Run a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith tracing.

Freeze the model, evolve the harness. Two measured applications: (1) SWE-bench code-repair — conformant GLM->Opus empty-patch cascade resolves 51.3% Lite (n=300) and 55.6% Verified (278/500, Wilson 95% CI [51.2, 59.9], official swebench gold eval, no gold

MCP Gateway for exposing VAT agents through Model Context Protocol

Google-OAuth-gated LLM gateway: verify a Google ID token, then run a Gemini (Vertex AI) completion for the verified caller.

Provider-routed LLM request retry policy for the DeepSeek Harness

OpenTelemetry GenAI utility for standardized telemetry collection across LLM, Agent, Embedding, Tool, Retrieval, Rerank, Memory and more

Render markdown to Telegram, stream agent replies into live drafts, and drive a snapshot/rollback turn-loop — runtime-agnostic.

Zelari Code — AI Council coding agent CLI. Multi-agent orchestration (Caronte, Nettuno, Gerione, Plutone, Minosse, Lucifero) with slash commands, provider-agnostic LLM streaming, and self-update.

Example agents: 8 quirky cat agents demonstrating VAT patterns

TypeScript building blocks for evaluating RAG retrieval pipelines and CX agents: chunkers, embedders, retrievers, span-based metrics, synthetic data generation, transcript analysis, and LangSmith integration.

Production-ready black-box conformance suite for OpenWOP v1.0 compliant servers.

Persistent self-improving agent memory — install & forget: auto-inject context via git hooks, zero-arg bootstrap, machine-wide global vault, 13 memory types, confidence tracking, XML codebase graphs

Code-orchestrated workflows for Elyra -- define multi-step pipelines where code handles control flow and LLMs handle judgment

Use any LLM with Google ADK TypeScript - supports AI Gateway, OpenRouter, and 100+ models

Automatic LLM observability. Wrap your client, everything is traced.

HTTP daemon and CLI for agent-driven browser extension testing with Playwright

Static analysis for LLM call sites. Find what your prompts cost before you ship them.

Agent toolkit for building AI applications with OpenRouter — tool orchestration, streaming, multi-turn conversations, and format compatibility.

AI-powered chat and tool execution for Open Mercato, using MCP (Model Context Protocol) for tool discovery and execution.

Codex CLI integration for Ruflo (claude-flow) - OpenAI Codex platform adapter