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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valec3 Skill Backend Deployment Production ChecklistProduction readiness, security headers, optimization.
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sendaifun Bundle Wallet AnalysisAnalyze Solana wallets and multichain portfolios with Zerion API. Use for Solana portfolio value, token positions, transaction history, wallet charts, and PnL. Prefer direct REST API integration, with hosted MCP and x402 on Solana as no-key alternatives for agent workflows.
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agile-v Skill Chief TechChief Technology Officer (CTO) orchestrator for architecture governance, build-vs-buy decisions, tech debt management, engineering standards, platform strategy, and security posture. Orchestrates rd-innovator, build-agent, observability-planner, threat-modeler.
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agile-v Skill Build AgentGenerates code, firmware, HDL, or other technical artifacts strictly derived from approved, baselined requirements. Language-agnostic. Use when synthesizing artifacts from Logic Gatekeeper-reviewed requirements with Gate 1 approval and baseline capture.
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nodejsmith Skill Mine ProductUse when the user says: "create product context", "generate product.md", "set up product context", "document this product", or "update product context". Generates or refreshes a product.md for the current repo via inference + interview.
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nodejsmith Skill Mine ResearchUse when the user says: "research adding X", "feasibility study", "evaluate approach", or wants a focused investigation before committing. Dispatches the researcher agent for codebase investigation and presents a structured brief.
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willyu1007 Bundle LLM EngineeringEntry workflow for LLM engineering tasks (provider integration, calling wrapper, routing profiles, prompt templates, cost/telemetry, credentials/config keys). Routes to one procedure and enforces required verification.
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willyu1007 Skill Documentation GuidelinesApply LLM-first documentation standards when writing or reviewing docs - covers structure, semantic precision, token efficiency, and verification.
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nodejsmith Skill Mine Clean CodeUse when the user says: "clean code check", "style review", "LLM smell check", "code hygiene", "nitpick this", "style check", "find style sins", "nitpicker review", "anal retentive review", "exhaustive style review", "no-filter style report". Dispatches three parallel stylistic checkers — llm-checker (training-bias patterns), lazy-checker (deferred debt), and nitpicker (style hygiene) — and consolidates findings into a report organized by checker with a Summary section for orchestration consumption.
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nodejsmith Skill Mine Domain ModelUse when the user says: "domain model", "glossary", "sharpen terminology", "define this term", "what does X mean in this codebase", "ubiquitous language", or wants to pin down domain terminology, record an architectural decision, or when another skill needs to maintain the domain model.
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agile-v Skill Test DesignerDesigns the verification suite from approved, baselined requirements only — never from code. Prevents success bias. Use when building test cases in parallel with the Build Agent after Gate 1 approval and baseline capture.
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agile-v Skill Validation AgentPlans and assesses intended-use validation with representative users and operational environments. Use after verification to decide whether the right system was built for its defined intended use.
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agile-v Skill Red Team VerifierThe Verification Agent — challenges Build Agent artifacts via independent verification. Executes tests against artifacts. Use to audit code, schematics, or firmware against requirements.
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agile-v Skill Agile V BehavioralAnti-pattern prevention guidelines for Agile V agents. Prevents common LLM coding mistakes while maintaining Agile V traceability. Use when implementing requirements to avoid overcomplication, silent assumptions, scope creep, and verification failures.
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agile-v Skill Agile V ComplianceRisk management, CAPA protocol, human gate approval records, AI agent security controls, and periodic revalidation. Load when running gates, handling CAPAs, or auditing compliance and security posture.
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willyu1007 Bundle Sync DB Schema From CodeApply schema changes from repo SSOT (prisma/schema.prisma) to a target DB via Prisma migrations, with diff preview + approval gate; then refresh LLM context (docs/context/db/schema.json).
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willyu1007 Bundle Land Skills Into RepoInstall or update an Agent Skills bundle into a repository SSOT (.ai/skills/).
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willyu1007 Bundle Generate Skills From KnowledgeTurn one or more knowledge documents into a provider-agnostic Agent Skills bundle (SKILL.md + examples/templates), using a plan -> apply -> lint workflow.
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dangeles Bundle CalculatorUse when PHYSICS/ENGINEERING feasibility checks are needed — order-of-magnitude estimates, mass-balance / diffusion / fluid-flow models, identifying rate-limiting steps. NOT for statistical method selection (use statistician), algorithm complexity (use mathematician), or cost estimates (use economist).
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brite-nites Skill Flow Journey AuthorPer-domain journey doc authoring sub-skill for the flow-architecture plugin (implements CDR-023). Writes ONE markdown file at `docs/product/journeys/<domain>.md` per domain, conforming to the Q26 locked template (variable phase count per Q26 mod 5; ~290-450+ lines based on TEAM precedent). Hybrid authoring — deterministic frontmatter stamping via the extracted `scripts/build_journey_frontmatter.py` builder (scaffold-log frontmatter + story-doc aggregation per ADR-033, fixture-locked); single body-only `Agent(journey-doc-author)` call for 7-9 narrative sections (single-agent preserves cross-phase narrative continuity). Runs AFTER `flow-doc-author` so story docs are available as authoring context AND as the personas/flow_ids aggregation source. 1 agent per domain; parallel across domains for multi-domain scaffolds with a concurrency cap of ~10 to avoid Claude Code background-agent queueing. 0 synchronous gates in default mode. Per-domain footprint ~90s; wall time scales as `ceil(N/10) * ~90s` — N≤10 domains fin
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brite-nites Skill Flow Linear ScaffoldHeaviest-mutation sub-skill for the flow-architecture plugin (implements CDR-023). Writes per-domain Linear scaffolding — 1 milestone + N sub-flow parent issues + 5N discipline children + N Children-summary comments + 1 milestone description refresh = 2+7N writes per domain. Per-sub-flow execution unit, per-domain preview/approval. 3-layer idempotency (`.flow/scaffold-log/<domain>.md` append-only + per-sub-flow `list_issues` lookup + MCP error row flag). 100% per-issue fidelity-review coverage via background `Agent(general-purpose)` dispatch with sub-flow-boundary collection (every 6 issues). 1 mandatory pre-scaffold preview gate; conditional gates for failure recovery only. Sub-flow-atomic classified retry on failure (transient -> 1 retry + 2s backoff; permanent -> AskUserQuestion; cascading -> permanent + abort). Preview budget `(2+7N) × 500ms` -> N=10 ~36s, N=30 ~106s.
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hack23 Skill AI GovernanceEU AI Act compliance, OWASP LLM security, responsible AI practices for parliamentary data and MCP server applications
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hack23 Skill Testing StrategyNode.js testing with Vitest/Jest, MCP protocol testing, European Parliament API mocking, integration tests, and 80%+ coverage
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dangeles Bundle Brainstorming PmUse when orchestrating multi-perspective brainstorming sessions requiring parallel agent execution, confidence-weighted synthesis, and optional workflow handoff.
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hack23 Skill Testing MCP ToolsTesting patterns for MCP tools, integration tests, mocking European Parliament API, and achieving 80%+ coverage
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hack23 Skill Secure Code ReviewSecurity code review using OWASP Top 10, input validation, and Hack23 ISMS secure development policy for TypeScript/MCP
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hack23 Skill Security By DesignAPI security, MCP tool security, input validation, rate limiting, audit logging, secure authentication, and defense-in-depth principles
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hack23 Skill MCP Gateway SecurityMCP gateway security patterns, token management, request validation, and audit logging for parliamentary data access
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hack23 Skill Business Model CanvasValue proposition, customer segments, revenue streams, and business model design for EU parliamentary data platforms
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hack23 Skill MCP Server DevelopmentMCP protocol patterns, tool implementation, resource handlers, prompt templates, and error handling for Model Context Protocol servers
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hack23 Skill Code Quality ExcellenceEnforce code quality with ESLint, TypeScript strict mode, Knip unused detection, and quality gates for MCP servers
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dangeles Bundle Principal InvestigatorUse when directing a research project end-to-end — gathering specialist feedback, making final scientific decisions, writing publication-quality prose, and delegating implementation. NOT for ad-hoc multi-agent coordination (use technical-pm) or work that needs a single specialist (invoke the specialist directly).
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hack23 Skill Github Agentic WorkflowsGitHub Agentic Workflows (gh-aw) — markdown-defined AI automation with Copilot/Claude/Codex, safe outputs, 5-layer security, and Continuous AI patterns
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hack23 Skill Performance OptimizationNode.js/TypeScript API performance, MCP protocol optimization, European Parliament API caching, async operations, and memory efficiency
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hack23 Skill AI Development GovernanceAI-augmented development controls, GitHub Copilot governance, LLM security, AI-generated code review per Hack23 Secure Development Policy
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hack23 Skill MCP Gateway ConfigurationMulti-server MCP gateway setup, tool routing, access control, and configuration for parliamentary data integration
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 chief-tech, build-agent, test-designer. 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.