Claude Code plugins for autonomous development workflows
Project description
stellars-claude-code-plugins
[!TIP] Each plugin provides only YAML configuration files. The shared orchestration engine in
stellars_claude_code_pluginshandles all execution logic - FSM transitions, gate validation, multi-agent coordination, and state management.
Claude Code plugins for autonomous development workflows. A shared YAML-driven orchestration engine with individual plugins that define their own phases, agents, and gates through declarative configuration.
[!NOTE] Read the full article on the approach: Your AI Agent Will Cut Corners. Here's How to Stop It.
Plugins
| Plugin | Description |
|---|---|
| auto-build-claw | Autonomous build iteration orchestrator with multi-agent review |
| devils-advocate | Critical document analysis with persona-driven risk scoring and iterative improvement |
Features
- YAML-driven orchestration - All phases, agents, gates, and display text defined in 4 YAML files per plugin
- Finite state machine - Declarative phase lifecycle with readback, gatekeeper, reject, and skip transitions
- Multi-agent coordination - Spawn parallel agent panels per phase with role-specific prompts
- Independent gates - Readback validation at phase start, gatekeeper evaluation at phase end via
claude -p - Hypothesis tracking - Persistent hypothesis catalogue across iterations with garbage collection
- Failure logging - Structured failure modes feed into next iteration's research context
- Iteration planning - Optional iteration 0 planning phase with dependency workflow chaining
- Auditable state - Every transition, readback, and gatekeeper verdict logged to YAML
Architecture
stellars_claude_code_plugins/ # Shared engine (pip installable)
engine/
fsm.py # Phase lifecycle state machine
model.py # Typed YAML model loader + validator
orchestrator.py # Complete orchestration engine
auto-build-claw/ # Plugin (YAML content + thin entrypoint)
skills/auto-build-claw/
orchestrate.py # 18-line entrypoint
resources/
workflow.yaml # Iteration types and phase sequences
phases.yaml # Phase instruction templates
agents.yaml # Agent definitions and gate prompts
app.yaml # Display text and CLI configuration
Install
pip install stellars-claude-code-plugins
This installs the shared orchestration engine and the orchestrate CLI command.
Usage
As a Claude Code plugin
/plugin marketplace add stellarshenson/claude-code-plugins
The auto-build-claw skill triggers automatically when you ask Claude to iterate on code, improve quality, fix bugs, or run structured development cycles.
As a standalone CLI
orchestrate --resources-dir /path/to/plugin/resources new --type full --objective "..." --iterations 3
orchestrate start --understanding "brief summary"
orchestrate end --evidence "..." --agents "researcher,planner" --output-file output.md
orchestrate status
Building a new plugin
Create a directory with 4 YAML resource files and a thin entrypoint:
#!/usr/bin/env python3
from pathlib import Path
from stellars_claude_code_plugins.engine.orchestrator import main
if __name__ == "__main__":
main(resources_dir=Path(__file__).parent / "resources")
Define your workflow phases, agent prompts, gate templates, and display text in the YAML files. The engine handles everything else - state management, FSM transitions, CLI parsing, gate execution, and audit logging.
Development
make install # create venv, install deps, editable install
make test # run 115 tests
make lint # ruff format + check
make format # auto-fix formatting
make build # clean, test, bump version, build wheel
make publish # build + twine upload to PyPI
License
MIT License
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