akillness
- 357 skills
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- ▌ Autoresearch 3 · akillness bundleOrchestrates end-to-end autonomous AI research projects using a two-loop architecture. The inner loop runs rapid experiment iterations with clear optimization targets. The outer loop synthesizes results, identifies patterns, and steers research direction. Routes to domain-specific skills for execution, supports continuous agent operation via Claude Code /loop and OpenClaw heartbeat, and produces research presentations and papers. Use when starting a research project, running autonomous experiments, or managing a multi-hypothesis research effort.
- ▌ Ralphmode 2 · akillness bundleConfigure Claude Code, Codex CLI, and Gemini CLI for Ralph-style automation with fewer approval prompts while keeping project boundaries, secret denylists, and sandbox-first safety rules intact. Use when the user needs trusted-folder setup, approval-policy tuning, sandbox-first YOLO boundaries, or checkpoint rules for long-running `ralph` or `omg` loops. Triggers on: ralphmode, trusted folder, bypass approvals safely, Codex sandbox mode, approval policy, checkpoint needed, repo-scoped automation.
- ▌ Tdd 2 · akillness bundleTest-driven development. Use when the user wants to build features or fix bugs test-first, mentions "red-green-refactor", or wants integration tests.
- ▌ Triage 2 · akillness bundleMove issues and external PRs through a state machine of triage roles, categorise, verify, grill if needed, and write agent-ready briefs. Use when issues or external PRs need categorising, verifying, and turning into agent-ready briefs. Triggers on: triage, triage the backlog, review these issues.
- ▌ Caveman 2 · akillnessEnables persistent ultra-compressed technical communication; use for explicit brevity or token-reduction requests, except where fragments risk safety or clarity.
- ▌ Grill Me 2 · akillnessA relentless interview to sharpen a plan or design. Use when the user wants a plan or design stress-tested. Triggers on: grill me, grill this, stress-test my plan.
- ▌ Zoom Out 2 · akillnessGet higher-level architectural perspective: maps modules, callers, dependencies using domain vocabulary
- ▌ Code Review 2 · akillness bundleReview the changes since a fixed point (commit, branch, tag, or merge-base) along two axes: Standards (does the code follow this repo's documented coding standards?) and Spec (does the code match what the originating issue/spec asked for?). Runs both reviews in parallel sub-agents and reports them side by side. Use when the user wants to review a branch, a PR, work-in- progress changes, or asks to "review since X".
- ▌ Write A Skill 2 · akillnessCreates reusable SKILL.md-based agent skills through requirements, drafting, and user review; use to formalize a workflow or add a new agent capability.
- ▌ Grill With Docs 2 · akillnessA relentless interview to sharpen a plan or design, which also creates docs (ADR's and glossary) as we go. Use when the grilling session should also leave ADRs and glossary entries behind. Triggers on: grill with docs, grill and document, grill this and write the ADR.
- ▌ Scaffold Exercises 2 · akillnessCreate exercise directory structures with sections, problems, solutions, and explainers that pass linting. Use when user wants to scaffold exercises, create exercise stubs, or set up a new course section.
- ▌ Migrate To Shoehorn 2 · akillnessMigrate test files from `as` type assertions to @total-typescript/shoehorn. Use when user mentions shoehorn, wants to replace `as` in tests, or needs partial test data.
- ▌ Git Guardrails Claude Code 2 · akillness bundleSet up Claude Code hooks to block dangerous git commands (push, reset --hard, clean, branch -D, etc.) before they execute. Use when user wants to prevent destructive git operations, add git safety hooks, or block git push/reset in Claude Code.
- ▌ Improve Codebase Architecture 2 · akillness bundleScan a codebase for deepening opportunities, present them as a visual HTML report, then grill through whichever one you pick. Use when the user wants architecture improvement candidates surfaced before choosing one. Triggers on: improve the architecture, find deepening opportunities, where should we refactor.
- ▌ API Documentation 2 · akillness bundleCreate comprehensive API documentation for developers. Use when documenting REST APIs, GraphQL schemas, or SDK methods. Handles OpenAPI/Swagger, interactive docs, examples, and API reference guides.
- ▌ Web Accessibility 2 · akillness bundleImplement web accessibility (a11y) standards following WCAG 2.1 guidelines. Use when building accessible UIs, fixing accessibility issues, or ensuring compliance with disability standards. Handles ARIA attributes, keyboard navigation, screen readers, semantic HTML, and accessibility testing.
- ▌ Skill Autoresearch 2 · akillness bundleAutonomously optimize an existing AI skill by running it repeatedly against binary evals, mutating one instruction at a time, and keeping only changes that improve pass rate. Based on Karpathy-style autoresearch, but applied to SKILL.md iteration instead of ML training. Use when optimizing a skill, benchmarking prompt quality, building evals for a skill, or running self-improvement loops on reusable agent instructions. Triggers on: skill-autoresearch, optimize this skill, improve this skill, benchmark this skill, eval my skill, run autoresearch on this skill, self-improve skill.
- ▌ Testing Strategies 2 · akillness bundleDesign comprehensive testing strategies for software quality assurance. Use when planning test coverage, implementing test pyramids, or setting up testing infrastructure. Handles unit testing, integration testing, E2E testing, TDD, and testing best practices.
- ▌ Changelog Maintenance 2 · akillness bundleMaintain a clear and informative changelog for software releases. Use when documenting version changes, tracking features, or communicating updates to users. Handles semantic versioning, changelog formats, and release notes.
- ▌ Database Schema Design 2 · akillness bundleDesign and optimize database schemas for SQL and NoSQL databases. Use when creating new databases, designing tables, defining relationships, indexing strategies, or database migrations. Handles PostgreSQL, MySQL, MongoDB, normalization, and performance optimization.
- ▌ Security Best Practices 2 · akillness bundleImplement security best practices for web applications and infrastructure. Use when securing APIs, preventing common vulnerabilities, or implementing security policies. Handles HTTPS, CORS, XSS, SQL Injection, CSRF, rate limiting, and OWASP Top 10.
- ▌ Performance Optimization 2 · akillness bundleOptimize application performance for speed, efficiency, and scalability. Use when improving page load times, reducing bundle size, optimizing database queries, or fixing performance bottlenecks. Handles React optimization, lazy loading, caching, code splitting, and profiling.
- ▌ Remotion Video Production 2 · akillness bundleProduce programmable videos with Remotion using scene planning, asset orchestration, and validation gates for automated, brand-consistent video content.
- ▌ Bmad 2 · akillness bundleOrchestrates BMAD workflows for structured AI-driven development. Routes work across Analysis, Planning, Solutioning, and Implementation phases.
- ▌ Bmad Gds 2 · akillness bundleAI-driven Game Development Studio using BMAD methodology. Routes game projects through Pre-production, Design, Architecture, Production, and Game Testing phases with 6 specialized agents. Supports Unity, Unreal Engine, Godot, and custom engines.
- ▌ Bmad Idea 2 · akillness bundleCreative Intelligence Suite for AI-driven ideation, design thinking, innovation strategy, problem-solving, and storytelling. 5 named specialist agents with distinct methodologies — no setup required, all workflows available immediately.
- ▌ Agentation 2 · akillness bundleVisual UI annotation tool — humans click elements, agents receive CSS selectors and React component paths to fix exact code.
- ▌ API Design 2 · akillness bundleDesign RESTful and GraphQL APIs following best practices. Use when creating new APIs, refactoring existing endpoints, or documenting API specifications. Handles OpenAPI, REST, GraphQL, versioning.
- ▌ Plannotator 2 · akillness bundleInteractive plan and diff review for AI coding agents. Visual browser UI for annotating agent plans — approve or request changes with structured feedback. Supports code review, image annotation, and auto-save to Obsidian/Bear Notes.
- ▌ Autoresearch 2 · akillness bundleAutonomous ML experimentation framework by Andrej Karpathy. AI agent autonomously modifies train.py, runs 5-minute GPU experiments, evaluates with val_bpb, and commits only improvements via git ratcheting — so you wake up to 100+ experiments and a better model. Use when setting up autoresearch, writing program.md directives, interpreting results, configuring hardware, or running overnight autonomous ML experiments. Triggers on: autoresearch, autonomous ml experiments, overnight gpu experiments, karpathy autoresearch, train.py experiments, val_bpb, program.md research directives, ai runs experiments.
- ▌ Git Workflow 2 · akillness bundleManage Git workflows including commits, branches, merges, and collaboration. Use when working with Git repositories, creating commits, managing branches, or resolving conflicts.
- ▌ Log Analysis 2 · akillness bundleAnalyze application logs to identify errors, performance issues, and security anomalies. Use when debugging issues, monitoring system health, or investigating incidents. Handles various log formats including Apache, Nginx, application logs, and JSON logs.
- ▌ Data Analysis 2 · akillness bundleAnalyze datasets to extract insights, identify patterns, and generate reports. Use when exploring data, creating visualizations, or performing statistical analysis. Handles CSV, JSON, SQL queries, and Python pandas operations.
- ▌ Design System 2 · akillness bundleProduce production-grade UI designs using clear design tokens, layout rules, motion guidance, and accessibility checks for consistent, scalable frontend development.
- ▌ Git Submodule 2 · akillness bundleManage Git submodules for including external repositories within a main repository. Use when working with external libraries, shared modules, or managing dependencies as separate Git repositories.
- ▌ Task Planning 2 · akillness bundlePlan and organize software development tasks effectively. Use when breaking down features, creating user stories, or planning sprints. Handles task breakdown, user stories, acceptance criteria, and backlog management.
- ▌ Backend Testing 2 · akillness bundleWrite comprehensive backend tests including unit tests, integration tests, and API tests. Use when testing REST APIs, database operations, authentication flows, or business logic. Handles Jest, Pytest, Mocha, testing strategies, mocking, and test coverage.
- ▌ Codebase Search 2 · akillness bundleSearch and navigate large codebases efficiently. Use when finding specific code patterns, tracing function calls, understanding code structure, or locating bugs. Handles semantic search, grep patterns, AST analysis.
- ▌ Task Estimation 2 · akillness bundleEstimate software development tasks accurately using various techniques. Use when planning sprints, roadmaps, or project timelines. Handles story points, t-shirt sizing, planning poker, and estimation best practices.
- ▌ Code Refactoring 2 · akillness bundleSimplify and refactor code while preserving behavior, improving clarity, and reducing complexity. Use when simplifying complex code, removing duplication, or applying design patterns. Handles Extract Method, DRY principle, SOLID principles, behavior validation, and refactoring patterns.
- ▌ Video Production 2 · akillness bundleProduce programmable videos with Remotion using scene planning, asset orchestration, and validation gates for automated, brand-consistent video content.
- ▌ Rtk Tdd · akillness bundleEnforces TDD (Red-Green-Refactor) for Rust development. Auto-triggers on implementation, testing, refactoring, and bug fixing tasks. Provides Rust-idiomatic testing patterns with anyhow/thiserror, cfg(test), and Arrange-Act-Assert workflow.
- ▌ LLM Monitoring Dashboard · akillness bundleAuto-generates an LLM usage monitoring page in a PM admin dashboard. Tokuin CLI-based token/cost/latency tracking + user ranking system + inactive user tracking + data-driven PM insights + Cmd+K global search + per-user drilldown navigation. Supports OpenAI/Anthropic/Gemini/OpenRouter.
- ▌ Ml Paper Writing · akillness bundleWrite publication-ready ML/AI/Systems papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM, OSDI, NSDI, ASPLOS, SOSP. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready submissions. Includes LaTeX templates, reviewer guidelines, and citation verification workflows.
- ▌ Tdd Rust · akillnessTDD workflow for RTK filter development. Red-Green-Refactor with Rust idioms. Real fixtures, token savings assertions, snapshot tests with insta. Auto-triggers on new filter implementation.
- ▌ Pr Triage · akillness bundlePR triage: audit open PRs, deep review selected ones, draft and post review comments. Args: "all" to review all, PR numbers to focus (e.g. "42 57"), "en"/"fr" for language, no arg = audit only in French.
- ▌ Performance · akillnessRTK CLI performance analysis and optimization. Startup time (<10ms), binary size (<5MB), regex compilation, memory usage. Use when adding dependencies, changing initialization, or suspecting regressions.
- ▌ Issue Triage · akillness bundleIssue triage: audit open issues, categorize, detect duplicates, cross-ref PRs, risk assessment, post comments. Args: "all" for deep analysis of all, issue numbers to focus (e.g. "42 57"), "en"/"fr" for language, no arg = audit only in French.
- ▌ Code Simplifier · akillnessReview RTK Rust code for idiomatic simplification. Detects over-engineering, unnecessary allocations, verbose patterns. Applies Rust idioms without changing behavior.
- ▌ Design Patterns · akillnessRust design patterns for RTK. Newtype, Builder, RAII, Trait Objects, State Machine. Applied to CLI filter modules. Use when designing new modules or refactoring existing ones.
- ▌ Teach · akillness bundleTeach the user a new skill or concept, within this workspace. Use when the user wants to learn a concept or skill inside this workspace. Triggers on: teach me, help me learn, explain this properly.
- ▌ Wizard · akillness bundleGenerate an interactive bash wizard that walks a human through steps only they can perform. Use when provisioning infrastructure, setting up credentials or CI secrets, walking an unfamiliar third-party dashboard, or running a one-off migration or cutover. Don't invoke this for steps the agent can perform itself.
- ▌ Handoff · akillnessCompact the current conversation into a handoff document for another agent to pick up. Use when the user says handoff, is running out of context, or wants a fresh agent to pick the work up. Triggers on: handoff, hand this off, compact this conversation.
- ▌ To Spec · akillnessTurn the current conversation into a spec and publish it to the project issue tracker: no interview, just synthesis of what you've already discussed. Use when the conversation is ready to become a written spec. Triggers on: to-spec, to-prd, write this up as a spec.
- ▌ Ask Matt · akillness bundleAsk which skill or flow fits your situation. A router over the skills in this repo. Use when the user asks which of these engineering skills or flows fits their situation. Triggers on: ask- matt, which skill should I use, what flow fits here.
- ▌ Grilling · akillnessGrill the user relentlessly about a plan, decision, or idea. Use when the user wants to stress- test their thinking, or uses any 'grill' trigger phrases.
- ▌ Research · akillnessInvestigate a question against high-trust primary sources and capture the findings as a Markdown file in the repo. Use when the user wants a topic researched, docs or API facts gathered, or reading legwork delegated to a background agent.
- ▌ Implement · akillnessImplement a piece of work based on a spec or set of tickets. Use when an agreed spec or ticket set should now be built. Triggers on: implement, build this spec, work these tickets.
- ▌ Prototype · akillness bundleBuild a throwaway prototype to answer a design question. Use when the user wants to sanity-check whether a state model or logic feels right, or explore what a UI should look like.
- ▌ Wait What · akillnessStop. That last message did not land: re-pitch it. Use when the previous answer did not land and needs re-pitching in plain language. Triggers on: wait what, I don't follow, re-pitch that.
- ▌ Wayfinder · akillnessPlan a huge chunk of work (more than one agent session can hold) as a shared map of decision tickets on your issue tracker, and resolve them one at a time until the way to the destination is clear. Use when the work is too large for one agent session and needs a shared decision map first. Triggers on: wayfinder, map this out, too big to plan in one go.
- ▌ Zvec Grep · akillness bundleDrive zvec-grep (`zg`), zvec-ai's local-first workspace search CLI and MCP server, to index code and documents, run hybrid, vector, BM25, or exhaustive managed ripgrep searches, configure agent integrations, and diagnose index or server freshness. Use when a task needs local workspace-grounded retrieval across code, Markdown, text, structured data, or images. Triggers on: zvec-grep, zvec grep, `zg`, @zvec/zvec-grep, local-first workspace search, hybrid workspace search, semantic repository search, zvec MCP, zvec_grep_search, managed ripgrep, `.zvec-grep`, or Remote Embedding authorization.
- ▌ To Tickets · akillnessBreak a plan, spec, or the current conversation into a set of tracer-bullet tickets, each declaring its blocking edges, published to the configured tracker (edges as text in one file per ticket locally, or native blocking links on a real tracker). Use when a plan or spec should become executable work items. Triggers on: to-tickets, to-issues, to-plan, break this into tickets.
- ▌ Agent Reach · akillness bundleOperate Panniantong/Agent-Reach, the MIT-licensed installer, doctor, and routing layer for platform-specific internet research tools. Use when the user names Agent Reach, agent-reach, its channel doctor, optional backend setup, OpenCLI integration, cookie configuration, transcription, or an Agent Reach update or uninstall. Choose fit-check, offline preflight, scoped setup, channel routing, credential handoff, transcription, or maintenance. Preserve existing skills: upstream installation can replace the same-named agent-reach skill. Require explicit approval for installs, credential access, browser/session integration, Docker changes, paid uploads, and deletion. Route generic crawling to scrapling and existing authenticated browser tasks to the browser or platform skill.
- ▌ Codebase Design · akillness bundleShared vocabulary for designing deep modules. Use when the user wants to design or improve a module's interface, find deepening opportunities, decide where a seam goes, make code more testable or AI-navigable, or when another skill needs the deep-module vocabulary.
- ▌ Diagnosing Bugs · akillness bundleDiagnosis loop for hard bugs and performance regressions. Use when the user says "diagnose"/"debug this", or reports something broken/throwing/failing/slow.
- ▌ Domain Modeling · akillness bundleBuild and sharpen a project's domain model. Use when discussing codebase terminology, writing or editing a CONTEXT.md, or recording or editing an ADR.
- ▌ To Questionnaire · akillnessTurn a decision you can't fully answer into a questionnaire for someone else to fill in. Use when a decision needs another person's input before it can be settled. Triggers on: to- questionnaire, make this a questionnaire, ask them these questions.
- ▌ Writing For Agents · akillness bundleWriting documents for agents. Use when creating or editing skills, or modifying AGENTS.md or CLAUDE.md.
- ▌ Setup Matt Pocock Skills · akillness bundleConfigure this repo for the engineering skills: set up its issue tracker, triage label vocabulary, and domain doc layout. Run once before first use of the other engineering skills. Use when this repo has not yet been configured for the suite. Triggers on: setup-matt-pocock- skills, configure the issue tracker, set up triage labels.
- ▌ Resolving Merge Conflicts · akillnessUse when you need to resolve an in-progress git merge/rebase conflict.
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- ▌ Agents CLI · akillnessBuild, evaluate, and deploy enterprise-grade AI agents on Google Cloud using Google's agents-cli toolkit. Use when you need to scaffold a new agent project, run evaluation suites, deploy to Agent Runtime / Cloud Run / GKE, register agents with Gemini Enterprise, or integrate observability with Cloud Trace. Triggers on: agents-cli, google agents cli, agent scaffold, agent eval, deploy agent, gemini enterprise agent, adk, google adk, google cloud agent, agents-cli deploy, agents-cli eval, uvx google-agents-cli.
- ▌ Deepagents · akillness bundleBuild file-aware, tool-calling agents with LangChain Deep Agents. Use when you need `create_deep_agent()`, subagent delegation, pluggable backends, skills, long-term memory, or human approval with `interrupt_on`. Triggers on: deepagents, deep agent harness, create_deep_agent, subagent middleware, StateBackend, StoreBackend, CompositeBackend, LocalShellBackend, interrupt_on, long-term memory, agent skills, file-aware agent, durable coding agent.
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- ▌ A2a Protocol · akillnessAgent-to-Agent horizontal messaging — Linux Foundation AAIF 2026 standard. Use when multiple agents across systems/vendors need to exchange tasks, results, or capabilities without sharing a runtime.
- ▌ Agent Manager · akillness bundletmux + Python agent lifecycle manager — start, stop, monitor, and assign tasks to AI agents running in tmux sessions. Use when managing multiple AI agents without a server, scheduling agent jobs via cron, monitoring agent heartbeats, or injecting skills into agent sessions. Zero dependencies beyond tmux + Python. Triggers on: "start agent", "stop agent", "monitor agent", "assign task to agent", "agent lifecycle", "agent scheduling", "tmux agent", "manage agents", "agent-manager".
- ▌ Agent Workflow · akillness bundlePlan and improve day-to-day AI coding-agent workflow across Claude Code, Codex, Gemini CLI, and MCP-heavy repos: session startup, context recovery, fast repo loops, runtime verification, worktree use, and multi-agent handoffs. Use when the user wants a practical operating workflow, even if they ask in shorthand like shortcuts, session reset, agent setup, MCP usage, parallel agents, or better daily flow. Triggers on: agent workflow, productivity, context management, session recovery, worktree, MCP, multi-agent.
- ▌ Langchain Bmad · akillness bundleUse when the user needs BMAD-style phased delivery for a LangChain, LangGraph, or Deep Agents project and wants the right framework skill at the right BMAD phase. Triggers on: langchain bmad, bmad langchain, langgraph bmad, deep agents bmad, structured agent development, phase-gated langchain workflow, framework-aware bmad, and BMAD for agent frameworks.
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- ▌ Agent Evaluation · akillness bundleDesign evaluation systems for AI agents by choosing the right grader mix, benchmark shape, harness boundaries, and production feedback loop. Use when the user needs eval planning for coding agents, research agents, conversational agents, or computer-use agents, even if they ask in terms like benchmark, grader, harness, regression suite, eval roadmap, red-team tasks, online evals, or agent quality monitoring. Not for fixing the underlying product feature or writing the feature tests themselves.
- ▌ Agent Guardrails · akillnessLayered agent safety — prompt-injection defense, data exfiltration prevention, tool-misuse blocking via NeMo Guardrails + Lakera / LLM Guard / Llama Guard. Use before any agent reads untrusted input or executes tools with real-world side effects.
- ▌ Agent Principles · akillness bundleCore principles for collaborative development with AI agents. Defines divide-and-conquer, context management, abstraction-level selection, automation philosophy, and verification/retrospectives. Apply optimal collaboration patterns when using any AI agent.
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