saving notes (use working_memory_note).

• Ai Elements

  by @vercel

  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.

• Project Settings Cascade

  by @samugit83

  Changing or adding a project setting / default value in RedAmon. A single setting is duplicated across Prisma, two separate Python settings modules, the orchestrator defaults endpoint, and the frontend fallback; miss a layer and…

• Builtin Agent Skill

  by @samugit83

  Adding a built-in Agent Skill (an attack technique like ssrf, xxe, rce) that ships hardcoded in RedAmon: classified by the Intent Router, injected into the agent prompt, toggled per project, badged in the chat drawer. Nine…

• Mcp Server Tools

  by @samugit83

  Adding, removing or changing a tool on RedAmon's INBOUND MCP server, where external agents connect in with a personal access token. The wiki API reference is generated from the server's live tools/list and goes stale silently,…

• Agentic Tool Integration

  by @samugit83

  Wiring a new tool the AI agent can call (not the recon pipeline): the tool registry, the phase map, the hardcoded dispatch chokepoint, and the duplicated execution paths that make a tool work in single mode but silently break in…

• Recon Tool Integration

  by @samugit83

  Adding a new tool to the recon pipeline: the enrichment-module contract and its isolated wrapper (the actual fan-out and test call path), graph completeness, and the preset catalog that silently strips unknown settings. Miss the…

• Recon Ai Enrichment

  by @samugit83

  Wiring an LLM into a recon tool's decisions ("let AI pick {feature} for {tool}"): the never-raise contract, the per-target cache, the full+partial coverage, and the two UI toggles bound to one field. A raising AI helper or an…

• Graph Db Writes

  by @samugit83

  Writing to the Neo4j attack-surface graph in RedAmon: the tenant-isolation MERGE key every entity node must carry, where graph methods live (mixins, not the client), and the schema places that must be updated together. A MERGE…

• Supply Chain Scan

  by @samugit83

  Working on RedAmon's supply-chain scanner (offline OSV + GuardDog + retire + trufflehog): the offline OSV database that the scan path does not bootstrap, the world-readable requirement for the hardened scanner, and the…

• Orchestrator Container Spawn

  by @samugit83

  Spawning and hardening scan containers from the recon orchestrator: the security flags that look correct and break the container, and the sibling bind-mount path handling. cap_drop and no-new-privileges were each reverted after…

• Add Partial Recon

  by @samugit83

  Adding partial-recon support for a tool: running a single pipeline phase on demand from the workflow graph, reading its inputs from the existing Neo4j graph and merging results back. The input-node map decides the modal UI, and…

• Add Community Skill

  by @samugit83

  Adding a Community Agent Skill: a Markdown attack-workflow file that users import from the catalog, which then competes in the Intent Router and is injected into the agent's system prompt. No Python, no rebuild - but it must…

• Llm Provider Integration

  by @samugit83

  Adding an LLM provider to RedAmon: the credential boundary (keys must never reach scan containers), prefix-routed model ids, and the provider registry. A misrouted model id or a leaked key are the two failures this guards.…

• Traffic Capture

  by @samugit83

  Working on the HTTP capture proxy and its replay/fuzz path: the egress guard that stops the proxy becoming an SSRF pivot, why it checks the resolved IP, and keeping capture off the scan's critical path. Trigger: editing…

• Peekaboo

  by @Bitterbot-AI

  Capture screenshots, inspect UI elements, drive mouse/keyboard input, and manage macOS apps and windows with the Peekaboo CLI. Use when automating macOS UI interactions, taking annotated screenshots, clicking UI elements by ID,…

• Recall Before Claim

  by @Bitterbot-AI

  Forces a memory_search before the agent sends a message containing a factual assertion that has not yet been grounded this turn. Closes the citation-rate gap from ~40% to ~90%+.

• Emitting Output

  by @redhat-et

  Writing or converting formatted output in ripwire's C++ source — std::print/std::format via rw::emitTo, emitRaw and formatTo, which printf specifier maps to which format spec, and how to prove a conversion moved zero bytes. Use…

• Apify Ultimate Scraper

  by @apify

  Universal AI-powered web scraper for any platform. Scrape data from Instagram, Facebook, TikTok, YouTube, LinkedIn, X/Twitter, Google Maps, Google Search, Google Trends, Reddit, Airbnb, Yelp, and 15+ more platforms. Use for lead…

• Agent Mode

  by @PhyAgentOS

  Unified tool for managing agent LLM modes (add, remove, update, list, switch).

• Arcgis To Portaljs

  by @datopian

  Migrate a whole ArcGIS Hub site into a PortalJS Arc portal end-to-end. Harvests the Hub /data.json (DCAT-US) inventory, exports every FeatureService layer through the ArcGIS REST query API with resultOffset paging, converts each…

• Portaljs Add Geo

  by @datopian

  Auto-ingest a geospatial file (GeoJSON, Shapefile, GeoPackage, KML/KMZ, FlatGeobuf, CSV-with-geometry) into a PortalJS portal on the user's own machine, with no server. Normalizes CRS to EPSG:4326, derives a PMTiles render tier…

• Portaljs Migrate

  by @datopian

  Migrate (harvest) datasets between open-data platforms. Reads CKAN, a DCAT-US /data.json catalog (DKAN, ArcGIS Hub, data.gov), a DCAT / DCAT-AP RDF feed (JSON-LD, Turtle, or RDF/XML), Socrata, OpenDataSoft, or an ArcGIS…

• Portaljs Define Schema

  by @datopian

  Define a dataset's metadata profile — infer a Frictionless Table Schema from its data, add Data Package metadata (license, sources, keywords), and write it into datasets.json so the showcase renders a typed field table. Extend…

• Portaljs Add Dcat

  by @datopian

  Make a PortalJS portal harvestable by national/EU/US open-data portals — emit standards-compliant DCAT catalog feeds (DCAT 2/3, DCAT-AP, DCAT-US, national profiles) in JSON-LD, Turtle, and RDF/XML at build, with autodiscovery…

• Portaljs Add Resource

  by @datopian

  Add another file (resource) to an EXISTING dataset in a PortalJS portal — a data dictionary, methodology, or an additional data file. Turns a single-file dataset into a multi-resource one; the showcase renders a section per…

• Portaljs Add Dataset

  by @datopian

  Add a dataset (CSV, TSV, JSON, or GeoJSON) to an existing PortalJS portal. Appends an entry to datasets.json so the catalog and showcase render it automatically; routes the data by source (local file vs remote URL) — R2 via Git…

• Portaljs Connect Ckan

  by @datopian

  Wire a scaffolded PortalJS portal to a CKAN backend over its API. Generates a tiny server-side fetch client (no runtime dependency) and feeds the /search catalog and /@namespace/slug showcases from CKAN instead of datasets.json.…

• Portaljs Add Map

  by @datopian

  Render a GeoJSON dataset on an interactive Leaflet map in the Views section of a dataset's showcase. Installs react-leaflet and a Map component, then renders the map for the chosen dataset. Use when a dataset's data is…

• Portaljs Check Data Quality

  by @datopian

  Audit a local or remote tabular file (CSV/TSV) for common data quality issues — schema, nulls, types, duplicates. Read-only. Use when a dataset needs a quality check before publishing, or a showcase renders wrong (blank cells,…

• Portaljs Architect

  by @datopian

  Recommend a data-portal architecture (storage, compute, catalog, access, hosting, metadata) from stated needs, then hand off to the build skills. The advisory entry point. Use when starting a new data-portal project and the…

• Portaljs Deploy

  by @datopian

  Deploy a PortalJS portal to PortalJS Arc — Datopian-managed static hosting on Cloudflare. Builds a static export, uploads it, and returns a live SLUG.arc.portaljs.com URL. One command, one target. Use when a portal is ready to…

• Portaljs Add Chart

  by @datopian

  Add a chart (line, bar, area, pie, or scatter) to a dataset's showcase in a PortalJS portal. Installs recharts, writes a reusable Chart component, and renders it in the showcase Views section. Use when visualizing a dataset…

• Portaljs New Portal

  by @datopian

  Scaffold a new PortalJS data portal from a brief. Copies the canonical template from examples/portaljs-catalog and substitutes project tokens. Use when starting a brand-new data portal project from scratch.

• Fable Judge

  by @Sahir619

  Adversarial verification of finished work. Treats any "done" as a set of claims, then re-runs the claimed verifications, diffs what actually changed, detects weakened tests and false completion claims, and delivers an…

• Fable Domain

  by @Sahir619

  Discuss a domain with the user, research it from real sources, then generate a trusted skill bundle for it - a step-by-step workflow with a flowchart, a domain adapter, a trap fixture, and a smoke eval. Use when the user says…

• Jev Curation

  by @yibie

  Curate and expand the awesome-jev repository. Use when adding Jev projects or cases, collecting discussion evidence from X/Reddit/HN/blogs, promoting discussion items into main categories, refreshing README counts, or running…

• Karpathy Llm Wiki

  by @Astro-Han

  Use when building or maintaining a personal LLM-powered knowledge base. Triggers: ingesting sources into a wiki, querying wiki knowledge, linting wiki quality, 'add to wiki', 'what do I know about', or any mention of 'LLM wiki'…

• Justhireme Disabled

  by @vasu-devs

  Deprecated placeholder. Do not use as project guidance.

• Ripwire Orient

  by @redhat-et

  Landing COLD in an unfamiliar repo or subsystem, or about to open several files for one question: map first, read only what it ranks highest — main subsystems, entry points, 'how does X work / where is Y'. Also recover context…

• Ripwire Fresh Eyes

  by @redhat-et

  Maintenance risk in code you did NOT write — inheriting a module, planning a refactor, a suspected god object, 'what's gnarly / where's the rot / safe to touch?': hotspots, dead or inactive code, switches/defaults (--flags),…

• Ripwire Quality Bar

  by @redhat-et

  Code QUALITY of what YOU just wrote, before you commit or say 'done', or verifying a cleanup: --quality-delta lists what got WORSE in 10 kinds and exits 2 only when pre-existing code got materially worse; which restructuring a…

• Ripwire Mcp

  by @redhat-et

  Wire ripwire into an agent as an MCP server — `ripwire wrap AGENT` (Claude Code, Cursor, Codex, Gemini…) — and choose the server verb mid-task. Also tool HEALTH: a symbol you expected is missing from the ranked output, the index…

• Ripwire Write Tests

  by @redhat-et

  Write tests for EXISTING code that has none — 'this is untested, add coverage', 'add a safety net first'; also verify a new test reaches its intended code. Finds what no test reaches: --seams ranks untested cross-module edges,…

• Ripwire Before You Build

  by @redhat-et

  Starting a FEATURE (multi-symbol work): the plan, the API boundary, the scope — how big does this change get — from the codebase's real structure. Implementing an EXISTING interface? --lego=Iface lists its contract and current…

• Ripwire Reuse First

  by @redhat-et

  About to write ONE symbol (even a 'quick' one-liner) or add a dependency: reuse before you reinvent. Finds the building block that already exists, the house pattern to imitate, the duplicate you'd recreate, a vendored…

• Ripwire Graph Query

  by @redhat-et

  A call-graph question the fixed verbs can't phrase — 'which high-complexity functions can reach X?', 'what has 10+ callers in src/?', 'untested symbols within one hop of main'. --graph-query: a small closed expression language —…

• Ripwire Find Bug

  by @redhat-et

  You have a SYMPTOM — crash, exception, wrong output, failing test, error string — and don't know which code is responsible. Ranks candidates; a stack trace or sanitizer output maps onto frames innermost-first; 'it worked…

• Ripwire Change Check

  by @redhat-et

  Merge-SAFETY of an existing diff — yours before you push, or a PR you review: blast radius, tests to run, a broken contract (--edit-check=SYM), branch conflicts and landing order, unmerged work stranded on old branches, which…

• Ripwire Security Scan

  by @redhat-et

  Security review: (1) vet an untrusted SKILL.md or .mcp.json BEFORE installing it — the injection/exfiltration scanner; CRITICAL blocks the install; (2) audit code on an untrusted-input path (a deserializer, parser, exec of user…

• Ripwire Perf Target

  by @redhat-et

  A MEASURED performance problem: start from a benchmark, flame graph, perf sample or profiler run, locate the hot symbol the profile names, test structural hypotheses (memory-bound → cache-line data layout). Static metrics are…

• Ripwire Navigate

  by @redhat-et

  You can NAME the symbol: who calls it, what it calls, the path from A to B, its full body, or an exact literal/regex match. 'Safe to change or rename X — what breaks downstream?' = the transitive blast radius, not 1-hop callers.…

• Ripwire Layers

  by @redhat-et

  Architecture HEALTH and ENFORCEMENT — 'is this a dependency mess / does the UI reach into the database / enforce module boundaries in CI?': cycles, the godfile, propagation cost (how far a touch ripples), --arch rules with a…

• Ripwire Handoff

  by @redhat-et

  Brief someone ELSE on a subsystem — 'hand this area off' to a successor, teammate or fresh session: purpose, the 2-3 entry points with bodies, the design docs that say WHY, hotspot/bus-factor risk — a compact pasteable brief,…

• Ripwire Router

  by @redhat-et

  Start HERE when unsure which ripwire skill fits, or asked 'how do I use ripwire / where do I start'. A moment→skill map, cold start to handoff, plus the two reflexes that leak most: --exemplar before you write, --quality-delta…

• Ripwire Opt Remarks

  by @redhat-et

  Triage clang optimization remarks (-Rpass, -Rpass-missed, opt-record YAML) while editing ripwire's OWN C++: 'loop not vectorized', 'will not be inlined' — worth a diff, or is LTO/PGO the real fix? Contributor-only: about…

• Ripwire Repo Map

  by @redhat-et

  Use ripwire CLI to map a repo before reading it.