python-pro
0.00
Master Python 3.12+ with modern features, async programming,
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spec-first
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Use when building anything non-trivial. Enforces a spec β plan β execute β verify loop that prevents "looks right" failures. Creates spec.md, todo.md, and decisions.md before writing code.
python-pro
0.00
Master Python 3.12+ with modern features, async programming,
python-pro
0.00
Master Python 3.12+ with modern features, async programming,
python-pro
0.00
Master Python 3.12+ with modern features, async programming,
python-pro
0.00
Master Python 3.12+ with modern features, async programming,
riff
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Generate multiple Vibes app variations in parallel with business models and rankings. Use when exploring different interpretations of a broad objective or loose creative prompt.
dag-task-scheduler
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Wave-based parallel scheduling for DAG execution. Manages execution order, resource allocation, and parallelism constraints. Activate on 'schedule dag', 'execution waves', 'parallel scheduling',...
ralph
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Self-referential loop until task completion with architect verification
google-adk-python
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Build AI agents with Google ADK Python (Agent Development Kit). Use for multi-agent systems, workflow agents (sequential/parallel/loop), Vertex AI deployment, tool integration, human-in-the-loop.
mcp-cli-scripts
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repomix
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Package entire code repositories into single AI-friendly files using Repomix. Capabilities include pack codebases with customizable include/exclude patterns, generate multiple output formats (XML,...
repomix
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Package entire code repositories into single AI-friendly files using Repomix. Capabilities include pack codebases with customizable include/exclude patterns, generate multiple output formats (XML,...
RFP Analyzer
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Performs structured analysis of RFP (Request for Proposal) or requirement documents, identifying stakeholders, functional modules, system constraints, and generating key clarification questions....
repomix
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Package entire code repositories into single AI-friendly files using Repomix. Capabilities include pack codebases with customizable include/exclude patterns, generate multiple output formats (XML,...
invoking-gemini
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Invokes Google Gemini models for structured outputs, multi-modal tasks, and Google-specific features. Use when users request Gemini, structured JSON output, Google API integration, or...
optimization
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System and flow optimization guide. 2025 AI-driven optimization, bottleneck detection and user flow improvements.
authoring-dags
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Workflow and best practices for writing Apache Airflow DAGs. Use when the user wants to create a new DAG, write pipeline code, or asks about DAG patterns and conventions. For testing and debugging...
coding-principles
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Language-agnostic coding principles for maintainability, readability, and quality. Use when implementing features, refactoring code, or reviewing code quality.
release-notes
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Analyzes git commit and PR history to generate structured release notes (RELEASE_NOTES.md). Automatically categorizes changes, identifies contributors, and produces a polished release document...