What are the specific focus types for annotations?

You can focus the AI on coherence (checking for contradictions), clarity (fixing vague language), gaps (finding missing info), or stale (checking if docs match the code).

What do the different annotation prefixes mean?

The skill uses GID prefixes to add signal: '?' for questions, '!' for important observations, '^' for corrections, and '>' for suggestions.

Does this skill permanently modify my code?

It inserts comment markers into your files and performs a commit. These markers are intended for human review and should be addressed or removed before final production deployment.

How do I review the AI annotations added to my files?

Once the skill completes, you can view the {{AI ...}} markers directly in your files. You can review them manually or use the /eidos:refine command to process and resolve the suggestions.

AI File Annotator

Name: AI File Annotator
Author: agenticnotetaking

byagenticnotetaking

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コラボレーションツール

Leaves targeted inline AI feedback and observations within files to facilitate human review and improve documentation quality.

The AI File Annotator skill streamlines the Spec Driven Development workflow by inserting non-intrusive, inline {{AI ...}} markers directly into project files. It enables Claude to identify contradictions, vague claims, missing information, or stale content by analyzing files against their specifications or the codebase. By categorizing observations into specific focus areas like coherence and clarity, it helps developers bridge the gap between intent and implementation, providing a structured way to receive high-signal peer-review-style feedback from an AI assistant.

主な機能

01Inline AI-generated annotations for non-intrusive feedback loops

02Intelligent density control to ensure only high-signal observations are added

03Four specific focus modes: coherence, clarity, gaps, and stale

04Standardized prefixing system for questions, suggestions, and corrections

0536 GitHub stars

06Context-aware analysis against linked specifications and codebases

ユースケース

01Auditing technical specifications for clarity and logical inconsistencies

02Automating the first pass of code and documentation reviews to find missing edge cases

03Identifying documentation that no longer matches the current codebase implementation

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add agenticnotetaking/eidos annotate

For use in Claude.ai and ChatGPT

Download Skill