AI & ML
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
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priivacy-ai Bundle Spec Kitty Runtime NextDrive the canonical spec-kitty next --mission <handle> control loop for mission advancement. Load agent profiles at init, apply action-scoped doctrine context at each step boundary, and pull specific tactics/directives on demand. Triggers: "run the next step", "what should runtime do next", "advance the mission", "what is the next task", "continue the workflow", "what step comes next". Does NOT handle: setup or repair requests, purely editorial glossary or doctrine maintenance, or direct code review.
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priivacy-ai Bundle Spec Kitty Setup DoctorInstall, verify, and recover the modern Spec Kitty 2.0.11+ operating surface. Triggers: "set up Spec Kitty", "skills missing", "next is blocked", "runtime is broken", "doctrine assets are missing", "my agent can't find the skills". Does NOT handle: generic coding questions with no Spec Kitty context, direct runtime loop advancement, or editorial glossary maintenance.
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priivacy-ai Skill Spec Kitty Spdd ReasonsDrive REASONS Canvas authoring and review for Spec Kitty missions that opted in to Structured-Prompt-Driven Development (SPDD) via charter selection. Triggers: "use SPDD", "use REASONS", "generate a REASONS canvas", "apply structured prompt driven development", "make this mission SPDD". Does NOT handle: enforcing SPDD on projects whose charter has not selected the doctrine pack (escalate to charter workflow instead). Does NOT mirror code as prose; code remains the source of truth for current behavior.
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priivacy-ai Skill Spk Run Verdict CaptureSet a Spec Kitty work-package review verdict through the deterministic event-log seam, so every agent harness records approve/reject the same way.
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priivacy-ai Skill Spk Start Agent SurfaceChoose the correct Spec Kitty workflow for Codex CLI, Claude Code, and supported slash-command or command-skill harnesses.
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priivacy-ai Bundle Spk Doctrine Profile LoadLoad a Spec Kitty agent profile on demand for interactive sessions, including identity, governance scope, boundaries, and initialization.
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priivacy-ai Bundle Spec Kitty Charter DoctrineRun charter interview, generation, context, and sync workflows for project governance in Spec Kitty 3.x. Access doctrine artifacts programmatically via DoctrineService. Resolve agent profiles. Load action-scoped governance context iteratively, not all at once. Triggers: "interview for charter", "generate charter", "sync charter", "use doctrine", "set up governance", "charter status", "extract governance config", "load doctrine", "agent profile", "DoctrineService", "action index". Does NOT handle: generic spec writing not tied to governance, direct runtime loop advancement, setup/repair diagnostics, or editorial glossary maintenance.
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priivacy-ai Bundle Spec Kitty Glossary ContextCurate and apply canonical terminology across Spec Kitty missions. Triggers: "update the glossary", "use canonical terms", "check terminology", "add a term", "fix term drift", "glossary conflicts", "resolve ambiguity", "review terminology consistency". Does NOT handle: runtime loop advancement, setup or repair requests, agent configuration, or direct code implementation tasks.
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matrixfounder Bundle BrainstormingUse when brainstorming ideas, exploring solutions, generating options, clarifying requirements, designing architecture, or answering open-ended "how should we" and "what are the options" questions — even without the word "brainstorm".
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matrixfounder Bundle Hooks CreatorUse when the user wants to customize Gemini CLI behavior using hooks (events, blockers, loggers).
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matrixfounder Bundle Skill CreatorUse when creating new Agent Skills, upgrading existing skills, running evals to test a skill, benchmarking skill performance, or optimizing a skill's description for better triggering accuracy. Guidelines for Gold Standard skill structures.
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matrixfounder Bundle Vdd SarcasticUse when performing VDD adversarial review with an opt-in sarcastic, provocative delivery style — a stylistic skin over vdd-adversarial mechanics (exhaustive reporting + objective bar).
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matrixfounder Bundle Security AuditUse when performing security vulnerability assessment (OWASP, secrets, dependencies, IaC, LLM, API, MCP/agentic) or when "thinking like a hacker" to find exploits.
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matrixfounder Bundle Skill EnhancerUse when you need to audit, fix, or improve an existing agent skill to meet Gold Standard compliance.
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matrixfounder Skill Tdd Stub FirstTest-Driven Development with Stub-First approach.
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nintendadev Bundle Unikit MCP TrapRecord a finding about the configured engine MCP server into .unikit/MCP-RECHECK-NOTES.md — the project's log of what has to be re-checked here. Use right after a call reported success while changing nothing, ate an argument, or validated a broken state, e.g. "write this down", "record this MCP finding", "the server lied — note it", "add a recheck note", "trap this". Takes three forms of input: the finding in one line, a path to a plan file (harvests the "## MCP Findings" table of that plan and nothing else), or nothing at all — then it takes findings already in the session first, and offers to scan the tables of plans touched since the last audit. The table only, never the plan body. Writes in the one allowed genre — a check to perform; never a lifted gate, never a named workaround, never a claim about what the server can or cannot do. Makes zero MCP calls and needs no editor. To replay, retire, or upstream existing notes use /unikit-mcp-audit instead.
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nintendadev Skill Unikit MCP AuditCurate .unikit/MCP-RECHECK-NOTES.md — the project's log of findings about the configured engine MCP server. Four jobs: re-stamp (the server moved, so every entry is suspect), replay (reproduce a `replay: safe` finding inside a disposable sandbox to see whether it still holds), retire (offer to drop what was fixed or went upstream), and upstream (print a ready diff for the packaged INDEX.md). Use for "audit the MCP notes", "are these findings still true", "recheck the MCP traps", "clean up MCP-RECHECK-NOTES", "the server was updated — revisit the notes". Replaying mutates a live editor, so it starts by telling you how to prepare it — save your scene, open an empty one — and asks once before touching anything. Everything it creates lives under a single UNIKIT_AUDIT_<runid> prefix, is deleted in one action, and the scene is never saved. To record a NEW finding use /unikit-mcp-trap instead.
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matrixfounder Skill Core PrinciplesFundamental principles of agentic development: atomicity, traceability, stub-first, minimizing hallucinations.
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matrixfounder Bundle Vdd AdversarialUse when performing Verification-Driven Development with adversarial approach. Actively challenge assumptions and find weak spots.
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matrixfounder Bundle Skill Task ModelStandards for Technical Specifications (TASK) and Use Cases.
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matrixfounder Skill Skill Archive TaskComplete protocol for archiving TASK.md and PLAN.md (lockstep) with ID generation. Single source of truth for archiving.
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matrixfounder Bundle Architecture DesignGuidelines for designing scalable and modular system architecture.
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matrixfounder Bundle Artifact FormalizerUse BEFORE authoring a specification (TASK, ARCHITECTURE, PLAN, task files, issue records), a CHANGELOG entry or release notes, and AFTER to audit one that reads as an essay: long sentences, evaluative words, maxims, personification, metaphors, reasoning inside requirements, emoji as severity. Self-probing scanner; never changes the document's language. Triggers: «формализуй задачу», «проверь регистр», «напиши CHANGELOG», "formalize this spec", "reads like an essay", "write the spec", "release notes".
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priivacy-ai Bundle Spec Kitty Implement ReviewOrchestrate the implement-review loop for Spec Kitty work packages using any configured agent. Covers agent dispatch, state transitions, rejection cycles, arbiter escalation, and dependency-aware sequencing across all 13 supported coding agents. Triggers: "implement and review WPs", "run the implement-review loop", "orchestrate WP implementation", "dispatch agents for WPs", "coordinate implement and review", "sprint through WPs". Does NOT handle: specify/plan/tasks phases, setup or repair, glossary maintenance, or direct code editing by the orchestrator.
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crumbgrabber Skill MCP BuilderGuide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
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matrixfounder Skill Skill Phase ContextSkill loading tiers: TIER 0 (always), TIER 1 (phase-triggered), TIER 2 (extended). Defines when to load which skills.
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matrixfounder Skill Skill Safe CommandsCentralized list of commands safe for auto-execution without user approval. Single source of truth.
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matrixfounder Bundle Skill Session StatePersist and restore agent session context (Mode, Task, Summary) to survive resets.
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matrixfounder Bundle Skill Update MemoryAuto-update .AGENTS.md files based on code changes.
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matrixfounder Bundle Developer GuidelinesGuidelines for the Developer role: strict adherence, no unsolicited refactoring, documentation, security.
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matrixfounder Bundle Skill Spec ValidatorValidates conformance between TASK.md (RTM) and PLAN.md (Atomic Checklists).
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matrixfounder Skill Code Review ChecklistStructured checklist for code review: bugs, style, performance, security, docs.
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matrixfounder Skill Plan Review ChecklistDetailed checklist for verifying Development Plans.
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matrixfounder Bundle Requirements AnalysisUse when gathering and refining requirements into a structured TASK.
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crumbgrabber Skill Zapier WorkflowsManage and trigger pre-built Zapier workflows and MCP tool orchestration. Use when user mentions workflows, Zaps, automations, daily digest, research, search, lead tracking, expenses, or asks to "run" any process. Also handles Perplexity-based research and Google Sheets data tracking.
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matrixfounder Bundle Skill Planning FormatStandards for Development Plans (PLAN.md) and Detailed Task Descriptions (TASK.md).
Frequently asked questions
What are AI & ML agent skills?
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
Which AI & ML skills are most installed?
Popular AI & ML skills on SkillMD right now include hooks-creator, unikit-mcp-audit, architecture-design. Rankings shift as installs change; sort this page by "Most installs" for the live list.
Do AI & ML skills work with Claude Code and Cursor?
Yes. Every skill here ships as a SKILL.md file, an open format that works in Claude Code, Claude.ai, Cursor, Codex, Windsurf, and 60+ other agents. Install one with npx skillmds@latest add <owner>/<name>, or copy the file into your agent's skills directory.