/skill-lifeguard
Use when a skill is brittle, drifting, repeatedly failing, or needs a Reliable Skill Contract. Trigger for phrases like skill lifeguard, reliable skill, self-maintaining skill, negative examples, verification checkpoints, drift signals, replay hooks, or failure log to skill
$ npx -y skills add majiayu000/spellbook --skill skill-lifeguard --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
- You can call itInvoke it directly when you want it.
- Slash command
/skill-lifeguard
Context preview
The summary Claude sees to decide when to auto-load this skill.
Use when a skill is brittle, drifting, repeatedly failing, or needs a Reliable Skill Contract. Trigger for phrases like skill lifeguard, reliable skill, self-maintaining skill, negative examples, verification checkpoints, drift signals, replay hooks, or failure log to skill
SKILL.md
skill-lifeguard.SKILL.mdname: skill-lifeguard
description: "Use when a skill is brittle, drifting, repeatedly failing, or needs a Reliable Skill Contract. Trigger for phrases like skill lifeguard, reliable skill, self-maintaining skill, negative examples, verification checkpoints, drift signals, replay hooks, or failure log to skill patch. Audits or patches skills so high-value workflows include explicit forbidden behaviors, checkpoints, machine-checkable done conditions, replay or smoke hooks, and drift detection."
Skill Lifeguard
Use this skill to make an existing or new skill self-maintaining enough for real agent work. It complements `skill-audit` and `skill-creator`: use this skill for the reliability contract, then use those skills for library fit and authoring.
Read `references/examples.md` when you need example contract wording. Use `assets/reliable-contract-template.md` when drafting a reusable section.
Reliable Skill Contract
Every high-value workflow skill should either include these five elements or record why an element is intentionally deferred:
| Element | Required Evidence | | --- | --- | | Explicit negative examples | Named forbidden behaviors and concrete alternatives. | | Verification checkpoints | Pass/fail checks after important phases, not only at the end. | | Machine-checkable done conditions | Commands, assertions, artifacts, or state queries from the current session. | | Replay or smoke hooks | A small way to rerun or sample the workflow, plus a log-to-patch loop. | | Drift signal detection | Observable signs that the skill is stale, undertriggering, overtriggering, or producing false success. |
Workflow
1. Search before creating or moving skill files. 2. Read the target skill and nearby docs that define its expected workflow. 3. Classify the skill maturity:
- `manual`: workflow still needs human validation.
- `skill`: manually validated and packaged as reusable instructions.
- `automation`: repeatedly reliable and safe enough for scheduled or hook-driven use.
4. Score the five contract elements as `present`, `partial`, `missing`, or `deferred`. 5. Patch the smallest durable home: `SKILL.md` for routing and boundaries, `references/` for long examples, `scripts/` for deterministic checks, `assets/` or `templates/` for reusable report shapes. 6. Run repository validation and any skill-specific smoke check.
Operating Contract
- Direct actions: audit skill files, draft contract gaps, patch local skill
instructions, and run local validation.
- Escalate before: publishing skills, installing into user runtime directories,
deleting user files, changing secrets, or promoting manual workflows into scheduled automation.
- Evidence-backed pushback: refuse reliability claims that lack fresh
verification, replay hooks, or drift signals.
- Feedback loop: turn repeated corrections, false-success signals, or failed
smoke runs into a skill patch and rerun validation.
Gotchas
- A checklist without pass/fail evidence is not a checkpoint.
- A warning-only fallback can hide missing data; fail loud when output would be
incomplete or misleading.
- A one-time successful manual run is not automation maturity.
Output
For audits, lead with findings:
reliable_skill_contract:
- target:
- maturity:
- score:
negative_examples:
verification_checkpoints:
machine_done_conditions:
replay_or_smoke_hooks:
drift_signals:
- blocking_gaps:
- patch_plan:
- verification:
For edits, keep the patch scoped to the missing contract elements. Do not rewrite the skill's domain behavior unless the reliability gap requires it.
Negative Examples
Reject these patterns and name the safer alternative:
- "Verify by saying it should work." Use a fresh command, fixture, or state
query instead.
- "Swallow a failed helper and continue with a generic fallback." Surface the
failure or mark the workflow blocked.
- "Add a broad reminder to be careful." Add a concrete forbidden behavior and
an allowed replacement.
- "Automate a workflow that has never passed manually." Keep it in `manual`
maturity and add smoke checks first.
Checkpoints
Place checkpoints where a future agent could otherwise drift:
- after startup discovery and applicable instructions are read
- before edits that touch high-context files or generated metadata
- after each deterministic verification command
- before commit, push, PR, merge, or automation
- after a failure log produces a skill patch
Drift Signals
Treat these as evidence to patch the skill:
- users repeat the same correction
- the skill triggers for the wrong task boundary
- the skill fails to trigger for its primary phrase
- the expected verification command no longer exists
- output format changes without downstream docs or examples changing
- a silent fallback hides missing data, auth, files, or external state
Verification
For Spellbook skills, run:
python3 ./scripts/validate_skills.py --check
python3 ./scripts/audit_skill_quality.py skill-name
If the skill owns scripts, also run the relevant syntax check or fixture. Report missing prerequisites instead of marking the contract complete.
Read more
name: skill-lifeguard description: "Use when a skill is brittle, drifting, repeatedly failing, or needs a Reliable Skill Contract. Trigger for phrases like skill lifeguard, reliable skill, self-maintaining skill, negative examples, verification checkpoints, drift signals, replay hooks, or failure log to skill patch. Audits or patches skills so high-value workflows include explicit forbidden behaviors, checkpoints, machine-checkable done conditions, replay or smoke hooks, and drift detection."
Skill Lifeguard
Use this skill to make an existing or new skill self-maintaining enough for real agent work. It complements `skill-audit` and `skill-creator`: use this skill for the reliability contract, then use those skills for library fit and authoring.
Read `references/examples.md` when you need example contract wording. Use `assets/reliable-contract-template.md` when drafting a reusable section.
Reliable Skill Contract
Every high-value workflow skill should either include these five elements or record why an element is intentionally deferred:
| Element | Required Evidence | | --- | --- | | Explicit negative examples | Named forbidden behaviors and concrete alternatives. | | Verification checkpoints | Pass/fail checks after important phases, not only at the end. | | Machine-checkable done conditions | Commands, assertions, artifacts, or state queries from the current session. | | Replay or smoke hooks | A small way to rerun or sample the workflow, plus a log-to-patch loop. | | Drift signal detection | Observable signs that the skill is stale, undertriggering, overtriggering, or producing false success. |
Workflow
1. Search before creating or moving skill files. 2. Read the target skill and nearby docs that define its expected workflow. 3. Classify the skill maturity:
- `manual`: workflow still needs human validation.
- `skill`: manually validated and packaged as reusable instructions.
- `automation`: repeatedly reliable and safe enough for scheduled or hook-driven use.
4. Score the five contract elements as `present`, `partial`, `missing`, or `deferred`. 5. Patch the smallest durable home: `SKILL.md` for routing and boundaries, `references/` for long examples, `scripts/` for deterministic checks, `assets/` or `templates/` for reusable report shapes. 6. Run repository validation and any skill-specific smoke check.
Operating Contract
- Direct actions: audit skill files, draft contract gaps, patch local skill
instructions, and run local validation.
- Escalate before: publishing skills, installing into user runtime directories,
deleting user files, changing secrets, or promoting manual workflows into scheduled automation.
- Evidence-backed pushback: refuse reliability claims that lack fresh
verification, replay hooks, or drift signals.
- Feedback loop: turn repeated corrections, false-success signals, or failed
smoke runs into a skill patch and rerun validation.
Gotchas
- A checklist without pass/fail evidence is not a checkpoint.
- A warning-only fallback can hide missing data; fail loud when output would be
incomplete or misleading.
- A one-time successful manual run is not automation maturity.
Output
For audits, lead with findings:
reliable_skill_contract: - target: - maturity: - score: negative_examples: verification_checkpoints: machine_done_conditions: replay_or_smoke_hooks: drift_signals: - blocking_gaps: - patch_plan: - verification:
For edits, keep the patch scoped to the missing contract elements. Do not rewrite the skill's domain behavior unless the reliability gap requires it.
Negative Examples
Reject these patterns and name the safer alternative:
- "Verify by saying it should work." Use a fresh command, fixture, or state
query instead.
- "Swallow a failed helper and continue with a generic fallback." Surface the
failure or mark the workflow blocked.
- "Add a broad reminder to be careful." Add a concrete forbidden behavior and
an allowed replacement.
- "Automate a workflow that has never passed manually." Keep it in `manual`
maturity and add smoke checks first.
Checkpoints
Place checkpoints where a future agent could otherwise drift:
- after startup discovery and applicable instructions are read
- before edits that touch high-context files or generated metadata
- after each deterministic verification command
- before commit, push, PR, merge, or automation
- after a failure log produces a skill patch
Drift Signals
Treat these as evidence to patch the skill:
- users repeat the same correction
- the skill triggers for the wrong task boundary
- the skill fails to trigger for its primary phrase
- the expected verification command no longer exists
- output format changes without downstream docs or examples changing
- a silent fallback hides missing data, auth, files, or external state
Verification
For Spellbook skills, run:
python3 ./scripts/validate_skills.py --check python3 ./scripts/audit_skill_quality.py skill-name
If the skill owns scripts, also run the relevant syntax check or fixture. Report missing prerequisites instead of marking the contract complete.
Cross-runtime skills for Claude Code, Codex, and multi-agent workflows.
Repo: majiayu000/spellbook
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