Install Factory Lookback
Pick your agent. Every command is ready to paste.
npx skills add BuilderIO/skills --skill factory-lookbackThe open skills CLI detects your agents (Claude Code, Cursor, Codex and 70+ more) and installs to the right folder. Add -g to install globally.
01
Install it
Run the command above, or upload the folder in Claude.
02
Ask naturally
Describe the task. Your agent loads factory-lookback when the request matches its description.
03
Name it if needed
If it does not trigger, say “use the factory-lookback skill”. In Codex, type $factory-lookback.
Factory Lookback
Read .agent-factory/config.yaml and apply the optional
skill_prompts.factory-lookback entry as additional project guidance. Use this
workflow when asked to look back across a bounded period or when an enabled
workflows.lookback automation runs. Its purpose is to find patterns that
normal item-by-item flows keep missing or fixing only temporarily.
Build a bounded evidence set
- Confirm the configured sources, scope, time window, comparison period, and output policy before querying. Use only connected sources the host can read.
- Enumerate the full configured range, follow every page or cursor, and record source filters, dates, counts, and unavailable or truncated sources. Do not report a complete lookback when coverage is partial.
- Include relevant feedback, analytics or telemetry, runtime errors, recurring CI or review failures, repeated recovery attempts, replies to earlier information requests, and prior fixes marked shipped or verified when those records are available.
- Cluster records by underlying symptom and affected boundary, not wording alone. Keep event counts, affected users or sessions, time range, versions, and distinct source links separate; do not infer identity or impact from unstable identifiers.
Find the systemic cause
For each recurring cluster, trace representative reports to their original source and inspect prior dispositions, commits, tests, and release evidence. Check whether the symptom recurred after a claimed fix, appeared through a sibling caller, or escaped because the normal workflow lacked a signal, owner, verification step, or recovery path.
For a report previously held for more information, inspect the full source thread for new replies. Re-triage the original report with the new details and check whether the normal fix flow now has enough evidence to proceed. Keep the item open when the answer is still incomplete; do not treat a reply as a fix or as permission for another action.
Reproduce a representative current case when possible. Trace related callers and surfaces to the shared boundary that can explain the evidence. Prefer one verified correction at that boundary over a pile of caller-specific patches. Separate confirmed causes from hypotheses, and state what evidence would disprove each proposed explanation.
Change and verify
Use workflows.lookback.implement to decide whether to recommend only, prepare
a fix, or publish an authorized change. A recurring pattern is evidence for
investigation, not automatic permission to edit code or take an external
action. Keep reply, issue closure, PR approval, merge, deployment, and
notification under their own configured policies.
When implementation is allowed, make the smallest systemic fix that addresses the confirmed cause. Add or update a regression check at the boundary, exercise the representative failure and relevant sibling paths, and inspect the same signals again after the fix. A test, merge, or “fixed” label alone does not prove that the live recurrence stopped.
Report
For each pattern, report:
- the source links, date range, query coverage, counts, and impact evidence;
- prior fixes or dispositions and whether the symptom returned;
- information requests, answers received, and whether they changed the evidence or next step;
- confirmed cause, alternatives still uncertain, and the shared boundary;
- recommended or completed systemic change, regression proof, and remaining rollout or live-verification work;
- independent reply, close, publish, approval, merge, deployment, and notify decisions, plus any exact human decision required.
Do not treat unavailable telemetry or an incomplete history as evidence that a pattern does not exist.
Tips for Factory Lookback
- • Start a fresh session after installing so your agent picks up the new skill.
- • It is part of a pack with 26 skills. Install only the ones you need with --skill to keep triggers precise.
- • If two skills overlap, mention the one you want by name.
Questions about Factory Lookback
What does the Factory Lookback skill do?
Experimental workflow for auditing recurring feedback, telemetry, errors, and brittle delivery paths to find systemic fixes. Use for periodic or requested cross-source lookbacks, not routine single-item intake.
How do I install Factory Lookback?
Run "npx skills add BuilderIO/skills --skill factory-lookback" in your project. The skills CLI installs it for Claude Code, Cursor, Codex and 70+ other agents. In Claude on the web, upload the skill folder as a ZIP under Customize > Skills.
Does Factory Lookback work in Cursor and Codex?
Yes. Factory Lookback uses the open SKILL.md format, so it works in Claude Code, Claude, Cursor, OpenAI Codex, Gemini CLI, GitHub Copilot and other agents that support agent skills.
Is Factory Lookback free?
Factory Lookback is open source on GitHub under the MIT license. It is free to install; check the license before commercial use.
Who made Factory Lookback?
Factory Lookback is published by BuilderIO in the BuilderIO/skills repository, together with 25 other skills.





