Agent Skillsuditgoenka/autoresearch › autoresearch

autoresearch

GitHub

Autoresearch是自主迭代研究工具,通过修改、验证和保留/丢弃循环优化结果。支持经典指标循环、编排器模式及多种子命令(调试、修复、安全审计等),实现目标导向的自动化探索与验证。

.agents/skills/autoresearch/SKILL.md uditgoenka/autoresearch

Trigger Scenarios

需要自主迭代优化代码或配置 执行安全审计或回归测试 生成边缘案例或需求分析

Install

npx skills add uditgoenka/autoresearch --skill autoresearch -g -y
More Options

Non-standard path

npx skills add https://github.com/uditgoenka/autoresearch/tree/master/.agents/skills/autoresearch -g -y

Use without installing

npx skills use uditgoenka/autoresearch@autoresearch

指定 Agent (Claude Code)

npx skills add uditgoenka/autoresearch --skill autoresearch -a claude-code -g -y

安装 repo 全部 skill

npx skills add uditgoenka/autoresearch --all -g -y

预览 repo 内 skill

npx skills add uditgoenka/autoresearch --list

SKILL.md

Frontmatter
{
    "name": "autoresearch",
    "version": "2.2.2",
    "description": "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:

Condition Mode
Metric: or Verify: present Classic — existing metric loop, unchanged
Free-form natural-language goal, no metric/verify Orchestrator — see Orchestrator section
Nothing Setup wizard — interactive config builder
--classic flag Force Classic regardless of goal text
--auto flag Force Orchestrator regardless of goal text

Print a banner on every invocation: [autoresearch] mode: classic | orchestrator | 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>
--dry-run Orchestrator Print derived config + planned pipeline; no execution
--max-cycles N Orchestrator Hard ceiling on orchestration cycles (default 50)
--classic Bare $autoresearch Force Classic metric-loop mode
--auto Bare $autoresearch Force Orchestrator mode

Orchestrator

Activated when a plain-language goal is given without Metric:/Verify:. Classifies the goal into a Goal archetype — see references/orchestrator-routing.md for the archetype table and router decision table.

Resolve every scripts/... path below relative to this installed skill directory, never relative to the caller's working directory.

Two modes based on archetype:

  • Orchestration loop — predicate-bearing archetypes (ship-ready, optimize-metric, fix-broken, harden, build-feature, explore). Goal has a mechanical Success predicate; the loop runs until that predicate is met.
  • Single-pass dispatch — subjective/terminal archetypes (document, what-to-build, decide-design). Routes once to the fitting subcommand (learn / improve / reason), lets it self-terminate, then reports. No loop, no Plateau, no ship gate.

Orchestration Loop Steps

Backed by scripts/orchestrate.sh (deterministic seam — all routing logic lives there). Subcommands exposed: classify, next-hop, units, plateau, screen-cmd, verdict, validate-state, screen-state-predicate.

  1. Classifyscripts/orchestrate.sh classify "<goal>" → archetype label + mode.
  2. Derive predicate — reuse plan logic to produce a concrete Success predicate: exact shell command + expected output. For optimize-metric, run the full plan/wizard derivation internally.
  3. Confirm — ONE request_user_input showing: archetype, mode, concrete predicate (command + expected output), terminal choice (stop-at-verified vs proceed-to-ship). Misclassifications are caught here, not mid-run.
  4. Round-0 dry-run — prove the predicate command runs and returns a value; safety-screen every derived command via screen-cmd; print projected cycle budget. Stop here if --dry-run.
  5. Loop until predicate satisfied: a. Assess state via cheap signals (last handoff.json, regression verdict, error count) + affected-test verify. b. scripts/orchestrate.sh next-hop orchestrator-state.json → next subcommand. c. Run subcommand (its own bounded inner loop). d. Record per-hop outcome ∈ {progressed, no-op, failed, blocked}. e. Fold hop's handoff.json into orchestrator-state.json. f. scripts/orchestrate.sh units → recompute Units remaining.
  6. Stop conditions (checked after each hop):
    • Predicate met → ship gate (only if ship is in the pipeline) else CONVERGED.
    • scripts/orchestrate.sh plateau orchestrator-state.json → true → stop + report PLATEAU.
    • Cycles > ceiling (default 50, override --max-cycles N) → stop + report CEILING.
    • Hop outcome blocked/failed with no alternative route → checkpoint + stop + report BLOCKED.

Orchestrator State

orchestrator-state.json — orchestrator-owned, additive. Tracks: goal, archetype, predicate, terminal-choice, units_remaining history, cycle count, per-hop pipeline log with outcomes, current incumbent. Each hop's handoff.json is unchanged (single-hop bridge); the orchestrator reads it and folds it in. Two clearly-owned state objects, no overlap.

Orchestrator Safety Invariants

  • Never auto-approve ship/deploy/push. The orchestrator never passes --auto to ship; deploy always requires explicit user approval.
  • Data-migration behind anchored DB-URL allowlist. Reuses regression's allowlist — host must be localhost/127.0.0.1/container hostname, or database name carries _test/_ci suffix. Bare substring match does not qualify. Anything else refused.
  • screen-cmd on every derived command — run before the loop starts AND on every command read from a persisted state file on resume. Persisted commands are never trusted; resume re-screens the pinned predicate via screen-state-predicate and refuses on refuse.
  • No un-screened commands mid-loop. The autonomous loop cannot introduce new shell commands that bypass screen-cmd.
  • Predicate pinned, not re-derived. Round-0 writes the derived Success predicate verbatim into orchestrator-state.json; every cycle and every resume reuses that exact string so "done" is reproducible across runs.
  • Validate the ledger before routing. validate-state gates orchestrator-state.json (required fields + coarse types); a malformed ledger is not trusted to route from.
  • Independent verify before convergence. High-impact changes accepted on the working signal set pending_verify; next-hop routes to a verify hop (held-out / adversarial check) before DONE or ship. The verify hop never auto-approves ship.
  • Unknown-units cycles excluded from Plateau counter. A cycle where units returns unknown (e.g. runner crash) is not counted as zero-progress; repeated unknown routes to BLOCKED.

Version History

  • 050e30d Current 2026-08-20 03:28

    v2.2.2版本发布说明对齐已验证行为;修复发布流程使其自包含,确保独立安装携带确定性运行时并验证身份。

  • 870e9b8 2026-07-25 09:21

Same Skill Collection

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plugins/autoresearch/skills/autoresearch/SKILL.md

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