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Dynamic, highly customizable language agents framework

An MCP server that guides AI agents through Standard Operating Procedures step by step, enforcing execution at each step instead of letting models skip ahead.

Python tool that generates interactive HTML checklists from YAML templates. Jinja conditionals, reusable includes, pluggable modules, built-in web server. Ideal for SOPs, deployments & recurring ops.

[ICLR 2026] Towards Efficient Constraint Handling in Neural Solvers for Routing Problems

Older Python-based Soplang interpreter, kept as a reference implementation.

A SOP-driven banking support agent built with LLMs and MCP, featuring structured intent classification, auditable decision flows, and PostgreSQL-backed policy management.

Soplang hall of fame.

Async document watcher that keeps your RAG index hot. Automatically ingests new or changed documents into a live RAG pipeline with built-in observability.

AgenticAV is a playground for converting SOP into automated workflows using MCPs and orchestration using agents running IPAV formatted recipes to execute the flows.

Comparative metaheuristics for the Sequential Ordering Problem (SOP): Genetic Algorithm vs Particle Swarm Optimization on TSPLIB-SOP.

End-to-end RAG pipeline + FastAPI micro-agents (Super, RCA, SOP, Ticket) with a React/Vite chat frontend and Chroma vector store

Generate SOC Standard Operating Procedures from security rules with advanced grouping and organization for enhanced compliance.

DIMScern a Framework for Discerning DIMSE Services on Remote Medical Devices

Generate standard operating procedures (SOPs) using CrewAi

Modular HTTP/S server: mix 'n' match Auth, Caching, Proxy, and more

Karnaugh-map for 2 , 3 and 4 variables in both sum of product and product of sum expressions, which takes min-terms or max-terms as input and return simplified expression with desired variables.

Statement of Purpose (SOP) Generator