Skills

Autoresearch Loop

Loops through change, verify and keep-or-discard against any metric.

Install

npx skills add uditgoenka/autoresearch --skill autoresearch -g -a claude-code -y
Category
AI and agents
Updated
4d ago
License
MIT
Context cost
Mediumabout 2,457 tokens
Runs scripts
Yes, review before use

What it does

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

Autoresearch, Autonomous Goal-directed Iteration

Safety Invariants (all subcommands)

  • Never push, publish, or deploy without explicit user approval.
  • Bounded by default. Override with Iterations: unlimited.
  • All results logged to autoresearch/{subcommand}-{YYMMDD}-{HHMM}/ directory.
  • Chain handoff via handoff.json. Evals reads *-results.tsv.

Dispatch (bare $autoresearch)

Parse the invocation in this order:

ConditionMode
Metric: or Verify: presentClassic, existing metric loop, unchanged
Free-form natural-language goal, no metric/verifyOrchestrator, see Orchestrator section
NothingSetup wizard, interactive config builder
--classic flagForce Classic regardless of goal text
--auto flagForce Orchestrator regardless of goal text

Print a banner on every invocation: [autoresearch] mode: classic | orchestrator | wizard.

Subcommands

Read the whole SKILL.md on GitHub

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