autoresearch
Autonomously optimize any Claude Code skill by running it repeatedly, scoring outputs against binary evals, mutating the prompt, and keeping improvements.
Skill by pedronauck
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/pedronauck-autoresearch
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Use cases: agent-building
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/autoresearch
What's inside
- Skill name
autoresearch- Description
- Autonomously optimize any Claude Code skill by running it repeatedly, scoring outputs against binary evals, mutating the prompt, and keeping improvements. Based on Karpathy's autoresearch methodology. Use when: optimize this skill, improve this skill, run autoresearch on, make this skill better, self-improve skill, benchmark skill, eval my skill, run evals on. Outputs: an improved SKILL.md, a results log, and a changelog of every mutation tried.
- License
- unknown
- Instructions
- 326 lines in SKILL.md · view on GitHub
Files (2)
- SKILL.md
- eval-guide.md
The license isn't open source, so the instructions aren't shown here. Read SKILL.md on GitHub
More from pedronauck/skills
- 0.805score
jev-engineering
pedronauck
Design and build use cases, POCs and production systems with TypeSafe's Jev decision model (System One): choose a design mode and a use-case archetype, build…
SkillAFreshness: A★ 641Claude Code +9 - 0.768score
rust-best-practices
Pedro Nauck
Write, review, refactor, or optimize Rust, including ownership, errors, Tokio, traits, tests, benchmarks, Clippy, and documentation.
SkillBFreshness: B★ 641Claude Code +9 - 0.768score
bubbletea
Pedro Nauck
Build interactive Go TUIs with Bubbletea, Elm architecture, Lipgloss, layouts, and keyboard/mouse handling.
SkillBFreshness: B★ 641Claude Code +9 - 0.767score
qmd
tobi
Search local markdown knowledge bases, notes, docs, and wikis with QMD.
SkillBFreshness: B★ 641Claude Code +9 - 0.765score
vitest
Anthony Fu
Vitest fast unit testing framework powered by Vite with Jest-compatible API.
SkillBFreshness: B★ 641Claude Code +9 - 0.762score
qa-report
Pedro Nauck
Create or update living QA docs, journey/scenario plans, persona session charters, and the durable bug registry.
SkillBFreshness: B★ 641Claude Code +9 - 0.762score
qa-execution
Pedro Nauck
Run requested dogfooding through public product interfaces.
SkillBFreshness: B★ 641Claude Code +9 - 0.762score
react
Pedro Nauck
Build React 19 components and hooks under React Compiler: state, Effects, memoization, props/refs, Actions, use(), compiler/lint setup, and Vitest tests.
SkillBFreshness: B★ 641Claude Code +9 - 0.762score
glassmorphism
Pedro Nauck
Create or refine glass UI with accessible solid fallbacks.
SkillBFreshness: B★ 641Claude Code +9 - 0.762score
golang-master
Pedro Nauck
Write or review production Go: errors, concurrency, context, types, generics, safety, tests, benchmarks, profiling, modernization, and module structure.
SkillBFreshness: B★ 641Claude Code +9 - 0.762score
ddd-master
Pedro Nauck
Assess DDD fit; discover domains with EventStorming, define language and bounded contexts, and design aggregates, value objects, events, and repositories.
SkillBFreshness: B★ 641Claude Code +9 - 0.762score
drizzle-safe-migrations
Pedro Nauck
Plan safe Drizzle backfills, enum/check/default changes, constraint tightening, migration ordering, and rollback.
SkillBFreshness: B★ 641Claude Code +9
Compare and alternatives
Featured in
Signals
- Stars
- 641
- Forks
- 91
- Open issues
- 0
- Last commit (this folder)
- Sep 14, 2026 (1 month ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- License unknown
- Repository
- github.com/pedronauck/skills
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
Same skill elsewhere
Copies of this SKILL.md published by others; search shows only one of them.
- 0.342score
autoresearch
marcioaltoe
Autonomously optimize any Claude Code skill by running it repeatedly, scoring outputs against binary evals, mutating the prompt, and keeping improvements.
SkillAFreshness: AClaude Code +9 - 0.278score
autoresearch
aresbit
Autonomously optimize any Claude Code skill by running it repeatedly, scoring outputs against binary evals, mutating the prompt, and keeping improvements.
SkillDFreshness: D★ 45Claude Code +9 - 0.258score
autoresearch
Lua2147
Autonomously optimize any Claude Code skill by running it repeatedly, scoring outputs against binary evals, mutating the prompt, and keeping improvements.
SkillDFreshness: D★ 2Claude Code +9
More from pedronauck
- 0.805score
jev-engineering
pedronauck
Design and build use cases, POCs and production systems with TypeSafe's Jev decision model (System One): choose a design mode and a use-case archetype, build…
SkillAFreshness: A★ 641Claude Code +9 - 0.759score
es-toolkit
pedronauck
Use when implementing utility functions, array operations, object manipulation, or string operations.
SkillBFreshness: B★ 641Claude Code +9 - 0.759score
electron-builder
pedronauck
Comprehensive guide for electron-builder (v26.x) packaging, code signing, auto-updates, and release workflows.
SkillBFreshness: B★ 641Claude Code +9 - 0.759score
electron-dev
pedronauck
Expert guide for Electron development with Electron Vite and Electron Builder.
SkillBFreshness: B★ 641Claude Code +9 - 0.759score
electron-release
pedronauck
Expert guide for Electron production builds, code signing, notarization, auto-updates, and release workflows.
SkillBFreshness: B★ 641Claude Code +9 - 0.759score
centrifugo
pedronauck
Centrifugo real-time messaging server expert for WebSocket PUB/SUB, channel management, JWT authentication, event proxying, and horizontal scaling with…
SkillBFreshness: B★ 641Claude Code +9
Cite this page
autoresearch skill. Agent Mart. https://agentmart.dev/skills/pedronauck-autoresearch (last updated 2026-10-24)