skill-learn
Skill0 starsChanged 29 days agoMITView on GitHub
Applies a correction to every skill it touches, with a diff to approve for each and their evals run again. Use for "from now on, never X" or after correcting an output.
- Installs packages
2 other projects use a version of this.
Adopted by
Most recently taken up by
- WRRooney/ignition-skillstheir own version, first seen Oct 9, 2026
- Bita71/Agent-Workflow-Kittheir own version, first seen Jul 18, 2026
Other versions2 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 2
- WRRooney/ignition-skills★ 10same name
- Bita71/Agent-Workflow-Kit★ 1same name
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 repository19 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- skill-benchSkill
- skill-checkSkill
- skill-competeSkill
- skill-createSkill
- skill-descriptionSkill
- skill-evalSkill
- skill-factsSkill
- skill-improveSkill
- skill-packageSkill
- skill-planSkill
- skill-pluginSkill
- skill-publishSkill
- skill-releaseSkill
- skill-repoSkill
- skillSkill
- skill-tidySkill
- skill-tokensSkill
The file
We split this skill into the rules it gives an agent
3 rules. About 0 are common, 2 are distinctive, and 1 is very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈2
Distinctive · estimate
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 18
Ask, with your recommendation:
- Very specific: line 25
Read the description and steps of every skill where .agents/skill/setup.md says their skills live, and any plugin repositories they name.
- Distinctive: line 46
Add a task to the skill that checks the new rule, so it stays proven.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Learn from a correction
A correction given once should reach every skill it applies to, and stay proven. This finds those skills, changes each with the person's yes, and runs their tests again so the lesson doesn't break something else.
The engine runs as npx -y @thenavidm/skill-builder@latest. Where skill-builder is installed (npm install -g @thenavidm/skill-builder), run skill-builder instead: it's the same engine, without the download.
1. State the lesson
Write it as one rule with its reason, in their words: "Links never go in the body of a post, because the platforms show posts with links to fewer people." Collect lessons from what they said in this conversation, from review notes (feedback.json), or from what they pasted. Several lessons go through these steps one at a time.
2. Rule or memory?
Ask, with your recommendation:
- A rule for skills: about how a task is done ("dates as 10 November 2026"). It goes into the skills.
- A general preference: about how they like to work with the AI ("explain before you change things"). It goes to their AI tool's memory or instructions file, not into skills.
3. Find every skill it touches
Read the description and steps of every skill where .agents/skill/setup.md says their skills live, and any plugin repositories they name. Sort them:
| Sure | The skill does the thing the rule is about |
| Likely | The skill sometimes does it |
| No | Unrelated |
Show the list and let them confirm which to change.
4. One change per skill, each approved
For each, have the skill-writer agent draft the change (or draft it yourself), then show the exact diff: where the rule goes and how it's worded for that skill. Change only what the rule needs. If a skill already has a rule that contradicts this one, ask which wins. Apply the ones they approve, and bump the skill's version in metadata (or the plugin's in package.json through skill-release).
5. Prove nothing broke
For each changed skill that has evals, run them and compare with before:
npx -y @thenavidm/skill-builder@latest eval <skill> --runs 3Add a task to the skill that checks the new rule, so it stays proven. Report, per skill: changed, the before and after pass rate, and anything that got worse.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

