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Autonomous multi-session feature development framework.
Passed 16 of 19 test cases with the skill, and 5 of 19 without it.
and 9 more in the full report
12 fixed6 passed either way4 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
When active on task 'TASK-102' for project 'billing-service', what exact session title format should be used so team members can monitor active work?
| Checked | Without skill | With skill |
|---|---|---|
| Formats the session name as auto-coder: {PROJECT_NAME} | {TASK_ID} | Missed | Passed |
The instructions your model reads when the skill loads.
A framework for orchestrating autonomous feature development across multiple Claude Code sessions.
Auto-coder operates in two phases:
feature_list.json with test cases ordered by priority and dependencyAll auto-coder state is persisted in the .auto-coder/ directory:
| File | Purpose |
|---|---|
feature_list.json | Source of truth for features, test cases, and completion status |
progress.md | Human-readable log of session activity |
See FEATURE_SCHEMA.md for the complete JSON schema.
To quickly locate the auto-coder skill instruction files (CODER.md, INITIALIZER.md, etc.), use the skill-file-locator.py script:
python ~/.claude/plugins/cache/lynyx-claude/lynyx-agent-kit/<version>/skills/auto-coder/scripts/skill-file-locator.py
The script outputs the full path to the skill directory and a tree view of all skill files:
~/.claude/plugins/cache/lynyx-claude/lynyx-agent-kit/1.2.1/skills/auto-coder
├── scripts
│ ├── continue.sh
│ └── skill-file-locator.py
├── CODER.md
├── FEATURE_SCHEMA.md
├── INITIALIZER.md
test cases passed, vs 5 / 19 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.