name

clarity-gate

description

Pre-implementation quality gate for EPIC specifications and documentation. Enforces epistemic quality by checking that claims are properly qualified, assumptions are visible, and documentation is AI-ready. Use before proceeding from planning to implementation, or when reviewing specification quality. Triggers on "clarity gate", "check spec quality", "is this spec ready", "review documentation quality", or "run clarity check".

Clarity Gate v2.1

A pre-implementation verification system that asks: "If another LLM reads this document, will it mistake assumptions for facts?"

Core Principle: Find missing uncertainty markers before they become confident hallucinations. Verify FORM, not TRUTH — this skill checks whether claims are properly marked as uncertain, not whether claims are actually true.

The 13-Item Clarity Gate Checklist

Foundation Checks (7 items)

Actionable — Can AI act on every section? No aspirational content.
Current — Is everything up-to-date? No outdated decisions.
Single Source — No duplicate information across docs.
Decision, Not Wish — Every statement is a decision, not a hope.
Prompt-Ready — Would you put every section in an AI prompt?
No Future State — All "will eventually," "might," "ideally" removed.
No Fluff — All motivational/aspirational content removed.

Document Architecture Checks (6 items)

Type Identified — Document type clearly marked (Strategic vs Implementation vs Reference).
Anti-patterns Placed — Anti-patterns in implementation docs only (strategic docs use pointers).
Test Cases Placed — Test cases in implementation docs only.
Error Handling Placed — Error handling matrix in implementation docs only.
Deep Links Present — Deep links in ALL documents. No vague "see elsewhere."
No Duplicates — Strategic docs use pointers, not duplicate content.

Scoring Rubric (6 Criteria)

Criterion	Weight	10/10 means
Actionability	25%	Every section has an implementation implication
Specificity	20%	All numbers concrete, all thresholds explicit
Consistency	15%	Single source of truth, no duplicates
Structure	15%	Tables over prose, clear hierarchy
Disambiguation	15%	Anti-patterns present (5+), edge cases explicit
Reference Clarity	10%	Deep links only, no vague references

Score Interpretation

Score	Meaning	Action
10/10	AI can implement with zero questions	Proceed to implementation
9/10	1 minor clarification needed	Fix, then proceed
7-8/10	3-5 ambiguities exist	Major revision required
< 7/10	Not AI-ready, fundamental issues	Return to planning

Minimum threshold for proceeding: >= 9/10

9 Verification Points (Semantic Review)

Epistemic Checks (Points 1-4) — Core Focus

Hypothesis vs. Fact Labelling — Every claim must indicate validation status. Add "PROJECTED:", "HYPOTHESIS:", "UNTESTED:", or supporting evidence.
Uncertainty Marker Enforcement — Forward-looking statements need qualifiers: "projected", "estimated", "expected", "designed to", "intended to".
Assumption Visibility — Implicit assumptions must be explicit. Add bracketed conditions: [assuming <condition>] or [under <constraint>].
Authoritative-Looking Unvalidated Data — Tables with specific percentages without sources. Add "(est.)", "(guess)", or explicit warning.

Data Quality Checks (Points 5-7) — Complementary

Data Consistency — Scan for conflicting numbers or facts across sections.
Implicit Causation — Challenge claims implying causation without evidence. Reframe as hypothesis: "MAY improve (unvalidated)".
Future State as Present — Planned outcomes described as achieved. Replace with "DESIGNED TO", "TARGET:", or "PLANNED:".

Verification Routing (Points 8-9)

Temporal Coherence — Internal dates must be chronologically consistent.
Externally Verifiable Claims — Specific numbers (pricing, statistics) should be flagged for verification. Add dated sources or uncertainty markers.

Quick Scan Patterns

Pattern	Required Action
Specific percentages without source	Add source or "(est.)" marker
Comparison tables	Add "PROJECTED" header if unvalidated
Achievement verbs ("achieves", "delivers")	Use "designed to" / "intended to" if unvalidated
"100%" claims	Almost always needs qualification
Outdated timestamps	Verify against current date

Lightweight Clarity Check (5 items)

For documents that do NOT require the full 13-item gate (e.g., documentation, summaries, explanations), use this abbreviated checklist:

Actionable — Can the reader act on this? No aspirational filler.
Current — Reflects actual state, not a future wish.
Specific — References are precise (file paths, section anchors).
No Future State as Present — Planned features marked as planned.
Single Source — Links instead of duplicating content.

When to Use

Context	Which gate
EPIC specifications (before implementation)	Full 13-item gate + scoring rubric
Task specifications	Full 13-item gate + scoring rubric
Documentation, summaries, explanations	Lightweight 5-item check
README updates	Lightweight 5-item check

Based on Clarity Gate v2.1 by Francesco Marinoni Moretto. Adapted for a custom AI-assisted coding workflow. License: CC-BY-4.0.