skill-lifecycle
Skill2 starsChanged 32 days agoMITView on GitHub
Advances candidates through APPROVED/AVAILABLE/PROVEN and tracks Skill proficiency via Experiences
6 other projects use a version of this.
Adopted by
Most recently taken up by
- ceilf6/FrontAgenttheir own version, first seen Nov 8, 2026
- anthony-chaudhary/faktheir own version, first seen Nov 3, 2026
- Koooki3/skill-loomtheir own version, first seen Oct 6, 2026
- SwimmingLiu/easy-skillstheir own version, first seen Aug 16, 2026
- alexgrebeshok-coder/dirigent-skillstheir own version, first seen Jul 12, 2026
- ZHOUKAILIAN/skillstheir own version, first seen Jun 18, 2026
Other versions6 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 6
- ceilf6/FrontAgent★ 124same name
- anthony-chaudhary/fak★ 47same name
- Koooki3/skill-loom★ 2same name
- SwimmingLiu/easy-skills★ 1same name
- ZHOUKAILIAN/skills★ 1same name
- alexgrebeshok-coder/dirigent-skills★ 0same 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 repository52 other files it gives its agents.
- AGENTS.mdAGENTS.md
- .cursor/rules/00-core-operating-model.mdcCursor rule
- .cursor/rules/01-plan-approval-gate.mdcCursor rule
- .cursor/rules/02-git-worktree-policy.mdcCursor rule
- .cursor/rules/03-validation-definition-of-done.mdcCursor rule
- .cursor/rules/04-documentation-memory.mdcCursor rule
- accessibility-reviewSkill
- agent-skills-packagingSkill
- autonomy-budgetSkill
- bounded-autonomySkill
- candidate-promotionSkill
- capability-planningSkill
- code-reviewerSkill
- code-structure-cleanupSkill
- compass-evaluatorSkill
- context-inodesSkill
- dependency-supply-chainSkill
- docker-cloudSkill
- embedding-providersSkill
- execution-telemetrySkill
- experience-routingSkill
- experience-skill-trainingSkill
- external-knowledge-ingestSkill
- github-integrationSkill
- goose-agent-orchestrationSkill
- harness-gcSkill
- hosted-vector-dbSkill
- implementation-planningSkill
- ios-engineeringSkill
- knowledge-stewardSkill
- linear-integrationSkill
- node-engineeringSkill
- northstar-connected-routineSkill
- notion-integrationSkill
- package-registry-tiSkill
- persistent-role-promotionSkill
- playwright-browser-validationSkill
- postgres-prismaSkill
- procedure-playbooksSkill
- project-overseerSkill
- pull-request-preparationSkill
- python-mlSkill
- react-engineeringSkill
- repository-discoverySkill
- review-fix-loopSkill
- security-audit-proceduresSkill
- security-reviewSkill
- skill-learning-loopSkill
- source-code-contextSkill
- technology-intelligence-liveSkill
- testing-validationSkill
- worktree-orchestrationSkill
The file
We split this skill into the rules it gives an agent
2 rules. 0 are common, 0 are distinctive, and 2 are very specific to this project.
0
Common
Most of the 6 edited versions we read keep these.
0
Distinctive
This author's own choices. Worth a look.
2
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 54
After the Skill is used successfully in real workstreams, record Experiences (execution-telemetry / record-execution-run.sh) with …
- Very specific: line 75
Every Skill has an immutable inode at .cursor/skills/inodes/<sha256>.json (SHA-256 over SKILL.md + capability.yaml).
“Common” is measured: kept by at least 6 in 10 of the 6 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
Skill Lifecycle
Use this Skill when
A Technology Intelligence candidate has reached SANDBOX_TESTED and the Captain
wants to advance it through:
APPROVED → AVAILABLE_SKILL → PROVEN_SKILL
or an existing Skill should graduate toward PROVEN proficiency using successful Experience evidence (training loop).
For earlier stages (DISCOVERED → SANDBOX_TESTED) use Skill candidate-promotion.
Inputs
- Candidate JSON (staging or fixture) at
SANDBOX_TESTEDor later - Evidence paths
- Explicit
--captain-approvedfor every post-sandbox stage - Skill slug (for AVAILABLE proposals and Experience matching)
- Experience store under
.agent/experience/(for PROVEN)
Procedure
- Confirm candidate is at least
SANDBOX_TESTEDandapproved_for_executionis false. Captain-approved advance to APPROVED:
./scripts/promote-candidate.sh --candidate <path.json> \ --stage APPROVED \ --evidence .agent/evidence/approval.md \ --captain-approved \ --skill-slug <slug>Emit AVAILABLE_SKILL install proposal (never live install):
./scripts/promote-candidate.sh --candidate <staging.json> \ --stage AVAILABLE_SKILL \ --evidence .agent/evidence/approval.md \ --captain-approved \ --skill-slug <slug>Review
.agent/capabilities/candidates/available-proposals/<slug>/. Open a Captain-reviewed PR to copy into.cursor/skills/<slug>/only after approval.After the Skill is used successfully in real workstreams, record Experiences (
execution-telemetry/record-execution-run.sh) withskills_usedincluding the slug. When ≥2 successful Experiences exist, advance to PROVEN_SKILL:./scripts/promote-candidate.sh --candidate <staging.json> \ --stage PROVEN_SKILL \ --evidence .agent/evidence/proven.md \ --captain-approved \ --skill-slug <slug>Override threshold with
COMPASS_PROVEN_SUCCESS_THRESHOLDif needed.- Optional training draft from Experience: Skill
experience-skill-training(./scripts/train-skill-from-experience.sh). Learning-run Experiences: Skillskill-learning-loop(bridge-learning-experiences.sh). - Re-run
./scripts/compile-capability-registry.shafter any live Skill PR merges.
M40: content-addressed Skill inodes
Every Skill has an immutable inode at .cursor/skills/inodes/<sha256>.json
(SHA-256 over SKILL.md + capability.yaml). Skill identity is content, not
slug:
- Editing a Skill produces a new inode; the old inode is immutable history.
- Experience/proficiency reputation pins to the inode hash it was earned on.
- Reputation carry-over to a changed Skill's new inode requires
./scripts/build-skill-inodes.sh --captain-approved(Captain gate); otherwise the new inode carriesreputation.captain_approved: false. doctor.shfails closed when committed inodes are stale — rerun./scripts/build-skill-inodes.shafter editing any Skill.- The compiled registry embeds
provenance.content_hash+skill_inodeper Skill entry.
Output
- Staging candidate with updated
lifecycle_stage - AVAILABLE proposal under
.agent/capabilities/candidates/available-proposals/ - PROVEN staging record when Experience threshold met
Prohibited actions
- Auto-installing into
.cursor/skills/ - Setting
approved_for_execution: true - Advancing past
SANDBOX_TESTEDwithout--captain-approved - Mutating matcher weights from lifecycle advances
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
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People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
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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.

