factory-lookback
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.
Install / Use
npx skills add BuilderIO/skills --skill factory-lookbackInstalls into whichever agent you are using.
SKILL.md
Installable skill definition
Quality Score
Category
AutomationSupported Platforms
Tags
Our assessment of factory-lookback
factory-lookback scores 87/100 on our quality scale, 993rd of 1,657 Automation skills we index.
We have not analysed the SKILL.md file itself yet, so the content part of this score is an estimate until our crawler reaches it.
With 4,394 GitHub stars, it is one of the more widely adopted skills in the catalogue.
Maintenance, license and trust
- The repository was last updated 3 days ago, so factory-lookback is actively maintained.
- It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
- Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.
factory-lookback compared with similar skills
All 4 of these similar skills score higher than factory-lookback; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| factory-lookback (this skill)by BuilderIO | 87 | 4.4k | 3d ago | SKILL.md |
| Agent-Reachby Panniantong | 100 | 85.6k | 11d ago | CLAUDE.md |
| rufloby ruvnet | 100 | 73.3k | today | CLAUDE.md |
| Scraplingby D4Vinci | 100 | 83.9k | today | MCP Server |
| algorithmic-artby anthropics | 100 | 177.9k | 4d ago | SKILL.md |
Frequently asked questions
- How do I install factory-lookback?
- Run
npx skills add BuilderIO/skills --skill factory-lookback. The install tabs above show the steps for each supported agent. - Which AI agents does factory-lookback work with?
- It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
- Is factory-lookback safe to use?
- It is MIT-licensed and scores 100/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is factory-lookback still maintained?
- The repository was last updated 3 days ago, so factory-lookback is actively maintained.
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Languages
Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.