🔥🔥🔥 Enterprise AI middleware, alternative to unifyapps, n8n, lyzr

Packmind seamlessly captures your engineering playbook and turns it into AI context, guardrails, and governance.

fspec is the holy grail: a complete spec-driven system that shepherds AI through professional Gherkin scenarios, auto-generates tests from Given/When/Then criteria, enforces TDD discipline, and links every line of code back to the business rule it implements. A productivity goldmine that transforms AI agents into autonomous builders of your dreams.

Middleware layer for Pydantic AI — intercept, transform & guard agent calls with 7 lifecycle hooks, parallel execution, async guardrails, conditional routing, and tool-level permissions.

Validate that supporting text quotes in your data actually appear in their cited references

Mechanical enforcement tools to prevent AI agents from bypassing established project standards.

A Python implementation of the VETTING (Verification and Evaluation Tool for Targeting Invalid Narrative Generation) framework for LLM safety and educational applications.

L0: The Missing Reliability Substrate for AI. Streaming-first. Reliable. Replayable. Deterministic. Multimodal. Retries. Continuation. Fallbacks (provider & model). Consensus. Parallelization. Guardrails. Atomic event logs. Byte-for-byte replays.

L0: The Missing Reliability Substrate for AI. Streaming-first. Reliable. Replayable. Deterministic. Multimodal. Retries. Continuation. Fallbacks (provider & model). Consensus. Parallelization. Guardrails. Atomic event logs. Byte-for-byte replays.

A secure, governable AI gateway for Splunk with operational guardrails. An alternative to Splunk AI Assistant focused on safety, compliance, and predictable results using a 'Configuration as Code' approach."

SpecGuard is a command-line tool that turns AI safety policies and behavioral guidelines into executable tests. Think of it as unit testing for your AI's output. Instead of trusting that your AI will follow the rules defined in a document, SpecGuard enforces them.

DecipherGuard: Understanding and Deciphering Jailbreak Prompts for a Safer Deployment of Intelligent Software Systems

An educational example showing how to build a guardrailed, tool-augmented AI assistant in C# (.NET 10) using Ollama, with deterministic validation, tool constraints, timeouts, and safe fallbacks.

Modular and safe prompt templates for GPT agents (resume, HR, guardrails)

🤖 Build a guardrailed, tool-augmented AI assistant in C# with deterministic boundaries for safe, reliable outputs and local chat capabilities.

preamble.md is a security policy file that governs AI agent behavior. It defines what agents can do, what requires approval, and what is forbidden.

Advanced AI Agent playground with Gemini/GPT integration, supporting mocked/production RAG, history compression, and detailed data provenance for logic validation.

🛡️ Enforce AI behavior guidelines with SpecGuard, a tool that turns policies into executable tests for reliable and scalable AI output management.