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mcclowes/code-frontmatter

Context-efficient codebase navigation and documentation using structured frontmatter headers. Use this when exploring an unfamiliar codebase, answering "where is X / how does Y work" questions, or when asked to add/maintain file-level documentation. Index a tree's headers in one pass instead of reading every file, and generate or validate frontmatter with the bundled scripts. Reach for it whenever token budget matters while navigating code, even if the user does not say "frontmatter".

71

4.33x
Quality

100%

Does it follow best practices?

Impact

52%

4.33x

Average score across 7 eval scenarios

SecuritybySnyk

Passed

No known issues

Overview
Quality
Evals
Security
Files

Evaluation results

100%

100%

Find where to add a storage backend

Navigate a documented url-shortener to find where to add a storage backend

Criteria
Without context
With context

Names interface file

0%

100%

Names implementation to model on

0%

100%

Names wiring file

0%

100%

0%

Trace a short-link click

Trace a short-link click through a documented url-shortener

Criteria
Without context
With context

Traces server then shortener

0%

0%

Locates click increment in store

0%

0%

0%

Find the rate-limiting scope and implementation

Determine rate-limiting scope and implementation in a documented analytics-api

Criteria
Without context
With context

States per-API-key scope

0%

0%

Identifies implementation file

0%

0%

0%

Find where to add a backend in a larger service

Navigate a documented analytics-api to find where to add a storage backend

Criteria
Without context
With context

Names interface file

0%

0%

Names template implementation

0%

0%

Names wiring file

0%

0%

100%

14%

Add frontmatter headers to an undocumented project

Add valid code-frontmatter headers to a bare (undocumented) url-shortener

Criteria
Without context
With context

All substantive files covered

100%

100%

Blocks are valid

62%

100%

Purposes accurate and specific

100%

100%

66%

66%

Trace event ingestion

Trace POST /v1/events ingestion through a documented analytics-api

Criteria
Without context
With context

Traces ingest entry path

0%

62%

Locates validation

0%

75%

Locates storage write

0%

62%

100%

100%

Find the timestamp-rewriting rule

Find the server-side timestamp-override rule in a documented analytics-api

Criteria
Without context
With context

Identifies responsible file

0%

100%

States the rule

0%

100%

Evaluated
Agent
Claude Code
Model
Claude Sonnet 4.6

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