SuperAPI AI Directory

autoresearch

Agents & models

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Updated 10-15 21:47

About this skill

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:

Condition Mode
Metric: or Verify: present Classic — existing metric loop, unchanged
Free-form natural-language goal, no metric/verify Plan — derive a reviewable metric and verification command; do not start an autonomous loop yet
Nothing Setup wizard — interactive config builder
--classic flag Force Classic regardless of goal text

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

Subcommands

Command Does Default Iterations
$autoresearch Iterate against a metric: modify → verify → keep/discard 25
$autoresearch plan Convert a goal into validated Scope, Metric, Verify config N/A
$autoresearch debug Hunt bugs: hypothesize → test → falsify → repeat 15
$autoresearch fix Crush errors one-by-one until zero remain 20
$autoresearch security STRIDE + OWASP audit with red-team personas 15
$autoresearch ship Ship through 8 phases: checklist → dry-run → deploy → verify N/A
$autoresearch scenario Generate edge cases across 12 dimensions 20
$autoresearch predict 5 expert personas debate before implementation N/A
$autoresearch learn Scout codebase → generate docs or wiki → validate → fix loop 10
$autoresearch reason Adversarial debate with blind judges until convergence 8
$autoresearch probe 8 personas interrogate requirements until saturation 15
$autoresearch improve Research ICP challenges, discover improvements, generate PRDs 15
$autoresearch evals Analyze iteration results: trends, plateaus, regressions N/A
$autoresearch regression Regression stability gate: baseline vs candidate, verdict STABLE/UNSTABLE N/A

Universal Flags

Flag Applies To Purpose
Iterations: N All looping Set iteration count
Iterations: unlimited All looping Opt-in unbounded
--evals All looping Mid-loop checkpoints + final summary
--evals-interval N All looping Override checkpoint frequency
--chain <targets> All Sequential handoff after completion
--<subcommand> All Shorthand for --chain <subcommand>
--classic Bare $autoresearch Force Classic metric-loop mode

Natural-language goals

For a plain-language goal, load plan.md and produce a concrete Metric: and Verify: configuration for user review. Start the Classic loop only after those fields are explicit. This package does not currently include an executable cross-subcommand orchestrator.

references/orchestrator-routing.md records a future routing design. Treat it as design material only: do not invoke the commands described there and do not claim that automatic goal classification, state routing, or plateau detection is available.