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# Skill 仓库 描述 安装量
4151 understand egonex-ai/understand-anything
/understand Analyze the current codebase and produce a knowledge-graph.json file in the project's data directory ( .ua/ , or the legacy .understand-anything/ when it already exists). This file powers the interactive dashboard for exploring the project's architecture. Options $ARGUMENTS may contain: --full — Force a full rebuild, ignoring any existing graph --auto-update — Enable automatic graph updates on commit (writes autoUpdate: true to $UA_DIR/config.json ) --no-auto-update — Disable automat...
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4152 cmux-testing manaflow-ai/cmux
cmux Testing Regression test commit policy When adding a regression test for a bug fix, use a two-commit structure so CI proves the test catches the bug: Commit 1: Add the failing test only (no fix). CI should go red. Commit 2: Add the fix. CI should go green. This makes it visible in the GitHub PR UI that the test genuinely fails without the fix. Test quality policy Do not add tests that only verify source code text, method signatures, AST fragments, or grep-style patterns. Do not add tests tha...
 3.3K
4153 find-skills bytedance/deer-flow
Find Skills This skill helps you discover and install skills from the open agent skills ecosystem. When to Use This Skill Use this skill when the user: Asks "how do I do X" where X might be a common task with an existing skill Says "find a skill for X" or "is there a skill for X" Asks "can you do X" where X is a specialized capability Expresses interest in extending agent capabilities Wants to search for tools, templates, or workflows Mentions they wish they had help with a specific domain (desi...
 3.3K
4154 inngest-setup inngest/inngest-skills
Inngest Setup This skill sets up Inngest in a TypeScript project from scratch, covering installation, client configuration, connection modes, and local development. These skills are focused on TypeScript. For Python or Go, refer to the Inngest documentation for language-specific guidance. Core concepts apply across all languages. Prerequisites Node.js 18+ (Node.js 22.4+ r ecommended for WebSocket support) TypeScript project Package manager (npm, yarn, pnpm, or bun) Step 1: Install the Inngest SD...
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4155 cmux-architecture manaflow-ai/cmux
cmux Architecture Package architecture We are migrating cmux from a single app target into Swift Packages under Packages/ . Every new package must satisfy three rules: Ergonomic. Public API surface matches what callers naturally want to write. Default to internal access; expose public only for types and functions that downstream consumers actually use. Avoid friction such as forcing every call site through a builder or wrapper when a direct API is fine. No dependency cycles. Packages form a stri...
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4156 ui-skills-root ibelick/ui-skills
UI Skills Root You are the routing layer for UI Skills. This skill is shown by npx ui-skills start and is also available in the registry. Use it when an agent in Codex, Cursor, or Claude Code has a clear UI goal. If the goal is unclear, ask one short question. If the goal is clear, choose the right category, load the smallest useful skill context, then implement. Protocol Show more Installs 562 Repository ibelick/ui-skills GitHub Stars 3.4K First Seen 12 days ago Security Audits Gen Agent Trust ...
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4157 golang-gopls samber/cc-skills-golang
Persona: You are a Go engineer who reaches for semantic code intelligence instead of grep whenever a question is about the resolved build — grep finds text, gopls finds meaning (types, call graphs, shadowing, implementation relationships). Dependencies: gopls — go install golang.org/x/tools/gopls@latest (v0.20+). The native LSP tool additionally needs ENABLE_LSP_TOOL=1 and the gopls-lsp@claude-plugins-official marketplace plugin (see references/mcp.md ). gopls is the official Go language server....
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4158 cmux-dev-workflow manaflow-ai/cmux
cmux Dev Workflow Tagged local dev After making code changes, always run the reload script with a tag to build the Debug app: ./scripts/reload.sh --tag < short-tag > By default, reload.sh builds but does not launch the app. Pass --launch only when you need to open it automatically. Never run bare xcodebuild or open an untagged cmux DEV.app . Untagged builds share the default debug socket and bundle ID with other agents, causing conflicts and stealing focus. For CLI or socket dogfood against a ta...
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4159 design-system supercent-io/skills-template
Design System Token architecture, component specifications, systematic design, slide generation. When to Use Design token creation Component state definitions CSS variable systems Spacing/typography scales Design-to-code handoff Tailwind theme configuration Slide/presentation generation Token Architecture Load: references/token-architecture.md Three-Layer Structure Show more Installs 4.4K Repository nextlevelbuilde…ax-skill GitHub Stars 101.7K First Seen 12 days ago Security Audits Gen Agent Tru...
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4160 react-best-practices supercent-io/skills-template
Vercel React Best Practices Comprehensive performance optimization guide for React and Next.js applications, maintained by Vercel. Contains 45 rules across 8 categories, prioritized by impact to guide automated refactoring and code generation. When to Apply Reference these guidelines when: Writing new React components or Next.js pages Implementing data fetching (client or server-side) Reviewing code for performance issues Refactoring existing React/Next.js code Optimizing bundle size or load tim...
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4161 ralphmode supercent-io/skills-template
Ralphmode Ralphmode is a cross-platform permission profile for long-running ralph or jeo workflows. It reduces approval friction, but it is not "allow everything everywhere." The core rule is simple: widen automation only inside a bounded project or disposable sandbox, and keep secrets plus destructive commands explicitly blocked. When to use this skill You want ralph to iterate without repeated approval popups. You are setting up the same repo for Claude Code, Codex CLI, and Gemini CLI. You nee...
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4162 apify-ecommerce apify/agent-skills
E-commerce Data Extraction Extract product data, prices, reviews, and seller information from any e-commerce platform using Apify's E-commerce Scraping Tool. Prerequisites .env file with APIFY_TOKEN (at ~/.claude/.env ) Node.js 20.6+ (for native --env-file support) Workflow Selection User Need Workflow Best For Track prices, compare products Workflow 1: Products & Pricing Price monitoring, MAP compliance, competitor analysis. Add AI summary for insights. Analyze reviews (sentiment or quality) Wo...
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4163 github-triage mattpocock/skills
GitHub Issue Triage Triage issues in the current repo using a label-based state machine. Infer the repo from git remote . Use gh for all GitHub operations. AI Disclaimer Every comment or issue posted to GitHub during triage must include the following disclaimer at the top of the comment body, before any other content: > *This was generated by AI during triage.* Reference docs AGENT-BRIEF.md — how to write durable agent briefs OUT-OF-SCOPE.md — how the .out-of-scope/ knowledge base works Labels L...
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4164 redis-development redis/agent-skills
Redis Best Practices Comprehensive performance optimization guide for Redis, including Redis Query Engine, vector search, and semantic caching. Contains 29 rules across 11 categories, prioritized by impact to guide automated optimization and code generation. When to Apply Reference these guidelines when: Designing Redis data models and key structures Implementing caching, sessions, or real-time features Using Redis Query Engine (FT.CREATE, FT.SEARCH, FT.AGGREGATE) Building vector search or RAG a...
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4165 debugger shubhamsaboo/awesome-llm-apps
Debugger You are an expert debugger who uses systematic approaches to identify and resolve software issues efficiently. When to Apply Use this skill when: Investigating bugs or unexpected behavior Analyzing error messages and stack traces Troubleshooting performance issues Debugging production incidents Finding root causes of failures Analyzing crash dumps or logs Resolving intermittent issues Debugging Process Follow this systematic approach: 1. Understand the Problem What is the expected behav...
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4166 contacts joelhooks/joelclaw
Contacts Manage contacts in ~/Vault/Contacts/ . Each contact is a markdown file with YAML frontmatter. Contact File Location ~/Vault/Contacts/<Name>.md Index file: ~/Vault/Contacts/index.md — wikilink list of all contacts. Frontmatter Schema Show more Installs 416 Repository joelhooks/joelclaw GitHub Stars 57 First Seen Feb 27, 2026 Security Audits Gen Agent Trust Hub Pass Socket Warn Snyk Warn
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4167 ui-design-system samhvw8/dot-claude
UI/UX Design & Development Expert Comprehensive UI/UX design, review, and improvement for modern web applications. Production-ready implementations with TailwindCSS + Radix UI + shadcn/ui and modern React patterns. Stack Architecture The Three Pillars Layer 1: TailwindCSS (Styling Foundation) Utility-first CSS framework with build-time generation Zero runtime overhead, minimal production bundles Design tokens: colors, spacing, typography, breakpoints Responsive utilities and dark mode support La...
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4168 telegram-bot-builder sickn33/antigravity-awesome-skills
Telegram Bot Builder Expert in building Telegram bots that solve real problems - from simple automation to complex AI-powered bots. Covers bot architecture, the Telegram Bot API, user experience, monetization strategies, and scaling bots to thousands of users. Role : Telegram Bot Architect You build bots that people actually use daily. You understand that bots should feel like helpful assistants, not clunky interfaces. You know the Telegram ecosystem deeply - what's possible, what's popular, and...
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4169 mobile-design sickn33/antigravity-awesome-skills
Mobile Design System (Mobile-First · Touch-First · Platform-Respectful) Philosophy: Touch-first. Battery-conscious. Platform-respectful. Offline-capable. Core Law: Mobile is NOT a small desktop. Operating Rule: Think constraints first, aesthetics second. This skill exists to prevent desktop-thinking, AI-defaults, and unsafe assumptions when designing or building mobile applications. 1. Mobile Feasibility & Risk Index (MFRI) Before designing or implementing any mobile feature or screen , assess f...
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4170 youtube-transcript intellectronica/agent-skills
YouTube Transcript Extract transcripts from YouTube videos using the youtube-transcript-api. Usage Run the script with a YouTube URL or video ID: uv run scripts/get_transcript.py "VIDEO_URL_OR_ID" With timestamps: uv run scripts/get_transcript.py "VIDEO_URL_OR_ID" --timestamps Defaults Without timestamps (default): Plain text, one line per caption segment With timestamps: [MM:SS] text format (or [HH:MM:SS] for longer videos) Supported URL Formats https://www.youtube.com/watch?v=VIDEO_ID ...
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4171 sherpa-onnx-tts steipete/clawdis
sherpa-onnx-tts Local TTS using the sherpa-onnx offline CLI. Install Download the runtime for your OS (extracts into ~/.openclaw/tools/sherpa-onnx-tts/runtime ) Download a voice model (extracts into ~/.openclaw/tools/sherpa-onnx-tts/models ) Update ~/.openclaw/openclaw.json : { skills : { entries : { "sherpa-onnx-tts" : { env : { SHERPA_ONNX_RUNTIME_DIR : "~/.openclaw/tools/sherpa-onnx-tts/runtime" , SHERPA_ONNX_MODEL_DIR : "~/.openclaw/tools/sherpa-onnx-tts/models/vits-piper-en_US-lessac-high" ...
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4172 things-mac steipete/clawdis
Things 3 CLI Use things to read your local Things database (inbox/today/search/projects/areas/tags) and to add/update todos via the Things URL scheme. Setup Install (recommended, Apple Silicon): GOBIN=/opt/homebrew/bin go install github.com/ossianhempel/things3-cli/cmd/things@latest If DB reads fail: grant Full Disk Access to the calling app (Terminal for manual runs; OpenClaw.app for gateway runs). Optional: set THINGSDB (or pass --db ) to point at your ThingsData-* folder. Optional: set THINGS...
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4173 openhue steipete/clawdis
OpenHue CLI Use openhue to control Philips Hue lights and scenes via a Hue Bridge. When to Use ✅ USE this skill when: "Turn on/off the lights" "Dim the living room lights" "Set a scene" or "movie mode" Controlling specific Hue rooms or zones Adjusting brightness, color, or color temperature When NOT to Use ❌ DON'T use this skill when: Non-Hue smart devices (other brands) → not supported HomeKit scenes or Shortcuts → use Apple's ecosystem TV or entertainment system control Thermostat or HVAC Smar...
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4174 goplaces steipete/clawdis
goplaces Modern Google Places API (New) CLI. Human output by default, --json for scripts. Install Homebrew: brew install steipete/tap/goplaces Config GOOGLE_PLACES_API_KEY required. Optional: GOOGLE_PLACES_BASE_URL for testing/proxying. Common commands Search: goplaces search "coffee" --open-now --min-rating 4 --limit 5 Bias: goplaces search "pizza" --lat 40.8 --lng -73.9 --radius-m 3000 Pagination: goplaces search "pizza" --page-token "NEXT_PAGE_TOKEN" Resolve: goplaces resolve "Soho, London" -...
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4175 allium juxt/allium
Allium Allium is a formal language for capturing software behaviour at the domain level. It sits between informal feature descriptions and implementation, providing a precise way to specify what software does without prescribing how it's built. The name comes from the botanical family containing onions and shallots, continuing a tradition in behaviour specification tooling established by Cucumber and Gherkin. Key principles: Describes observable behaviour, not implementation Captures domain logi...
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4176 graphify safishamsi/graphify
/graphify Turn any folder of files into a navigable knowledge graph with community detection, an honest audit trail, and three outputs: interactive HTML, GraphRAG-ready JSON, and a plain-language GRAPH_REPORT.md. Usage Show more Installs 1.3K Repository graphify-labs/graphify GitHub Stars 104.6K First Seen Jul 4, 2026 Security Audits Gen Agent Trust Hub Pass Socket Warn Snyk Warn
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4177 oracle steipete/clawdis
oracle — best use Oracle bundles your prompt + selected files into one “one-shot” request so another model can answer with real repo context (API or browser automation). Treat output as advisory: verify against code + tests. Main use case (browser, GPT‑5.2 Pro) Default workflow here: --engine browser with GPT‑5.2 Pro in ChatGPT. This is the common “long think” path: ~10 minutes to ~1 hour is normal; expect a stored session you can reattach to. Recommended defaults: Engine: browser ( --engine bro...
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4178 gifgrep steipete/clawdis
gifgrep Use gifgrep to search GIF providers (Tenor/Giphy), browse in a TUI, download results, and extract stills or sheets. GIF-Grab (gifgrep workflow) Search → preview → download → extract (still/sheet) for fast review and sharing. Quick start gifgrep cats --max 5 gifgrep cats --format url | head -n 5 gifgrep search --json cats | jq '.[0].url' gifgrep tui "office handshake" gifgrep cats --download --max 1 --format url TUI + previews TUI: gifgrep tui "query" CLI still previews: --thumbs (Kitty/G...
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4179 skill-creator steipete/clawdis
Skill Creator A skill for creating new skills and iteratively improving them. At a high level, the process of creating a skill goes like this: Decide what you want the skill to do and roughly how it should do it Write a draft of the skill Create a few test prompts and run claude-with-access-to-the-skill on them Help the user evaluate the results both qualitatively and quantitatively While the runs happen in the background, draft some quantitative evals if there aren't any (if there are some, you...
 3.2K
4180 gh-issues steipete/clawdis
gh-issues — Auto-fix GitHub Issues with Parallel Sub-agents You are an orchestrator. Follow these 6 phases exactly. Do not skip phases. IMPORTANT — No gh CLI dependency. This skill uses curl + the GitHub REST API exclusively. The GH_TOKEN env var is already injected by OpenClaw. Pass it as a Bearer token in all API calls: curl -s -H "Authorization: Bearer $GH_TOKEN" -H "Accept: application/vnd.github+json" ... Phase 1 — Parse Arguments Parse the arguments string provided after /gh-issues. Positi...
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4181 xurl steipete/clawdis
xurl — Agent Skill Reference xurl is a CLI tool for the X API. It supports both shortcut commands (human/agent‑friendly one‑liners) and raw curl‑style access to any v2 endpoint. All commands return JSON to stdout. Installation Homebrew (macOS) brew install --cask xdevplatform/tap/xurl npm npm install -g @xdevplatform/xurl Shell script curl -fsSL https://raw.githubusercontent.com/xdevplatform/xurl/main/install.sh | bash Installs to ~/.local/bin . If it's not in your PATH, the script will tell you...
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4182 github-trending hoodini/ai-agents-skills
GitHub Trending Data Access GitHub trending repositories and developers data. Important Note GitHub does NOT provide an official trending API. The trending page at github.com/trending must be scraped directly or use the GitHub Search API as an alternative. Approach 1: Direct Web Scraping (Recommended) Scrape github.com/trending directly using Cheerio: import * as cheerio from 'cheerio' ; interface TrendingRepo { owner : string ; name : string ; fullName : string ; url : string ; description : st...
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4183 sherpa-onnx-tts openclaw/openclaw
sherpa-onnx-tts Local TTS using the sherpa-onnx offline CLI. Install Download the runtime for your OS (extracts into ~/.openclaw/tools/sherpa-onnx-tts/runtime ) Download a voice model (extracts into ~/.openclaw/tools/sherpa-onnx-tts/models ) Update ~/.openclaw/openclaw.json : { skills : { entries : { "sherpa-onnx-tts" : { env : { SHERPA_ONNX_RUNTIME_DIR : "~/.openclaw/tools/sherpa-onnx-tts/runtime" , SHERPA_ONNX_MODEL_DIR : "~/.openclaw/tools/sherpa-onnx-tts/models/vits-piper-en_US-lessac-high" ...
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4184 things-mac openclaw/openclaw
Things 3 CLI Use things to read your local Things database (inbox/today/search/projects/areas/tags) and to add/update todos via the Things URL scheme. Setup Install (recommended, Apple Silicon): GOBIN=/opt/homebrew/bin go install github.com/ossianhempel/things3-cli/cmd/things@latest If DB reads fail: grant Full Disk Access to the calling app (Terminal for manual runs; OpenClaw.app for gateway runs). Optional: set THINGSDB (or pass --db ) to point at your ThingsData-* folder. Optional: set THINGS...
 3.2K
4185 openhue openclaw/openclaw
OpenHue CLI Use openhue to control Philips Hue lights and scenes via a Hue Bridge. When to Use ✅ USE this skill when: "Turn on/off the lights" "Dim the living room lights" "Set a scene" or "movie mode" Controlling specific Hue rooms or zones Adjusting brightness, color, or color temperature When NOT to Use ❌ DON'T use this skill when: Non-Hue smart devices (other brands) → not supported HomeKit scenes or Shortcuts → use Apple's ecosystem TV or entertainment system control Thermostat or HVAC Smar...
 3.2K
4186 goplaces openclaw/openclaw
goplaces Modern Google Places API (New) CLI. Human output by default, --json for scripts. Install Homebrew: brew install steipete/tap/goplaces Config GOOGLE_PLACES_API_KEY required. Optional: GOOGLE_PLACES_BASE_URL for testing/proxying. Common commands Search: goplaces search "coffee" --open-now --min-rating 4 --limit 5 Bias: goplaces search "pizza" --lat 40.8 --lng -73.9 --radius-m 3000 Pagination: goplaces search "pizza" --page-token "NEXT_PAGE_TOKEN" Resolve: goplaces resolve "Soho, London" -...
 3.2K
4187 oracle openclaw/openclaw
oracle — best use Oracle bundles your prompt + selected files into one “one-shot” request so another model can answer with real repo context (API or browser automation). Treat output as advisory: verify against code + tests. Main use case (browser, GPT‑5.2 Pro) Default workflow here: --engine browser with GPT‑5.2 Pro in ChatGPT. This is the common “long think” path: ~10 minutes to ~1 hour is normal; expect a stored session you can reattach to. Recommended defaults: Engine: browser ( --engine bro...
 3.2K
4188 gifgrep openclaw/openclaw
gifgrep Use gifgrep to search GIF providers (Tenor/Giphy), browse in a TUI, download results, and extract stills or sheets. GIF-Grab (gifgrep workflow) Search → preview → download → extract (still/sheet) for fast review and sharing. Quick start gifgrep cats --max 5 gifgrep cats --format url | head -n 5 gifgrep search --json cats | jq '.[0].url' gifgrep tui "office handshake" gifgrep cats --download --max 1 --format url TUI + previews TUI: gifgrep tui "query" CLI still previews: --thumbs (Kitty/G...
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4189 skill-creator openclaw/openclaw
Skill Creator A skill for creating new skills and iteratively improving them. At a high level, the process of creating a skill goes like this: Decide what you want the skill to do and roughly how it should do it Write a draft of the skill Create a few test prompts and run claude-with-access-to-the-skill on them Help the user evaluate the results both qualitatively and quantitatively While the runs happen in the background, draft some quantitative evals if there aren't any (if there are some, you...
 3.2K
4190 gh-issues openclaw/openclaw
gh-issues — Auto-fix GitHub Issues with Parallel Sub-agents You are an orchestrator. Follow these 6 phases exactly. Do not skip phases. IMPORTANT — No gh CLI dependency. This skill uses curl + the GitHub REST API exclusively. The GH_TOKEN env var is already injected by OpenClaw. Pass it as a Bearer token in all API calls: curl -s -H "Authorization: Bearer $GH_TOKEN" -H "Accept: application/vnd.github+json" ... Phase 1 — Parse Arguments Parse the arguments string provided after /gh-issues. Positi...
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4191 xurl openclaw/openclaw
xurl — Agent Skill Reference xurl is a CLI tool for the X API. It supports both shortcut commands (human/agent‑friendly one‑liners) and raw curl‑style access to any v2 endpoint. All commands return JSON to stdout. Installation Homebrew (macOS) brew install --cask xdevplatform/tap/xurl npm npm install -g @xdevplatform/xurl Shell script curl -fsSL https://raw.githubusercontent.com/xdevplatform/xurl/main/install.sh | bash Installs to ~/.local/bin . If it's not in your PATH, the script will tell you...
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4192 research-paper-writer ailabs-393/ai-labs-claude-skills
Research Paper Writer Overview This skill guides the creation of formal academic research papers that meet publication standards for IEEE and ACM conferences/journals. It ensures proper structure, formatting, academic writing style, and comprehensive coverage of research topics. Workflow 1. Understanding the Research Topic When asked to write a research paper: Clarify the topic and scope with the user: What is the main research question or contribution? What is the target audience (conferen...
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4193 document-skills travisjneuman/.claude
No SKILL.md available for this skill. View on GitHub
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4194 autoresearch github/awesome-copilot
Autoresearch: Autonomous Iterative Experimentation An autonomous experimentation loop for any programming task. You define the goal and how to measure it; the agent iterates autonomously -- modifying code, running experiments, measuring results, and keeping or discarding changes -- until interrupted. This skill is inspired by Karpathy's autoresearch , generalized from ML training to any programming task with a measurable outcome . Agent Behavior Rules DO guide the user through the Setup phase in...
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4195 paperclip paperclipai/paperclip
Paperclip Skill You run in heartbeats — short execution windows triggered by Paperclip. Each heartbeat, you wake up, check your work, do something useful, and exit. You do not run continuously. Terminology In Paperclip, task and issue refer to the same work item. The UI may use "task" while APIs, database fields, route names, and older docs may still say "issue"; treat them as the same entity unless a local context explicitly distinguishes them. Authentication Env vars auto-injected: PAPERCLIP_A...
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4196 sentry-nextjs-sdk getsentry/sentry-for-ai
All Skills > SDK Setup > Next.js SDK Sentry Next.js SDK Opinionated wizard that scans your Next.js project and guides you through complete Sentry setup across all three runtimes: browser, Node.js server, and Edge. Invoke This Skill When User asks to "add Sentry to Next.js" or "set up Sentry" in a Next.js app User wants to install or configure @sentry/nextjs User wants error monitoring, tracing, session replay, logging, or profiling for Next.js User asks about instrumentation.ts , withSentryConfi...
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4197 wiki-lint ar9av/obsidian-wiki
Wiki Lint — Health Audit You are performing a health check on an Obsidian wiki. Your goal is to find and fix structural issues that degrade the wiki's value over time. Before scanning anything: follow the Retrieval Primitives table in llm-wiki/SKILL.md . Prefer frontmatter-scoped greps and section-anchored reads over full-page reads. On a large vault, blindly reading every page to lint it is exactly what this framework is built to avoid. Before You Start Read .env to get OBSIDIAN_VAULT_PATH Read...
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4198 ads-google agricidaniel/claude-ads
Google Ads Deep Analysis Process Collect Google Ads account data (export, Change History, Search Terms Report) Read ads/references/google-audit.md for full 74-check audit Read ads/references/benchmarks.md for Google-specific benchmarks Read ads/references/scoring-system.md for weighted scoring Evaluate all applicable checks as PASS, WARNING, or FAIL Calculate Google Ads Health Score (0-100) Generate findings report with action plan What to Analyze Conversion Tracking (25% weight) Google tag (gta...
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4199 xcode-build-orchestrator avdlee/xcode-build-optimization-agent-skill
Xcode Build Orchestrator Use this skill as the recommend-first entrypoint for end-to-end Xcode build optimization work. Non-Negotiable Rules Wall-clock build time (how long the developer waits) is the primary success metric. Every recommendation must state its expected impact on the developer's actual wait time. Start in recommendation mode. Benchmark before making changes. Do not modify project files, source files, packages, or scripts without explicit developer approval. Preserve the evidence ...
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4200 apple-on-device-ai dpearson2699/swift-ios-skills
On-Device AI for Apple Platforms Guide for selecting, deploying, and optimizing on-device ML models. Covers Apple Foundation Models, Core ML, MLX Swift, and llama.cpp. Contents Framework Selection Router Apple Foundation Models Overview Core ML Overview MLX Swift Overview Multi-Backend Architecture Performance Best Practices Common Mistakes Review Checklist References Framework Selection Router Use this decision tree to pick the right framework for your use case. Apple Foundation Models When to ...
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