autoresearch
Skill1 starsChanged 4 months agoMITView on GitHub
Autonomous iteration loop: modify, verify, keep/discard against any metric
100 other projects use a version of this, 5 of them edited.
Adopted by
Most recently taken up by
- thistleknot/skillstheir own version, first seen Nov 8, 2026
- WdBlink/autoresearch-papertheir own version, first seen Nov 8, 2026
- OpenLAIR/dr-clawtheir own version, first seen Nov 8, 2026
- taixuann/development-spacetheir own version, first seen Nov 8, 2026
- TidalPaladin/skillstheir own version, first seen Nov 8, 2026
- usecompai/compound-operations-modeltheir own version, first seen Nov 8, 2026
Used with
Projects with it also use aeon-update, auto-workflow and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
aaronjmarsSkillaeon-update
Pull framework updates from the upstream Aeon repo into this instance - 3-way merges canon's new commits into a PR, never clobbering operator config.
Also in 4 projects that use this
aaronjmarsSkillauto-workflow
Two-mode aeon.yml workflow builder - analyze inspects URLs and emits a tiered, signal-verified skill-enablement plan plus an aeon.yml diff; enable flips slugs to enabled:true and opens a PR.
Also in 4 projects that use this
- +10 more from aaronjmars
Other versions100 projects use a version of this.
Word for word · 0
None found.
Edited · 5
- uditgoenka/autoresearch★ 6.8k35% same
- mxyhi/ok-skills★ 51148% same
- full-stack-skills/agent-skills★ 272% same
- UncertaintyDeterminesYou4ndMe/powershell-windows-cli-agent-skill★ 292% same
- sejkimm/skills★ 148% same
Wrote their own version · 95
- github/awesome-copilot★ 41ksame name
- Yeachan-Heo/oh-my-claude-sisyphus★ 41ksame name
- Yeachan-Heo/oh-my-claudecode★ 41ksame name
- Yeachan-Heo/oh-my-codex★ 34ksame name
- AgriciDaniel/claude-obsidian★ 16ksame name
- Orchestra-Research/AI-research-SKILLs★ 13ksame name
- zechenzhangAGI/AI-research-SKILLs★ 13ksame name
- Orchestra-Research/AI-Research-SKILLs★ 12ksame name
- advaitpaliwal/feynman★ 10ksame name
- companion-inc/feynman★ 10ksame name
85 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository67 other files it gives its agents.
- AGENTS.mdAGENTS.md
- .codex/AGENTS.mdAGENTS.md
- frontend/AGENTS.mdAGENTS.md
- autoresearchSkill
- brainstormingSkill
- brandkitSkill
- create-github-action-workflow-specificationSkill
- design-taste-frontendSkill
- design-taste-frontend-v1Skill
- dispatching-parallel-agentsSkill
- dokion-hardeningSkill
- dokion-playbook-creatorSkill
- dokion-playbook-hubSkill
- executing-plansSkill
- finishing-a-development-branchSkill
- full-output-enforcementSkill
- git-commitSkill
- github-publishing-workflowSkill
- google-ai-studio-web-editorSkill
- gpt-tasteSkill
- high-end-visual-designSkill
- imagegen-frontend-mobileSkill
- imagegen-frontend-webSkill
- image-to-codeSkill
- industrial-brutalist-uiSkill
- minimalist-uiSkill
- receiving-code-reviewSkill
- redesign-existing-projectsSkill
- requesting-code-reviewSkill
- stitch-design-tasteSkill
- subagent-driven-developmentSkill
- systematic-debuggingSkill
- test-driven-developmentSkill
- ui-ux-design-engineSkill
- using-git-worktreesSkill
- using-superpowersSkill
- verification-before-completionSkill
- writing-plansSkill
- writing-skillsSkill
- autoresearchSkill
- dokion-playbook-creatorSkill
- dokion-playbook-hubSkill
- dokion-hardeningSkill
- agent-playbookSkill
- archifySkill
- brainstormingSkill
- dispatching-parallel-agentsSkill
- dokion-automationSkill
- dokion-fullstackSkill
- dokion-hardeningSkill
- dokion-playbook-creatorSkill
- dokion-playbook-hubSkill
- executing-plansSkill
- finishing-a-development-branchSkill
- github-publishing-workflowSkill
- google-ai-studio-web-editorSkill
- receiving-code-reviewSkill
- requesting-code-reviewSkill
- subagent-driven-developmentSkill
- systematic-debuggingSkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
2 rules. 0 are common, 1 is distinctive, and 1 is very specific to this project.
0
Common
Most of the 96 edited versions we read keep these.
1
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 10
Never push, publish, or deploy without explicit user approval.
- Very specific: line 12
All results logged to autoresearch/{subcommand}-{YYMMDD}-{HHMM}/ directory.
“Common” is measured: kept by at least 6 in 10 of the 96 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
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.
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
- Classify — archetype label + mode.
- Derive predicate — concrete Success predicate: exact shell command + expected output.
- Confirm — archetype, mode, concrete predicate (command + expected output).
- Round-0 dry-run — prove the predicate command runs and returns a value; safety-screen every derived command via
screen-cmd. - Loop until predicate satisfied: a. Assess state via cheap signals (failing tests, error counts). b. Route to next subcommand. c. Run subcommand (inner loop). d. Keep changes that improve metric/reduce errors; rollback regressed changes.
- Stop conditions: Predicate met (100% success), Plateau detected, Ceiling reached, or Blocked.
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