412 deterministic modules so AI agents stop hallucinating commands
LLM picks modules instead of writing code—determinism and reusability without hallucination.
The open-source execution engine for AI agents. 412 modules, MCP-native, triggers, queue, versioning, metering.
412 agent tools via MCP beats manual integration—but agent frameworks already proliferate.
AI engineers building agents in Claude, Cursor, and Windsurf; backend developers needing deterministic workflows
LangChain · LiteLLM · OpenAI Functions
LLM picks modules instead of writing code—determinism and reusability without hallucination.
Security-by-construction language for AI agents with Z3 contract verification.
Formal verification for AI agents before compilation, unlike LangChain or AutoGen.
Agents write editable orchestration code, not framework blanks—genuinely different from LangGraph.
Wraps nmap and existing tools in custom syntax — security teams already have Python.
GitHub repo is Microsoft's Z3 theorem prover, not the claimed Sigil language.