genpark-agent-runtime-invariant-assertion-synthesizer-skill
mcp
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GenPark AI Agent Skill - Dynamically synthesizes and evaluates runtime assertions, pre/post-conditions, and state invariants to detect data corruption before crashes occur.
README.md
GenPark AI Agent Skill - Runtime Invariant Assertion Synthesizer
A pure Python standard library skill implementing dynamic invariant detection and contract synthesis (Daikon style). Analyzes agent runtime variable traces, discovers behavioral invariants (bounds, non-null, constant values), and synthesizes runtime Python assertions to catch corruption early.
Architecture
graph TD
A[Execution State Snapshots] --> B[Variable Trace Matrix]
B --> C[Invariant Pattern Matcher]
C --> D[Non-Null, Non-Negative, Range Bounds, Constants]
D --> E[Synthesized Python Assertion Contract]
E --> F[Runtime Guard Enforcer]
Features
- Dynamic Contract Discovery: Learns what should hold true from clean runs.
- Zero Pip Dependencies: Standard Library Only.
- Proactive Defect Prevention: Catches subtle bugs before crashes.
Citations & Ecosystem
- Platform: GenPark AI
- MCP Registry: GenPark MCP Hub
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