claude

autoresearch

Autonomous goal-directed iteration for puku-cli. 14 subcommands: iterate against any metric, plan, debug, fix, security audit, ship, scenario, predict, learn, reason, probe, evals, improve, regression. Inspired by Karpathy's autoresearch loop.

0 on GitHubby Hasin Ahmedv2.2.0-puku.1MITupdated 4 months agoproductivity

Not in a marketplace yet, so it loads for one session with --plugin-dir.

Plugin autoresearch in Hasin-ai/autoresearch-puku. Commands read from the repo's manifest — 1 month ago.

This plugin runs code on your machine — its hooks fire automatically on events like tool use. The exact commands are listed below; read them before installing.

What it installs

Skills (14)

  • autoresearch:debug

    Hunt bugs with scientific method: hypothesize, test, falsify, repeat

  • autoresearch:evals

    Analyze iteration results: trends, plateaus, regressions, recommendations

  • autoresearch:fix

    Crush errors one-by-one until zero remain: tests, types, lint, build

  • autoresearch:improve

    Research ICP challenges, discover improvements, generate PRDs

  • autoresearch:learn

    Scout codebase and auto-generate docs — or a navigable wiki knowledge base — with validation-fix loop

  • autoresearch:plan

    Convert a goal into validated Scope, Metric, Direction, Verify config

  • autoresearch:predict

    5 expert personas debate proposed changes before implementation

  • autoresearch:probe

    8 personas interrogate requirements until constraints saturate

  • autoresearch:reason

    Adversarial debate with blind judges until convergence

  • autoresearch:regression

    Layered regression stability gate: capture baseline behavior on the base ref, diff the candidate, verdict STABLE/UNSTABLE before you push

  • autoresearch:scenario

    Generate edge cases across 12 dimensions from a seed scenario

  • autoresearch:security

    STRIDE + OWASP security audit with red-team adversarial personas

  • autoresearch:ship

    Ship anything through 8 phases: checklist, dry-run, deploy, verify

  • autoresearch

    Autonomous iteration loop: modify, verify, keep/discard against any metric

Slash commands (14)

  • /autoresearch:autoresearch-debug

    Hunt bugs with scientific method: hypothesize, test, falsify, repeat

  • /autoresearch:autoresearch-evals

    Analyze iteration results: trends, plateaus, regressions, recommendations

  • /autoresearch:autoresearch-fix

    Crush errors one-by-one until zero remain: tests, types, lint, build

  • /autoresearch:autoresearch-improve

    Research ICP challenges, discover improvements, generate PRDs

  • /autoresearch:autoresearch-learn

    Scout codebase and auto-generate docs — or a navigable wiki knowledge base — with validation-fix loop

  • /autoresearch:autoresearch-plan

    Convert a goal into validated Scope, Metric, Direction, Verify config

  • /autoresearch:autoresearch-predict

    5 expert personas debate proposed changes before implementation

  • /autoresearch:autoresearch-probe

    8 personas interrogate requirements until constraints saturate

  • /autoresearch:autoresearch-reason

    Adversarial debate with blind judges until convergence

  • /autoresearch:autoresearch-regression

    Layered regression stability gate: capture baseline behavior on the base ref, diff the candidate, verdict STABLE/UNSTABLE before you push

  • /autoresearch:autoresearch-scenario

    Generate edge cases across 12 dimensions from a seed scenario

  • /autoresearch:autoresearch-security

    STRIDE + OWASP security audit with red-team adversarial personas

  • /autoresearch:autoresearch-ship

    Ship anything through 8 phases: checklist, dry-run, deploy, verify

  • /autoresearch:autoresearch

    Autonomous iteration loop: modify, verify, keep/discard against any metric

Hooks (13)

  • PreToolUse

    bash "${CLAUDE_PLUGIN_ROOT}/hooks/node-hook-runner.sh" "${CLAUDE_PLUGIN_ROOT}/hooks/scout-block.cjs"

  • PreToolUse

    bash "${CLAUDE_PLUGIN_ROOT}/hooks/node-hook-runner.sh" "${CLAUDE_PLUGIN_ROOT}/hooks/privacy-block.cjs"

  • PreToolUse

    bash "${CLAUDE_PLUGIN_ROOT}/hooks/node-hook-runner.sh" "${CLAUDE_PLUGIN_ROOT}/hooks/scout-block.cjs"

  • PreToolUse

    bash "${CLAUDE_PLUGIN_ROOT}/hooks/node-hook-runner.sh" "${CLAUDE_PLUGIN_ROOT}/hooks/privacy-block.cjs"

  • PreToolUse

    bash "${CLAUDE_PLUGIN_ROOT}/hooks/node-hook-runner.sh" "${CLAUDE_PLUGIN_ROOT}/hooks/dangerous-cmd-block.cjs"

  • PreToolUse

    bash "${CLAUDE_PLUGIN_ROOT}/hooks/node-hook-runner.sh" "${CLAUDE_PLUGIN_ROOT}/hooks/scout-block.cjs"

  • PreToolUse

    bash "${CLAUDE_PLUGIN_ROOT}/hooks/node-hook-runner.sh" "${CLAUDE_PLUGIN_ROOT}/hooks/privacy-block.cjs"

  • UserPromptSubmit

    bash "${CLAUDE_PLUGIN_ROOT}/hooks/node-hook-runner.sh" "${CLAUDE_PLUGIN_ROOT}/hooks/iteration-context.cjs"

  • UserPromptSubmit

    bash "${CLAUDE_PLUGIN_ROOT}/hooks/node-hook-runner.sh" "${CLAUDE_PLUGIN_ROOT}/hooks/dev-rules-reminder.cjs"

  • UserPromptSubmit

    bash "${CLAUDE_PLUGIN_ROOT}/hooks/node-hook-runner.sh" "${CLAUDE_PLUGIN_ROOT}/hooks/simplify-gate.cjs"

  • SubagentStart

    bash "${CLAUDE_PLUGIN_ROOT}/hooks/node-hook-runner.sh" "${CLAUDE_PLUGIN_ROOT}/hooks/subagent-context.cjs"

  • SessionStart

    bash "${CLAUDE_PLUGIN_ROOT}/hooks/node-hook-runner.sh" "${CLAUDE_PLUGIN_ROOT}/hooks/session-init.cjs"

  • SessionEnd

    bash "${CLAUDE_PLUGIN_ROOT}/hooks/node-hook-runner.sh" "${CLAUDE_PLUGIN_ROOT}/hooks/stop-notify.cjs"

View source on GitHub

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