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AI Agents & Assistants

A reliability layer that adds guardrails (retry handling, response validation, tool‑call parsing) to self‑hosted LLM tool‑calling workflows.

Python Latest v0.8.1 · 17d ago Security brief →

Features

  • Adds reliable guardrails (rescue parsing, retry nudges, response validation) with zero required steps
  • Three usage modes: drop‑in proxy server, full WorkflowRunner with lifecycle management, and reusable middleware for custom orchestrators
  • Supports multiple LLM backends including Ollama, llama-server, vLLM, Anthropic API

Recent releases

View all 9 releases →
Review required
v0.8.1 Bug fix
Auth RCE / SSRF

Rescued tool calls + error handling

Config change
v0.8.0 Breaking risk
Auth

Auth handling breaking change

No immediate action
v0.7.6 Bug fix

Capture inline reasoning

Config change
v0.7.5 Breaking risk

Bounded reasoning replay + Anthropic enhancements

No immediate action
v0.7.4 Breaking risk

Tool-error correction + max‑errors flag

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Python TypeScript Dockerfile

Install & Platforms

Install via
pip

Beta — feedback welcome: [email protected]