The open format is called Agent Skills and works in Claude Code, Codex, Cursor and other agents — most people know it as Claude Skills.
Every Agent Skill we could find on GitHub, deduplicated by content. 79 566 files from 1 758 authors, of which 61 913 are unique — the rest is the same skill repackaged into someone else's repository. For each one: what it weighs in tokens, whether it ships runnable scripts, and which MCP servers it needs.
| Open one or more `<tracker>` tracking issues from a markdown file containing a batch of security findings. Each finding becomes one tracker landing in the `Needs triage` board column. The file itself is the full report — there is no inbound reporter to reply to and no PR to inspect.
| Open a tracking issue in <tracker> for a security-relevant fix that has already been opened (or merged) as a public PR in <upstream>, in the case where there is no inbound `<security-list>` report. The tracker lands in the `Assessed` board column with the scope label applied, `pr created` / `pr merged` reflecting the PR's state, and `Remediation developer` / `PR with the fix` body fields populated from the PR. Pairs with `security-cve-allocate` afterwards.
| Optional sub-skill of `security-issue-import`, `security-issue-invalidate`, and `security-issue-sync` that arrive directly from the reporter but was relayed onto `<security-list>` by an upstream broker (the ASF security team, a third-party disclosure platform, or an internal SOC). Runs after the parent skill's generic classification cascade, dispatches through adapters declared in `forwarders.enabled` per `tools/forwarder-relay/README.md`, applies the matched adapter's preamble-detect + credit-extract + reporter- addressing rules, and hands the routing decision back. Never mutates tracker state on its own.
| Triage a security scanner's multi-finding output (read via a pluggable scan-format adapter) and turn findings into security work only after a complete operator-reviewed triage. Reads the scan's finding index plus its per-finding evidence; buckets each finding by disposition; applies only the operator's confirmed per-entry decisions. Publishes the report as a gist and can open a report-back PR.
| Scan <security-list> for reports that have not yet been copied into <tracker> as tracking issues, present the proposed imports to the user, and — defaulting to *import unless the user rejects upfront* — create the tracking issues with the `Needs triage` project-board status and draft a receipt-of- confirmation reply to each reporter. This is the first step of the thread into a tracker the rest of the skills (security-issue-sync, security-issue-fix, generate-cve-json) operate on.
| `invalid` label, remove the scope label, post a short closing comment, archive the item from the project board, and — for trackers imported from `<security-list>` — draft a polite-but-firm reply to the reporter on the original Gmail thread explaining the team's reasoning (extracted from the tracker's discussion). For trackers opened via `security-issue-import-from-pr`, the email-draft step is skipped per the *no outreach to the PR author* rule of that skill.
| Synchronize a security issue in <tracker> with the state of its GitHub discussion, the <security-list> mailing thread, and any <upstream> PRs that fix it. The skill gathers all relevant signals and proposes label / milestone / assignee / field / draft-email updates — applying only what the user has explicitly confirmed. Suggests the next step in the handling process and prints the CVE allocation link when a CVE is needed.
Generate a self-contained HTML dashboard of `<tracker>` repository statistics for security-team review.
| Probe the secure-agent setup for in-session functional restrictions that block legitimate workflows. Three live probes — SSH agent / Yubikey reachability, localhost port binding, docker / podman runtime socket — each pointing the user at the matching numbered troubleshooting entry and its settings.json remediation (see body). Read-only — never modifies settings.json, never invokes the sandbox bypass.
| Guide an adopter through the first-time install of the framework's secure agent setup (bubblewrap + socat + claude-code, sandbox/permissions/clean-env layers). Walks every step interactively; never auto-runs sudo, shell-rc edits, or settings overwrites.
| Surface drift between the user's installed secure agent setup and the framework's latest (framework checkout, pinned tools, user-scope script copies, denial commands, comdev MCP checkouts). Read-only — surfaces candidates and diffs, never auto-applies. The user decides what to update.
| For each open `<tracker>` issue carrying the `needs triage` label, read body + comments and classify the candidate / INFO-ONLY / INVALID / PROBABLE-DUP / FIX-ALREADY-PUBLIC. On user confirmation, posts a triage-proposal comment that invites the security team to react. Read-only on tracker state — no label flips, closes, or CVE allocations. Supports `--retriage` for re-litigating passed-triage decisions when substantive new activity lands.
| Walk an adopter through promoting a local `.apache-magpie-overrides/<skill>.md` file into a PR against `apache/magpie`. After the PR merges and the adopter runs `/magpie-setup upgrade`, the override file is no longer needed and the skill prompts for its removal.
| Walk the verification checklist for the framework's secure agent setup and report ✓ done / ✗ missing / ⚠ partial for each check, with concrete evidence (file paths, command output, version strings). Covers nine checks across settings wiring, installed tool versions, and sandbox configuration. Read-only — never modifies anything.
| Commit + push the user's shared Claude config to the `~/.claude-config` private dotfile-style sync repo. Inspects for uncommitted local edits and unpushed commits, drafts a commit message, and after explicit approval commits and pushes. Runs `git pull --rebase` first if the local checkout is behind, so a push never overwrites concurrent work from clones the default private remote if it exists, or creates a new private remote + scaffolds the minimal layout if it does not. Never force-pushes; never rewrites already-pushed history; never creates a public remote; never modifies files outside `~/.claude-config/` (except the confirmed fresh-host symlink wiring into `~/.claude/`).
| Show how the apache-magpie framework is adopted in the current repo, then adjust that setup in place. Renders a Markdown agent targets, the installed skill families, and symlink health. From the same view the user can add or drop agent targets and skill families; the actual change runs through the setup skill.
| Turn a framework bug or quirk the agent hit while running a Magpie skill or tool into a fix PR against `apache/magpie` — one PR per issue. First confirms the problem is a framework defect (not a local misconfiguration or a stale snapshot), then searches `apache/magpie` for an existing issue or PR that already covers it, and only proposes a new fix PR when none exists — otherwise it points the user at the pending one.
| Read-only GitHub Actions workflow security audit for one repository, an explicit repository set, or a whole GitHub org. Runs `zizmor` to surface injection vulnerabilities, excessive permissions, unpinned external actions, and self-hosted-runner fork-secret leaks. Produces a grouped, prioritised finding report; never edits workflow files, opens PRs, or posts comments.
| Generate a CVE 5.x JSON document from an <tracker> tracking issue, ready to paste into the Vulnogram `#source` tab of the ASF CVE tool credits (one per line) and multiple references (URLs extracted from the issue's "Public advisory URL" and "PR with the fix" fields; the "Security mailing list thread" field is treated as internal-only and never exported).
| Compare two near-duplicate skills — typically an ASF variant and a non-ASF or multi-project variant — and classify every difference as ALLOWED, DRIFT, or SAFETY-BASELINE. Produces a structured diff and convergence is a separate confirmed authoring step. A safety-baseline divergence is always a must-fix, never silently merged into allowed-divergence noise.
| Author a new skill for the Apache Magpie framework, or update an existing one. Walks the user through the framework's skill shape (frontmatter, resources, placeholder convention, prompt-injection defences, Privacy-LLM gate-check) and validates via the framework's existing [`tools/skill-and-tool-validator`](../../tools/skill-and-tool-validator/). Scaffolds new skills via `init_skill.py`.
| Adopt and maintain the apache-magpie framework in a project repo via the snapshot-based adoption mechanism. The only framework skill committed in an adopter's repo; every other skill is a symlink the adopt sub-action wires up. `/magpie-setup` - first-time adoption (default; main-checkout only) `/magpie-setup upgrade` - refresh the gitignored snapshot per the committed lock (main-checkout only) `/magpie-setup worktree-init` - symlink a worktree's snapshot to the main's `/magpie-setup verify` - health check + drift detection `/magpie-setup skill-sources` - fetch/pin/symlink skills from trusted external sources listed in the adopter trust list (main-checkout only) `/magpie-setup override <skill>` - open or scaffold an agentic override in `.apache-magpie-overrides/` `/magpie-setup unadopt` - reverse the adoption (snapshot, locks, symlinks, hook, doc sections); preserves `.apache-magpie-overrides/` by default (main-checkout only)
Add Agentation visual feedback toolbar to any React project
当用户需要对前端代码进行全面审查时使用此技能,包括 React、Vue、Angular 或原生 JavaScript/TypeScript 项目。适用于代码审查、Pull Request 评审、性能审计、安全检查等场景。
amis 低代码框架专家和知识库。**严格触发条件**:用户必须明确提到 'amis'、'低代码'、'百度 amis' 等关键词。**核心能力**:(1) 回答 amis 使用问题(组件用法、属性配置、表达式、事件等),(2) 生成 amis JSON schema(CRUD、表单、卡片、对话框等),(3) 生成 amis 静态 HTML 预览页面(仅当用户明确要求 amis + 预览/静态HTML 时),(4) 调试和优化 amis 配置。**严格禁止触发**:(1) 用户未提及 amis 或低代码,(2) 用户明确要求其他框架(React、Vue、Angular、Vite 等工程化项目),(3) 用户只说'生成表单'但没提 amis。**关键词**:amis、低代码、百度 amis、aisuda、amis schema、amis 组件、amis 预览。
Expert guidance for using the GitLab CLI (glab) to manage GitLab issues, merge requests, CI/CD pipelines, repositories, and other GitLab operations from the command line. Use this skill when the user needs to interact with GitLab resources or perform GitLab workflows.
Compose Mapbox MCP tools to produce grounded, cited location-aware responses from live data instead of training data
Migration guide for developers moving from Google Maps Platform to Mapbox GL JS, covering API equivalents, pattern translations, and key differences
Official integration patterns for Mapbox Maps SDK on Android. Covers installation, adding markers, user location, custom data, styles, camera control, and featureset interactions. Based on official Mapbox documentation.
Official integration patterns for Mapbox Maps SDK on iOS. Covers installation, adding markers, user location, custom data, styles, camera control, and featureset interactions. Based on official Mapbox documentation.
Official integration patterns for the Mapbox Maps Flutter SDK. Covers installation, iOS/Android platform setup, access token configuration, MapWidget initialization, camera control, annotations with tap handling, user location, and loading GeoJSON. Based on official Mapbox documentation.
Patterns for visualizing data on maps including choropleth maps, heat maps, 3D visualizations, data-driven styling, and animated data. Covers layer types, color scales, and performance optimization.
Expert guidance on map design principles, color theory, visual hierarchy, typography, and cartographic best practices for creating effective and beautiful maps with Mapbox. Use when designing map styles, choosing colors, or making cartographic decisions.
Expert guidance on choosing the right geospatial tool based on problem type, accuracy requirements, and performance needs
Guide for migrating from MapLibre GL JS to Mapbox GL JS, covering API compatibility, token setup, style configuration, and the benefits of Mapbox's official support and ecosystem
Integration patterns for Mapbox MCP Server in AI applications and agent frameworks. Covers runtime integration with pydantic-ai, mastra, LangChain, and custom agents. Use when building AI-powered applications that need geospatial capabilities.
Integration patterns for Mapbox MCP DevKit Server in AI coding assistants. Covers setup, style management, token management, validation workflows, and documentation access through MCP. Use when building Mapbox applications with AI coding assistance.
Complete workflow for implementing Mapbox search in applications - from discovery questions to production-ready integration with best practices
Common style patterns, layer configurations, and recipes for typical mapping scenarios including restaurant finders, real estate, data visualization, navigation, delivery/logistics, and more. Use when implementing specific map use cases or looking for proven style patterns.
Expert guidance on choosing the right Mapbox search tool and parameters for geocoding, POI search, and location discovery
Common patterns for building store locators, restaurant finders, and location-based search applications with Mapbox. Covers marker display, filtering, distance calculation, and interactive lists.
Expert guidance on validating, optimizing, and ensuring quality of Mapbox styles through validation, accessibility checks, and optimization. Use when preparing styles for production, debugging issues, or ensuring map quality standards.
Official integration patterns for Mapbox GL JS across popular web frameworks (React, Vue, Svelte, Angular). Covers setup, lifecycle management, token handling, search integration, and common pitfalls. Based on Mapbox's create-web-app scaffolding tool.
Security best practices for Mapbox access tokens, including scope management, URL restrictions, rotation strategies, and protecting sensitive data. Use when creating, managing, or advising on Mapbox token security.
Performance optimization patterns for Mapbox GL JS web applications. Covers initialization waterfalls, bundle size, rendering performance, memory management, and web optimization. Prioritized by impact on user experience.
> Generate an /insights-style HTML report across MANY of your agent coding sessions your friction points, and concrete fixes to become more effective — precise goal-setting, not trusting output blindly, scoping, context hygiene, right-sizing models. Reads local session history and writes one self-contained report.html. Use when the user asks to "разбери мои сессии", "оцени как я работаю с агентом", "мой insights", "session insights report", "review how I work", "на что обратить внимание", or runs "/mentor", "/mentor claude", "/mentor codex", "/mentor both". Do NOT use for reviewing the CODE produced (that's code-review) or building the agent.
Watch a video from YouTube, Instagram, X/Twitter, Vimeo, TikTok or any of ~1800 yt-dlp sites (or a local path). Downloads with yt-dlp, extracts auto-scaled frames with ffmpeg, pulls the transcript from captions (or local mlx-whisper fallback, no API key), and hands the result to Claude so it can answer questions about what's in the video.
Audit designs against 19 rules across Figma files and code (HTML/CSS/React/Vue/Tailwind). Auto-detects framework and design system (MUI, Chakra, shadcn/ui, Ant Design, Radix, Bootstrap). Runs code superpowers across all 19 categories: aria, focus, contrast, tokens, responsive, motion, forms, navigation, spacing, states, microcopy, elevation, iconography/SVG. Flags color blindness risk. Audits dark patterns, ethical design, Nielsen's heuristics. Outputs before/after diffs, developer handoff reports, wireframe-to-spec. English and Korean. Triggers on: check my design, review my UI, audit my layout, is this accessible, design review, color contrast, WCAG, a11y, pixel perfect, Figma audit, CSS check, dark patterns, is this GDPR compliant, is this manipulative, is my form accessible, is my dark mode correct, wireframe to spec, heuristic review, Nielsen audit, usability heuristics, 디자인 검토, 접근성 확인, 색상 대비, 다크 패턴, 와이어프레임 스펙.
Use when setting up, hardening, or reviewing a cloud server for self-hosting, including DNS, SSH, firewalls, Nginx, static-site hosting, reverse-proxying an app, HTTPS with Let's Encrypt or ACME clients, safe HTTP-to-HTTPS redirects, or optional post-launch network tuning such as BBR.
Use when users ask how to write, explain, customize, migrate, secure, or troubleshoot GitHub Actions workflows, workflow syntax, triggers, matrices, runners, reusable workflows, artifacts, caching, secrets, OIDC, deployments, custom actions, or Actions Runner Controller, especially when they need official GitHub documentation, exact links, or docs-grounded YAML guidance.
Use when the user wants to translate a repository README, make a repo multilingual, localize docs, add a language switcher, internationalize the README, or update localized README variants in a GitHub-style repository.
Use when self-hosting OpenClaw on a cloud server, hardening a remote OpenClaw gateway, choosing between SSH tunneling, Tailscale, or reverse-proxy exposure, or reviewing Podman, pairing, sandboxing, token auth, and tool-permission defaults for a secure personal deployment.
Use when users ask to discover, install, list, check, update, remove, back up, restore, sync, or initialize Agent Skills, mention `bunx skills`, `npx skills`, `skills.sh`, or `skills-lock.json`, ask "find a skill for X", or want help extending agent capabilities with installable skills.
Use when a user wants guidance on starting, contributing to, growing, governing, funding, securing, or sustaining an open source project, or asks about contributor onboarding, community health, maintainer burnout, code of conduct, metrics, legal basics, or open source project adoption.
Use when routing Claude Code through a local LiteLLM proxy to GitHub Copilot, reducing direct Anthropic spend, configuring ANTHROPIC_BASE_URL or ANTHROPIC_MODEL overrides, or troubleshooting Copilot proxy setup failures such as model-not-found, no localhost traffic, or GitHub 401/403 auth errors.
Use when the user needs to create, extract, flatten, list, test, install, script, or troubleshoot `tzst` CLI workflows for `.tzst` or `.tar.zst` archives, including compression levels, streaming mode, extraction filters, conflict resolution, JSON output, or standalone binary setup, even if they describe the archive task without naming `tzst`.
Use when work depends on the user's live browser session or visible rendered state rather than static fetches, especially for browser debugging contexts or DevTools-selected elements or requests, logged-in dashboards or CMS flows, localhost apps, forms, uploads, downloads, media inspection, DOM or iframe inspection, Shadow DOM, or browser failures that look like soft 404s, auth walls, anti-bot checks, or rate limits.
Use this skill when the user wants to send or fetch files through an Xdrop server from the terminal, asks to automate encrypted Xdrop share-link workflows, provides an Xdrop `/t/:transferId#k=...` link to download and decrypt locally, or needs Xdrop CLI flags such as `--quiet`, `--json`, `--expires-in`, `--output`, or `--api-url`, even if they do not explicitly mention the skill name.
Use when tasks involve Xget URL rewriting, registry/package/container/API acceleration, integrating Xget into Git, download tools, package managers, container builds, AI SDKs, CI/CD, deployment, self-hosting, or adapting commands and config from the live README `Use Cases` section into files, environments, shells, or base URLs.
Use Gemini CLI for long-context codebase exploration, architecture review, refactor impact analysis, documentation synthesis, or structured data analysis when the host should hand off a large cross-file problem instead of solving it file-by-file.
Answers built from the skills we actually parsed.