Repeatability
High
The task is structurally identical every run: traverse files, apply patterns, extract matches, generate outputs. No unique judgment is required per invocation, making it highly automatable.
Ambiguity Tolerance
Medium
Success criteria are mostly crisp (find secrets, generate .env.example, flag placeholders), but 'what counts as a secret' has edge cases — connection strings, embedded tokens, partial keys — that require pattern design decisions upfront.
Data & Tool Availability
High
The agent needs read access to the PHP codebase and a Python or Node.js runtime, both of which are standard and easily granted. No external APIs or accounts are required.
Error Cost
Low
The script produces analysis artifacts only — no code is modified, no secrets are exposed externally. False negatives mean a developer misses a secret; false positives mean extra review work. Both are recoverable with a human pass.
Human Judgment Required
Low
Distinguishing real secrets from placeholders is largely rule-based (entropy checks, known placeholder strings, regex heuristics). A human review of the final report is advisable but not required to produce a useful first pass.