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fable-loop

End-to-end orchestrated workflow that runs a task the way Fable ran sessions - parallel evidence subagents, one committed plan, surgical execution with an intent gate, adversarial verification agents, honest outcome-first report. Use for non-trivial multi-step tasks when the user says "/fable-loop", "run the fable loop", or "do this the way Fable would". For the rules alone without orchestration, use fable-method; for large multi-phase projects, prefer the GSD workflow and use this inside phases.

Quality

100%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

100%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A lean, dense orchestration overlay: every sentence is operational, with concrete budgets, gates, example subagent prompts, hard failure bounds, and feedback loops. The split from the fable-method sibling is well-signaled and one level deep, and the body never re-explains what the method already states.

DimensionReasoningScore

Conciseness

Every line is a directive with zero padding ('Gate first. Trivial per the method's triviality gate: just do it, verify with the one obvious check, report in two sentences.'). It assumes Claude's competence and never explains concepts Claude already knows, matching the 5 anchor ('every token earns its place').

5 / 5

Actionability

For an instruction-only skill the guidance is fully executable: explicit budgets ('One batch plus one follow-up batch is the budget'), counts ('1-3 parallel subagents'), copy-paste-ready attacker prompts ('Read this diff and prove the change is wrong or incomplete'), hard bounds ('3 failed fix-verify cycles on the same issue... means stop'), and a precisely specified plan-artifact shape. Per the rubric's scoring note, absence of code in an instruction-only skill is not penalized when the guidance is this concrete.

5 / 5

Workflow Clarity

Four stages are clearly sequenced (PLAN, EXECUTE, VERIFY, AUDIT/REPORT) with explicit validation ('Run the named verification yourself, both halves'), a decision gate ('Task-shaped and reversible: proceed... Plan-first shape: present the plan artifact and STOP for approval'), feedback loops ('A finding that survives your own check goes back to Stage 2 as new work'), and an execution checklist — all elements of the 5 anchor.

5 / 5

Progressive Disclosure

The rule details are delegated one level deep to the clearly-signaled sibling skill ('read its SKILL.md first... installed alongside this skill (in this plugin's skills/fable-method/ directory, or ~/.claude/skills/fable-method/ for manual installs)'), and this file holds only the orchestration layer it uniquely owns. The ~46-line body is cleanly sectioned per stage; nothing that belongs elsewhere is inlined.

5 / 5

Total

20

/

20

Passed

Description

100%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

An exemplary description: concrete action inventory, verbatim natural-language triggers, explicit what/when, and explicit disambiguation from sibling skills. Third-person voice throughout; no padding or over-claims.

DimensionReasoningScore

Specificity

The description enumerates multiple concrete actions covering the entire pipeline: 'parallel evidence subagents, one committed plan, surgical execution with an intent gate, adversarial verification agents, honest outcome-first report'. This is comprehensive with no capability gaps, matching the 5 anchor rather than 4 ('minor gaps in coverage').

5 / 5

Completeness

Both questions are answered explicitly: the 'what' ('End-to-end orchestrated workflow that runs a task the way Fable ran sessions' with named stages) and the 'when' ('Use for non-trivial multi-step tasks when the user says...') with concrete trigger phrases. This matches the 5 anchor precisely; the 'Use when...' clause is present so the cap at 3 does not apply.

5 / 5

Trigger Term Quality

Explicit natural trigger phrases are quoted verbatim: '/fable-loop', 'run the fable loop', 'do this the way Fable would' — exactly the phrasings a user would naturally say to invoke this skill. No relevant natural variants are missing, fitting the 5 anchor.

5 / 5

Distinctiveness Conflict Risk

It carves a clear niche with name-scoped triggers and explicitly disambiguates its two nearest neighbors: 'For the rules alone without orchestration, use fable-method; for large multi-phase projects, prefer the GSD workflow and use this inside phases.' Conflict risk is minimal, matching the 5 anchor rather than 4 since the disambiguation is explicit rather than implied.

5 / 5

Total

20

/

20

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository

Sahir619/fable-method

Path

skills/fable-loop/SKILL.md

Reviewed

Table of Contents

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