AI Ml AI Skills
14,875 open-source AI Ml AI skills that teach any AI model a new workflow.
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Preflight
Production-readiness preflight check for a directory, repo, or single file. Auto-detects file types (Kubernetes manifests, Terraform, GitHub Actions workflows, Helm values/charts, Flux…
Devexpress Reports Blazor
Integrate DevExpress Report Viewer and Report Designer into Blazor Server, Blazor WebAssembly, and Blazor Web App. Register AddDevExpressServerSideBlazorReportViewer, AddDevExpressBlazorReporting in…
Creative Shaping And Craft
Guides the entrepreneur through shaping raw creative material into disciplined form, applying intention, rules, temporary constraints, assumption reversal, point-of-view discovery, pattern-breaking,…
Validate Md Ref
检查 Markdown 文档中的引用是否可定位、URL 或锚点是否可访问,并整理供后续判断引用真实性与适切性的结构化证据。当用户要求核查引用、检查文档链接,或确认引用是否支持正文论断时使用。
Social X Post Card
X / Twitter Post Card (Open Design) — use only when explicitly invoked, not for general design requests
Release Openclaw Ci
Run, watch, debug, and summarize OpenClaw full release CI, release checks, live provider gates, install/update proofs, and release-secret preflights.
Continuous Learning
[OBSOLETO - usar continuous-learning-v2] Extractor de skill por hook Stop v1 heredado. v2 es un superconjunto estricto con aprendizaje basado en instintos, con alcance de proyecto y hooks confiables.…
Social Media Content Calendar
Plan multi-platform social campaigns: briefs to posting.
Git Master
Handles git work: atomic commits, rebase, squash, blame, bisect, reflog, and history questions. Use whenever a task needs a commit or a git-history investigation; skip for ordinary code edits.
Hyperframes Registry
Install and wire registry blocks and components into HyperFrames compositions. Use when running hyperframes add, installing a block or component, wiring an installed item into index.html, or working…
Ai Pipeline Orchestration
Orchestrate AI/ML pipelines for data ingestion, model training, batch inference, and RAG indexing using Prefect, Airflow, or Dagster.
Prompt Engineering Patterns
This skill should be used when the user asks to "optimize a prompt", "improve prompt performance", "design a prompt template", "write better prompts", "debug prompt issues", "use chain-of-thought",…
Building Attack Pattern Library From Cti Reports
Parse cyber threat intelligence reports (Mandiant, CrowdStrike, Talos, Microsoft) with stix2, mitreattack-python, and spaCy to extract adversary behaviors, map them to MITRE ATT&CK technique IDs, and…
Update Harness Dependencies
Update the primary SDK dependencies of harness packages. Use when asked to update the harness SDKs or harness adapter dependencies.
Research
Multi-agent web research with mandatory URL verification, confidence-tagged output, and four depth modes (quick to deep investigation). USE WHEN research, do research, quick research, extensive…
Golang Expert
Go programming expert for goroutines, channels, interfaces, modules, and concurrency patterns
Claims Drafting
Draft patent claims for an invention. Use when user says "撰写权利要求", "draft claims", "写权利要求书", "claim drafting", or wants to create patent claims. The core skill of the patent pipeline.
Autoresearch
Orchestrates end-to-end autonomous AI research projects using a two-loop architecture. The inner loop runs rapid experiment iterations with clear optimization targets. The outer loop synthesizes…
Swot Strategy
Run SWOT, PEST and competitive-landscape analysis on a company or product and turn it into actionable recommendations, delivered as a Word document
Subtitle Burner
Burn an SRT subtitle file into an MP4 via ffmpeg's subtitles filter (libass). Single-pass re-encode of video; audio copied as-is. Uses a verified managed Noto Sans CJK font when available. Used by…
Decomposition Planning Roadmap
Creates step-by-step decomposition plans and migration roadmaps for breaking apart monolithic applications. Use when asking "what order should I extract services?", "plan my migration", "create a…
Audit Codebase
Codebase health audit scoring 7 categories with progression plan
Optimize
Diagnoses and fixes UI performance across loading speed, rendering, animations, images, and bundle size. Use when the user mentions slow, laggy, janky, performance, bundle size, load time, or wants a…
Deidentifying Clinical Text
Remove, mask, or replace PHI/PII in clinical free text on-device with OpenMed's deidentify(). Use when the user needs to de-identify medical notes, strip patient identifiers, redact PHI before sharing…
Data Viz Renderer
Generate self-contained HTML/SVG infographics from JSON data, including stat cards, bar charts, flow diagrams, and mixed dashboards. Offers 8 color palettes and built-in icons with no external…
Peekaboo
Capture and automate macOS UI with the Peekaboo CLI.
Package Add
Install a Unity package from the registry, a Git URL, or a local path. Modifies `manifest.json` and triggers package resolution; may also trigger a domain reload — the final result is delivered after…
Imaging Data Commons
Query and download public cancer imaging data from NCI Imaging Data Commons using idc-index. Use for accessing large-scale radiology (CT, MR, PET) and pathology datasets for AI training or research.…
Omh Security Event Response
[omh] Security event on the code already shipped -- a CVE in a dependency, a secret committed to the repo, a license question, an advisory: triage reachability and severity, contain in order, and…
Avoid Acting On Assumptions
Common mistake — proceeding with assumptions about ambiguous requirements instead of asking a clarifying question first. This skill reminds you to stop and ask before acting on uncertain…
Doca Hardware Safety
Use this skill whenever the agent is about to recommend or apply a change that touches DPU / NIC hardware state on a live system — mlxconfig firmware-parameter write, NIC firmware burn, BFB reflash,…
Modern
Contemporary editorial style with serif typography, minimal palettes, and clean layouts for polished digital products.
Redteam Recon Intake
Recon intake skill for first contact with a bare domain, URL, or IP address. Use to build an initial recon_profile and provide factual inputs for CVE lookup and attack-path routing.
Golang Stay Updated
Golang ecosystem watch list — official sources (go.dev/blog, pkg.go.dev, tour.golang.org, golang-nuts), newsletters (Golang Weekly, Awesome Go Newsletter), communities (r/golang, gophers.slack.com, Go…
Secret Handling
Never read .env files or write secrets to .squad/ committed files
Design Token Audit
Audit token usage across a product for coverage, drift, and hard-coded values. Use when tokens exist and you suspect they are being bypassed. For defining tokens in the first place, use `design-token`…
Ai Core/Structured Outputs
Type-safe JSON schema responses from LLMs using outputSchema on chat() and useChat(). Supports Zod, ArkType, and Valibot schemas. The adapter handles provider-specific strategies transparently — never…
Comet Hotfix
使用 Classic 预设流程修复局部缺陷。在用户明确调用 /comet-hotfix、选择 hotfix,或恢复 workflow: hotfix 时使用。
Streaming
Response streaming configuration and real-time output
Draft Wireframe
Wireframe a screen — text/ASCII by default, or hand-drawn HTML when the user says "sketch", "hand-drawn", "lo-fi HTML", "whiteboard", "graph paper", or "visual wireframe". Text mode produces a…
Solublempnn
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…
Requirements Clarity
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…
Get Session Logs
Get current session system logs. IMPORTANT - when commands fail, encounter errors, or need to understand previous operation results, call this tool. Logs contain command details, error info, system…
Swift Actor Persistence
在 Swift 中使用 actor 实现线程安全的数据持久化——基于内存缓存与文件支持的存储,通过设计消除数据竞争。
Disease Mechanism Evidence Map
Systematically maps mechanism evidence for a disease from molecules to pathways, cell types, tissues, biological consequences, and clinical phenotypes. Always use this skill when a user needs a…
Marks Cycles
Use when evaluating markets through Howard Marks-style second-level thinking, credit cycles, risk premiums, market psychology, and defensive versus aggressive posture.
Unity Bookmark
Manage Scene View bookmarks and saved viewpoints
Git Worktrees
Use when working on multiple branches simultaneously, context switching without stashing, reviewing PRs while developing, testing in isolation, or comparing implementations across branches - provides…
Price Watch
Check product pages for a price drop, comparing against the lowest price seen before and alerting only on a new low. Use when the user asks to watch a price, track a deal, or tell them when something…
Team Builder Packaging
Use when generating or auditing a multi-role agent team package with orchestrator, PM Soul, Memory Curator, Policy Gate, workers, eval, QA, handoffs, and runtime adapters.
Release Db Config Sync
Compute the remote DB migration + Nacos config diff before a test release — apc release db-config-sync really spawns sync-test-migrations.ts --dry-run (never a stub) and diffs Nacos key dumps,…

