cli-anything

Use when the user wants Codex to build, refine, test, or validate a CLI-Anything harness for a GUI application or source repository. Adapts the CLI-Anything methodology to Codex without changing the generated Python harness format.

1.75x

Quality

62%

Does it follow best practices?

Impact

91%

1.75x

Average score across 3 eval scenarios

Securityby

Advisory

Suggest reviewing before use

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Evaluation results

100%

66%

SQLite Automation Harness

Build mode harness structure and packaging

Criteria

Without context

With context

Top-level structure

25%

100%

Markdown entrypoint

100%

Package subdirectories

100%

Backend wrapper

50%

100%

Click CLI used

100%

One-shot subcommands

12%

100%

REPL default

100%

JSON output flag

62%

100%

Session state / undo-redo

100%

Namespace packages in setup.py

100%

No top-level cli_anything __init__.py

100%

console_scripts entry point

25%

100%

Report: files and validation

100%

Report: risks or limitations

100%

93%

-2%

Extending a ffmpeg CLI Harness

Refine mode: gap analysis and command preservation

Criteria

Without context

With context

convert command preserved

100%

info command preserved

100%

New commands added

100%

High-impact additions

100%

Backend reuse

100%

80%

Report: existing inventory

100%

Report: gap rationale

100%

Report: files changed

100%

Report: validation

100%

Report: risks or limitations

80%

53%

Test Suite for a Pandoc CLI Harness

Test mode: test planning and file organization

Criteria

Without context

With context

TEST.md exists

TEST.md before implementation

test_core.py exists

100%

test_full_e2e.py exists

100%

Unit tests in test_core.py

100%

Subprocess in test_full_e2e.py

100%

E2e tests cover backend

100%

No large test files

100%

71%

test-report.md exists

100%

report: test results

100%

Repository: HKUDS/CLI-Anything
Commit: 436a4f5

Evaluated: 3 months ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

SQLite Automation Harness Extending a ffmpeg CLI Harness Test Suite for a Pandoc CLI Harness

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