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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nordeim-openclaw-curated-skills Bundle ClawhubUse the ClawHub CLI to search, install, update, and publish agent skills from clawhub.com. Use when you need to fetch new skills on the fly, sync installed skills to latest or a specific version, or publish new/updated skill folders with the npm-installed clawhub CLI.
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nordeim-openclaw-curated-skills Bundle Securevibes ScannerRun AI-powered application security scans on codebases. Use when asked to scan code for security vulnerabilities, generate threat models, review code for security issues, validate findings, suggest fixes, or verify remediations. Triggers on security scan, threat model, security review, vulnerability assessment, code audit, or AppSec-related requests targeting a project or repository.
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fdu-ins Skill Coverage AssessmentVerifies provider credentials via NPI MCP, searches Medicare coverage policies via CMS Coverage MCP, and maps clinical evidence to policy criteria with MET/NOT_MET/INSUFFICIENT assessment, per-criterion confidence scoring, and documentation gap analysis.
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fdu-ins Skill Document ManagementPersonal document management skill using Paperless-ngx. Use when: (1) Ingesting and filing new documents, (2) Searching for existing documents, (3) Applying tags and correspondents, (4) Managing retention policies, (5) Integrating documents with other personal workflows (tax prep, medical records, insurance claims). Tools: paperless-mcp for all document operations.
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fdu-ins Bundle Risk Scoring Matrixrisk assessment matrix and analysis tool. assessment-analyst agent risk probability and impact systematicas assessmentto do when reference. 'risk matrix', 'probability impact analysis', 'risk score' request when usage. However, insurance total risk model scope outside.
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outlinedriven-odin-claude-plugin Bundle Gut SyncUse when a user resumes work and needs an orientation card without full human recall. Not for packaging context for another agent or session: use handoff. Never source or remote-system changes.
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outlinedriven-odin-claude-plugin Bundle Device TreeUse when writing DTS/DTSI, bindings, overlays, phandles, or debugging OF platform probe failures. Not for probe and remove code: use platform-device-model.
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pramoddutta Skill Agentic Testing PatternsAI-first testing methodology where autonomous agents plan, generate, execute, and maintain test suites with minimal human intervention, covering agent orchestration, feedback loops, and intelligent test prioritization.
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pramoddutta Skill QA Agent For Claude CodeTurn Claude Code into an autonomous QA agent — an explore, generate, run, heal, report loop that maps the app, writes tests for real user journeys, executes them, self-heals broken locators, and reports coverage. Build a QA agent skill for Claude Code.
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fdu-ins Bundle Igw Error ManagementMCP skill for IGW (InsurGateway) error management — list, analyze, report, and manage insurance integration errors across test and production environments. Invoke whenever user asks about IGW errors, insurance gateway issues, success rates, or error reports.
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outlinedriven-odin-claude-plugin Bundle Triton LangUse when writing Triton kernels with @triton.jit, tl.load and tl.store with masking, tl.atomic_add, autotuning, benchmarking, or integrating kernels into PyTorch. Not for raw CUDA: use cuda.
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outlinedriven-odin-claude-plugin Bundle WayfinderUse when a greenfield project or large feature build will not fit in a single agent session. Don't use for implementation, remote credential changes, or work that fits in one session.
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outlinedriven-odin-claude-plugin Bundle InterrogateUse when asked to "interrogate" or run an adversarial multi-model review of a supplied code artifact. Not for tasks that require source or remote-system changes.
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tonone-ai Skill Fit TuneDesign a hyperparameter tuning strategy for a model — search space, method, and budget. Use when asked to "tune hyperparameters", "define a search space", or "set a tuning budget".
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pramoddutta Skill Autonomous Agent TestingTesting patterns for autonomous AI coding agents like Devin and SWE-Agent including task verification, output validation, sandboxed execution, regression testing for agent behavior, and safety guardrails for autonomous code generation.
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fdu-ins Skill Pii Detector RedactorDetects and redacts personally identifiable information from documents and agent outputs. Identifies names, addresses, email addresses, phone numbers, national insurance numbers, passport details, bank account numbers, and other PII categories with configurable redaction styles and audit logging for GDPR compliance.
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fdu-ins Bundle Agent Justice ProtocolDispute resolution, forensic investigation, and risk assessment for autonomous AI agent transactions. Reconstruct provenance chains, adjudicate fault, generate actuarial risk profiles for agent insurance. The accountability layer of the Agent Trust Stack.
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fdu-ins Bundle Brave Instagram SearchFast Instagram lead generation using Brave Search API. Scrapes 100+ insurance agent leads from Instagram via Google search results. Use when user wants quick lead volume via Brave search method, needs 100+ leads fast, or says 'brave instagram', 'brave search leads', 'get 100 leads', or wants high-volume lead generation without browser automation.
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outlinedriven-odin-claude-plugin Bundle Memory ModelUse when choosing memory orderings for C++ or Rust atomics, reasoning about happens-before, writing lock-free patterns, or diagnosing data races. Not for lock-based design: use kernel-concurrency.
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tonone-ai Skill Plot EdaDesign an exploratory data analysis workflow for a dataset. Use when asked to "explore this dataset", "run an EDA", or "what is in this data".
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fdu-ins Bundle Risk Response Patternsrisk response strategy pattern library. response-strategist and monitoring-planner agent risk response plan establishto do when reference. 'risk response', 'mitigation strategy', 'response plan' request when usage. However, insurance design legal risk specialistdocument scope outside.
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outlinedriven-odin-claude-plugin Bundle Dedup SkillsUse when asked to deduplicate a skill tree, fold overlapping skills, or cut the skill count: analyze, gate per family, then fold. Not for prompt-doctrine cascades: use cascade-dedup.
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pramoddutta Skill Vitest Migration ConfigTeaches the agent to migrate a Jest suite to Vitest — vi.mock and the globals shim, vitest.config workspaces/projects, coverage, browser mode, and Vitest v4 breaking changes.
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tonone-ai Skill Fit ReconAudit existing model training code — find reproducibility issues, data leakage, and missing best practices. Use when asked to "audit our training code", "is our training reproducible", or "check for training data leakage".
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tonone-ai Skill Apex RouteReach ANY tonone specialist on demand, even ones not installed in this session's roster — no restart needed. Use when asked "which agent handles this", "reach a specialist we didn't install", "route this to the right agent", or whenever a scoped apex-profile roster is missing the right hat for the job.
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outlinedriven-odin-claude-plugin Bundle Agent TranscriptUse when a redacted, trimmed agent transcript must be appended to a GitHub PR or issue body, with human approval and preview. Not for automated or model-initiated insertion.
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pramoddutta Skill AI Test Generation PatternsSystematic patterns for prompting AI coding agents to generate high-quality tests including prompt engineering for test creation, coverage-driven generation, mutation-aware testing, and review checklists for AI-generated test code.
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pramoddutta Skill LLM Output TestingTesting LLM-powered features including output quality validation, hallucination detection, token usage monitoring, and prompt regression testing.
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pramoddutta Skill MCP Server TestingComprehensive testing patterns for Model Context Protocol servers including tool validation, transport testing, schema verification, and end-to-end MCP integration testing with stdio and SSE transports.
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outlinedriven-odin-claude-plugin Bundle Wasm WasmtimeUse when running WASM with the wasmtime CLI, embedding wasmtime in Rust, limiting execution with fuel, or building WASI preview2 components. Not for browser targets: use wasm-emscripten.
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pramoddutta Skill Webdriverio TestingComprehensive WebDriverIO (WDIO) test automation skill for generating reliable end-to-end browser tests in JavaScript and TypeScript with Page Object Model, custom commands, and advanced synchronization strategies.
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outlinedriven-odin-claude-plugin Bundle Cascade DedupUse when prompt-doctrine is duplicated, drifted, or conflicting across output-style embeds and external harness AGENTS files. Not for editing the canonical baseline itself.
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outlinedriven-odin-claude-plugin Bundle Mutual SyncUse when the user and agent may hold different pictures of current state after a gap, sync request, or exposed stale claim. Not for persistence: use memory-update.
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fdu-ins Bundle Insurance Claim Routing DemoInteractive demo: Generate pseudo-labels from a strong teacher model, build a cheap student function, and evaluate accuracy. Showcases pseudo-labeling and teacher-student distillation.
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tonone-ai Skill Mint RaisePrepare fundraising financial materials — investor model, data room financial docs, cap table, and use-of-funds narrative. Use when asked to "prepare for Series A", "build our investor model", or "what financials do investors want".
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tonone-ai Skill Mint ReconFinancial reconnaissance — audit current P&L, burn rate, runway, unit economics, and financial health to understand where the constraint is. Use when asked to "audit our finances", "what is our runway", "are our unit economics healthy", or "before building a financial model".
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 coverage-assessment, document-management, risk-scoring-matrix. 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.