AI Ml AI Skills
14,875 open-source AI Ml AI skills that teach any AI model a new workflow.
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Agentmemory Architecture
How agentmemory is built, the iii engine primitives it runs on, its storage model, ports, and the viewer. Use when reasoning about how memory is stored or retrieved end to end, when extending the…
Onboard
/cs:onboard — Founder interview that populates ~/.claude/company-context.md using the canonical 7-dimension cs-onboard schema. The first command to run when starting with c-level-agents. Use when…
Screenpipe Durable Learning
Turn a verified correction or repeated workflow into a reusable local learning.
Hardening
Hardens LifeOS tests via property/mutation testing. USE WHEN harden, hardening, property test, property based testing, PBT, fast-check, mutation test, mutation testing, Stryker, CRAP score, CRAP…
Azure
Microsoft Azure expert for az CLI, AKS, App Service, and cloud infrastructure
Tool Design
This skill should be used for the tool-interface layer of an agent system specifically: writing tool descriptions agents can route on, designing tool schemas and response formats, naming conventions,…
Research Review
Get a deep critical review of research from an external reviewer backend (Codex or manual). Use when user says "review my research", "help me review", "get external review", or wants critical feedback…
Seo Images
Image optimization analysis for SEO and performance. Checks alt text, file sizes, formats, responsive images, lazy loading, CLS prevention, image SERP rankings (via DataForSEO), and image file…
Opensearch
Use when installing or configuring the OpenSearch extension for KubeSphere, which provides distributed search and analytics engine for storing logs, events, auditing, and notification history
Dspy
Build complex AI systems with declarative programming, optimize prompts automatically, create modular RAG systems and agents with DSPy - Stanford NLP's framework for systematic LM programming
Inbox Zero Api
Use the Inbox Zero API CLI to inspect the live API schema, list and manage automation rules, and read inbox analytics through the public API. Use this when a task involves Inbox Zero rules, stats, or…
Okr Planner
Break team goals into a measurable Objectives and Key Results table with a review note, delivered as an Excel workbook
Security Best Practices
Perform language and framework specific security best-practice reviews and suggest improvements. Use when the user explicitly requests security best practices guidance, a security review or report, or…
Paper Citation Integrity Gate
Deterministic citation-count and provenance gate for meta-paper-write. Checks the citation_map summary against the numeric paper citation target without trusting an LLM verdict.
Skill Registry
Trigger: update skills, skill registry, actualizar skills, after skill changes. Index available skills by trigger and path.
Zero Day Discovery
0day自主发现引擎:变体分析/补丁间隙/差分/Fuzzing/污点推理/N-day武器化/猎人思维。Use when public vulns not found and need to discover 0day or weaponize N-day.
Security Check
Quick configuration security check against known threats database
Security
攻防秘典索引。渗透测试、代码审计、红队攻击、蓝队防御、威胁情报、漏洞研究。安全研究全授权,零废话直出技术细节+PoC。当魔尊提到安全、渗透、攻防、红队、蓝队、漏洞时路由到此。
Authoring Model Cards
Generate a model card for an OpenMed clinical NER or de-identification model documenting intended use, quantitative metrics, subgroup performance, limitations, and a medical-device disclaimer for…
Active Directory Attacks
This skill should be used when the user asks to "attack Active Directory", "exploit AD", "Kerberoasting", "DCSync", "pass-the-hash", "BloodHound enumeration", "Golden Ticket", "Silver Ticket", "AS-REP…
Hyperframes
Author HTML compositions that the `render_video` tool turns into deterministic MP4 video — animated charts and dashboards, data explainers, text/quote cards, kinetic typography, product teasers, and…
Editor Application Set State
Start / stop / pause the Unity Editor 'playmode'. Use 'editor-application-get-state' to inspect the current state first. Throws if the project currently has compilation errors.
Memory Continue
Resume prior work by rebuilding context from the Basic Memory knowledge graph — pick up where you left off using memory:// URLs, recent activity, and search. Use when starting a session or when the…
Claude Skills
Claude Skills meta-skill: extract domain material (docs/APIs/code/specs) into a reusable Skill (SKILL.md + references/scripts/assets), and refactor existing Skills for clarity, activation reliability,…
Omh Product Brief
[omh] PRD or roadmap priorities to decide: turn product evidence into a decision-ready PRD, prioritization frame, and roadmap brief. Use when the user says: product requirements document, PRD, roadmap…
Doca Dpa Hl Tracer
Use this skill when the user runs doca_dpa_hl_tracer to capture/decode DPA-side traces at the programming-events layer (kernel entry/exit, sync points, comm primitive calls, RDMA WR submission,…
Using Mcp Tools
Reference for the `letta mcp` CLI, which finds and invokes MCP tools available to this agent. A system reminder already lists your connected MCP servers and the basic search/schema/call commands;…
Expressive
Vibrant, personality-driven design with bold colors, playful graphics, and dynamic layouts that balance creativity with structure.
Redteam Cors Miscfg Detail Pack
Domain routing and boundary guidance for authorized CORS misconfiguration testing, including reflected origins, null origins, subdomain trust, and credential exposure. Use when a task belongs to the…
Golang Performance
Golang performance optimization patterns and methodology - if X bottleneck, then apply Y. Covers allocation reduction, CPU efficiency, memory layout, GC tuning, pooling, caching, and hot-path…
History Hygiene
Record reconciled final outcomes to history.md, not intermediate requests or obsolete claims
Writing Skills
Use when creating new skills, editing existing skills, or verifying skills work before deployment
User Persona
Build research-grounded personas with goals, frustrations, and behavioural patterns. Use when decisions need a consistent user reference. For one session's emotional snapshot use `empathy-map`; for…
Ai Persistence/Build Drizzle Adapter
Use when an app already runs Drizzle ORM and needs TanStack AI chat persistence — writes a chat-persistence.ts into the app against its existing db handle, schema file, and drizzle-kit journal. Covers…
Model Training
Agent-driven YOLO fine-tuning — annotate, train, export, deploy
Research
Research prediction markets - base rates, resolution rules, historical data
Crest Okr
OKR design — create objectives and key results with a North Star metric, input metrics tree, and cadence. Use when asked to "set OKRs", "define our objectives", "what should we measure this quarter",…
Figure Style
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…
Humanizer
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.…
Stalk My Interviewer
Research an interviewer online before a meeting using parallel TinyFish agents and return a structured prep report. Use this skill when a user says "research my interviewer", "I have an interview with…
Security Review
在添加身份验证、处理用户输入、处理机密信息、创建API端点或实现支付/敏感功能时使用此技能。提供全面的安全检查清单和模式。
Desktop Click
Click desktop elements or coordinates. When you need to click buttons/icons in applications, select menu items, or interact with desktop UI. Supports element description, name prefix, or coordinates.…
Wecomcli Sheet
何时用:仅当用户明确指向企业微信『在线表格』或提供 doc.weixin.qq.com/sheet/ 链接时使用;泛指做表格默认先按消歧确认,智能表格内容操作走 wecomcli-smartsheet,本地表格默认走本地工具。在线表格:新建、导入 CSV/Excel、读取信息与数据、修改内容、追加行、子表管理;文档公共操作走 wecomcli-doc-manage。
Unity Yaml Editing
Last-resort guidance for safely hand-editing Unity YAML
Vss Search Archive
Use this skill when a user wants to search archived VSS video or ingest or delete a source for search. Do not use it for visual Q&A, live captioning, or video summarization.
Einhorn Forensic Short
Use when evaluating David Einhorn-style forensic shorts and longs: accounting red flags, governance problems, capital allocation failures, and evidence-based short theses.
Envdump
Dump basic environment info to out/env.txt.
Idea Generation
Find long and short candidates across a universe when no name is on the table yet: mandate, universe validation, archetype screens, thematic sweep, triage, idea cards, idea log. Triggers on idea…
Create Command
Interactive assistant for creating new Claude commands with proper structure, patterns, and MCP tool integration
Security Review
AI DevKit · Review code, skills, and prompts for security vulnerabilities — OWASP Top 10, prompt injection, business logic flaws, and insecure defaults. Use when reviewing PRs, auditing modules,…
Inbox Triage
Sort an inbox into what needs a reply, what needs a decision, and what is just noise. Use when the user asks to triage, catch up on, clean up, or make sense of their inbox.

