mattpocock-skills
claudeMatt Pocock's agent skills for real engineering (grilling, spec/ticket flows, TDD, code review, domain modelling and more).
39 skills
ATV Starter Kit for VS Code: all ATV skills and reviewer/specialist agents in one personal install.
Plugin atv-starter-kit from marketplace atv-starter-kit in All-The-Vibes/ATV-StarterKit. Commands read from the repo's manifest — 1 month ago.
atv-doctorDiagnose ATV Starter Kit installation health across project scaffold, Copilot CLI marketplace plugins, and VS Code source-installed AgentPlugins. Detects install scope, version drift, AgentPlugin git state, file integrity, hook validity, MCP prereqs, and optional dependency status. Triggers on 'atv
atv-securityUnified ATV security audit. Scans agentic config (.github/, .vscode/) using AgentShield's 33-rule taxonomy AND application source code for OWASP Top 10 + STRIDE threats. Triggers on 'security scan', 'audit security', 'check config security', 'atv-security', 'security audit', 'scan for vulnerabilitie
atv-updateUpdate ATV Starter Kit to the latest version. Handles Copilot CLI marketplace plugins, VS Code source-installed AgentPlugins, and project scaffold advisory status. Marketplace plugins use `copilot plugin update` with confirmation. Clean source AgentPlugins can fast-forward with confirmation. Project
autoresearchAutonomous iterative experimentation loop for any programming task. Guides the user through defining goals, measurable metrics, and scope constraints, then runs an autonomous loop of code changes, testing, measuring, and keeping/discarding results. Inspired by Karpathy''s autoresearch. USE FOR: auto
brainstormingThis skill should be used before implementing features, building components, or making changes. It guides exploring user intent, approaches, and design decisions before planning. Triggers on "let's brainstorm", "help me think through", "what should we build", "explore approaches", ambiguous feature
ce-brainstormExplore requirements and approaches through collaborative dialogue before writing a right-sized requirements document and planning implementation. Use for feature ideas, problem framing, when the user says ''let''s brainstorm'', or when they want to think through options before deciding what to buil
ce-compound-refreshRefresh stale or drifting learnings and pattern docs in docs/solutions/ by reviewing, updating, consolidating, replacing, or deleting them against the current codebase. Use after refactors, migrations, dependency upgrades, or when a retrieved learning feels outdated or wrong. Also use when reviewing
ce-compoundDocument a recently solved problem to compound your team's knowledge
ce-ideateGenerate and critically evaluate grounded improvement ideas for the current project. Use when asking what to improve, requesting idea generation, exploring surprising improvements, or wanting the AI to proactively suggest strong project directions before brainstorming one in depth. Triggers on phras
ce-planTransform feature descriptions or requirements into structured implementation plans grounded in repo patterns and research. Also deepen existing plans with interactive review of sub-agent findings. Use for plan creation when the user says 'plan this', 'create a plan', 'write a tech plan', 'plan the
ce-reviewStructured code review using tiered persona agents, confidence-gated findings, and a merge/dedup pipeline. Use when reviewing code changes before creating a PR.
ce-workExecute work efficiently while maintaining quality and finishing features
deepen-planEnhance a plan with parallel research agents for each section to add depth, best practices, and implementation details
document-reviewReview requirements or plan documents using parallel persona agents that surface role-specific issues. Use when a requirements document or plan document exists and the user wants to improve it.
evolvePromote mature instincts (confidence > 0.8) into full Copilot skills that get auto-discovered. Clusters related instincts and generates SKILL.md files in .github/skills/.
feature-videoRecord a video walkthrough of a feature and add it to the PR description. Use when a PR needs a visual demo for reviewers, when the user asks to demo a feature, create a PR video, record a walkthrough, show what changed visually, or add a video to a pull request.
instinctsShow all learned instincts for this project with confidence scores, grouped by domain. Use to review what the project has learned and identify patterns ready for evolution.
karpathy-guidelinesBehavioral guidelines to reduce common LLM coding mistakes. Invoke when writing, reviewing, or refactoring code to avoid overcomplication, make surgical changes, surface assumptions, and define verifiable success criteria. Derived from Andrej Karpathy's observations on LLM coding pitfalls.
landSession completion protocol - the opposite of "takeoff". Use this skill whenever the user says "land", "/land", "land the plane", "land it", "let's land", "land this", "bring it in", "wrap it up", "land the plan", "land plane", "time to land", "ok land", "go ahead and land", or any variation that si
learnExtract reusable patterns from recent work into instincts. Run after completing features, fixing bugs, or at session end to capture what the project learned.
lfgFull autonomous engineering workflow
meme-iqmemeIQ — your AI-powered meme generation toolkit. Use when generating memes using the memegen.link API. It applies when creating memes from templates, adding text to meme images, or generating humor for PR descriptions, changelogs, and team communication. Triggers on \"create a meme\", \"make a meme
observeStart a focused observation session to analyze specific patterns in the codebase. Watches a domain or file pattern and records findings for future /learn runs.
ralph-loopAutonomous Ralph Wiggum Loop — iterative task execution with fresh context, filesystem memory, and git versioning
resolve-todo-parallelResolve all pending CLI todos using parallel processing
setupConfigure project-level settings for compound-engineering workflows. Currently a placeholder — review agent selection is handled automatically by ce-review.
slfgFull autonomous engineering workflow using swarm mode for parallel execution
takeoffSession kickoff protocol - the opposite of "land the plane". Use this skill whenever the user says "takeoff", "take off", "/takeoff", "starting a new session", "what should I work on", "kickoff", "what's next", or wants a prioritized view of the backlog at the start of work. Surfaces the top-priorit
test-browserRun browser tests on pages affected by current PR or branch
unslopadversarial-document-reviewer.agentConditional document-review persona, selected when the document has >5 requirements or implementation units, makes significant architectural decisions, covers high-stakes domains, or proposes new abstractions. Challenges premises, surfaces unstated assumptions, and stress-tests decisions rather than
adversarial-reviewer.agentConditional code-review persona, selected when the diff is large (>=50 changed lines) or touches high-risk domains like auth, payments, data mutations, or external APIs. Actively constructs failure scenarios to break the implementation rather than checking against known patterns.
agent-native-reviewer.agentReviews code to ensure agent-native parity -- any action a user can take, an agent can also take. Use after adding UI features, agent tools, or system prompts.
ankane-readme-writer.agentCreates or updates README files following Ankane-style template for Ruby gems. Use when writing gem documentation with imperative voice, concise prose, and standard section ordering.
api-contract-reviewer.agentConditional code-review persona, selected when the diff touches API routes, request/response types, serialization, versioning, or exported type signatures. Reviews code for breaking contract changes.
architecture-strategist.agentAnalyzes code changes from an architectural perspective for pattern compliance and design integrity. Use when reviewing PRs, adding services, or evaluating structural refactors.
best-practices-researcher.agentResearches and synthesizes external best practices, documentation, and examples for any technology or framework. Use when you need industry standards, community conventions, or implementation guidance.
bug-reproduction-validator.agentSystematically reproduces and validates bug reports to confirm whether reported behavior is an actual bug. Use when you receive a bug report or issue that needs verification.
cli-agent-readiness-reviewer.agentReviews CLI source code, plans, or specs for AI agent readiness using a severity-based rubric focused on whether a CLI is merely usable by agents or genuinely optimized for them.
cli-readiness-reviewer.agentConditional code-review persona, selected when the diff touches CLI command definitions, argument parsing, or command handler implementations. Reviews CLI code for agent readiness -- how well the CLI serves autonomous agents, not just human users.
code-simplicity-reviewer.agentFinal review pass to ensure code is as simple and minimal as possible. Use after implementation is complete to identify YAGNI violations and simplification opportunities.
coherence-reviewer.agentReviews planning documents for internal consistency -- contradictions between sections, terminology drift, structural issues, and ambiguity where readers would diverge. Spawned by the document-review skill.
correctness-reviewer.agentAlways-on code-review persona. Reviews code for logic errors, edge cases, state management bugs, error propagation failures, and intent-vs-implementation mismatches.
data-integrity-guardian.agentReviews database migrations, data models, and persistent data code for safety. Use when checking migration safety, data constraints, transaction boundaries, or privacy compliance.
data-migration-expert.agentValidates data migrations, backfills, and production data transformations against reality. Use when PRs involve ID mappings, column renames, enum conversions, or schema changes.
data-migrations-reviewer.agentConditional code-review persona, selected when the diff touches migration files, schema changes, data transformations, or backfill scripts. Reviews code for data integrity and migration safety.
deployment-verification-agent.agentProduces Go/No-Go deployment checklists with SQL verification queries, rollback procedures, and monitoring plans. Use when PRs touch production data, migrations, or risky data changes.
design-implementation-reviewer.agentVisually compares live UI implementation against Figma designs and provides detailed feedback on discrepancies. Use after writing or modifying HTML/CSS/React components to verify design fidelity.
design-iterator.agentIteratively refines UI design through N screenshot-analyze-improve cycles. Use PROACTIVELY when design changes aren't coming together after 1-2 attempts, or when user requests iterative refinement.
design-lens-reviewer.agentReviews planning documents for missing design decisions -- information architecture, interaction states, user flows, and AI slop risk. Uses dimensional rating to identify gaps. Spawned by the document-review skill.
dhh-rails-reviewer.agentConditional code-review persona, selected when Rails diffs introduce architectural choices, abstractions, or frontend patterns that may fight the framework. Reviews code from an opinionated DHH perspective.
feasibility-reviewer.agentEvaluates whether proposed technical approaches in planning documents will survive contact with reality -- architecture conflicts, dependency gaps, migration risks, and implementability. Spawned by the document-review skill.
figma-design-sync.agentDetects and fixes visual differences between a web implementation and its Figma design. Use iteratively when syncing implementation to match Figma specs.
framework-docs-researcher.agentGathers comprehensive documentation and best practices for frameworks, libraries, or dependencies. Use when you need official docs, version-specific constraints, or implementation patterns.
git-history-analyzer.agentPerforms archaeological analysis of git history to trace code evolution, identify contributors, and understand why code patterns exist. Use when you need historical context for code changes.
issue-intelligence-analyst.agentFetches and analyzes GitHub issues to surface recurring themes, pain patterns, and severity trends. Use when understanding a project's issue landscape, analyzing bug patterns for ideation, or summarizing what users are reporting.
julik-frontend-races-reviewer.agentConditional code-review persona, selected when the diff touches async UI code, Stimulus/Turbo lifecycles, or DOM-timing-sensitive frontend behavior. Reviews code for race conditions and janky UI failure modes.
kieran-python-reviewer.agentConditional code-review persona, selected when the diff touches Python code. Reviews changes with Kieran's strict bar for Pythonic clarity, type hints, and maintainability.
kieran-rails-reviewer.agentConditional code-review persona, selected when the diff touches Rails application code. Reviews Rails changes with Kieran's strict bar for clarity, conventions, and maintainability.
kieran-typescript-reviewer.agentConditional code-review persona, selected when the diff touches TypeScript code. Reviews changes with Kieran's strict bar for type safety, clarity, and maintainability.
learnings-researcher.agentSearches docs/solutions/ for relevant past solutions by frontmatter metadata. Use before implementing features or fixing problems to surface institutional knowledge and prevent repeated mistakes.
lint.agentUse this agent when you need to run linting and code quality checks on Ruby and ERB files. Run before pushing to origin.
maintainability-reviewer.agentAlways-on code-review persona. Reviews code for premature abstraction, unnecessary indirection, dead code, coupling between unrelated modules, and naming that obscures intent.
meme-iq.agentmemeIQ — Creative meme generation agent. Detects context (PR, changelog, freeform), selects templates, constructs memegen.link URLs with proper encoding, and offers iterative refinement. Use when generating memes, adding humor to PRs, or creating visual jokes.
pattern-observer.agentLightweight background pattern observer that analyzes recent tool use and code changes to identify emerging patterns. Runs automatically or on-demand to feed the learning pipeline.
pattern-recognition-specialist.agentAnalyzes code for design patterns, anti-patterns, naming conventions, and duplication. Use when checking codebase consistency or verifying new code follows established patterns.
performance-oracle.agentAnalyzes code for performance bottlenecks, algorithmic complexity, database queries, memory usage, and scalability. Use after implementing features or when performance concerns arise.
performance-reviewer.agentConditional code-review persona, selected when the diff touches database queries, loop-heavy data transforms, caching layers, or I/O-intensive paths. Reviews code for runtime performance and scalability issues.
pr-comment-resolver.agentEvaluates and resolves one or more related PR review threads -- assesses validity, implements fixes, and returns structured summaries with reply text. Spawned by the resolve-pr-feedback skill.
previous-comments-reviewer.agentConditional code-review persona, selected when reviewing a PR that has existing review comments or review threads. Checks whether prior feedback has been addressed in the current diff.
product-lens-reviewer.agentReviews planning documents as a senior product leader -- challenges premise claims, assesses strategic consequences (trajectory, identity, adoption, opportunity cost), and surfaces goal-work misalignment. Domain-agnostic: users may be end users, developers, operators, or any audience. Spawned by the
project-standards-reviewer.agentAlways-on code-review persona. Audits changes against the project's own AGENTS.md standards -- frontmatter rules, reference inclusion, naming conventions, cross-platform portability, and tool selection policies.
reliability-reviewer.agentConditional code-review persona, selected when the diff touches error handling, retries, circuit breakers, timeouts, health checks, background jobs, or async handlers. Reviews code for production reliability and failure modes.
repo-research-analyst.agentConducts thorough research on repository structure, documentation, conventions, and implementation patterns. Use when onboarding to a new codebase or understanding project conventions.
schema-drift-detector.agentDetects unrelated schema.rb changes in PRs by cross-referencing against included migrations. Use when reviewing PRs with database schema changes.
scope-guardian-reviewer.agentReviews planning documents for scope alignment and unjustified complexity -- challenges unnecessary abstractions, premature frameworks, and scope that exceeds stated goals. Spawned by the document-review skill.
security-lens-reviewer.agentEvaluates planning documents for security gaps at the plan level -- auth/authz assumptions, data exposure risks, API surface vulnerabilities, and missing threat model elements. Spawned by the document-review skill.
security-reviewer.agentConditional code-review persona, selected when the diff touches auth middleware, public endpoints, user input handling, or permission checks. Reviews code for exploitable vulnerabilities.
security-sentinel.agentPerforms security audits for vulnerabilities, input validation, auth/authz, hardcoded secrets, and OWASP compliance. Use when reviewing code for security issues or before deployment.
spec-flow-analyzer.agentAnalyzes specifications and feature descriptions for user flow completeness and gap identification. Use when a spec, plan, or feature description needs flow analysis, edge case discovery, or requirements validation.
testing-reviewer.agentAlways-on code-review persona. Reviews code for test coverage gaps, weak assertions, brittle implementation-coupled tests, and missing edge case coverage.
Matt Pocock's agent skills for real engineering (grilling, spec/ticket flows, TDD, code review, domain modelling and more).
39 skills
Core skills library for Claude Code: TDD, debugging, collaboration patterns, and proven techniques
15 skills · hooks
Official Next.js skills: adopt and optimize Cache Components, adopt Partial Prefetching, and verify runtime behavior against a running dev server.
6 skills
tasteskill 2.5.1: professional company websites at the figma.com and x.ai level, with one section per screen, real photographs, real product UI, effects kept for tech and gaming pages, and a real-browser checker and finish gate.
1 skill
5 skills + 35 modes + Material Passport pipeline. Includes v3.6.7 cross-model audit gate and v3.6.8 generator-evaluator contract.
5 skills · 16 commands · 4 agents · hooks
Claude Skills for Obsidian
6 skills
This page updates itself from your repo. Add the badge to your README, or get it Featured to pin it above the organic results with a followed link to your site.