openinference

Multi-language agent runtime and library for execution scope management, lifecycle events, and middleware on tool and LLM calls.

OTel Plugin for Hermes Agent

Open your AI agents' black box. The waste is between your agents, not inside them. Four deterministic detectors over one trace file, priced from real usage fields. Hosted at boxdawn.com.

Find where AI apps break first — and block regressions before they ship.

Rust-first, local-first observability & debugging for LLM agents: capture, inspect, replay, diff, and export traces (OpenTelemetry-compatible).

Agent-native OTel router. One-line auto-instrument for Anthropic / OpenAI / OpenRouter / Vercel AI. Counterfactual replay, reversible PII masking, `scry` CLI for agents to debug themselves. Composes with Braintrust / Phoenix / Langfuse — don't replace.

TracePilot: Gemini CLI fork with Phoenix/OpenInference tracing, MCP self-introspection, safety gates, redaction, evals, and a verified broken-repo repair loop

BUFI Minions — self-improving Gemini 3 agents with Arize Phoenix observability (OpenInference tracing, Phoenix MCP self-introspection, LLM-as-judge evals). Devpost 'Agents for Real-World Challenges' Arize track.

Signed, tamper-evident provenance records for AI agent runs

A truth-first visual observatory for understanding, replaying, comparing, and monitoring AI agent runs.

Production-inspired AI observability lab: a traced and evaluated fictional banking RAG assistant with OpenTelemetry, Phoenix, prompt experiments, guardrails, and optional Dynatrace fan-out.

Next.js demo: Scalekit AgentKit tool executions and OpenAI LLM calls in one Arize AX trace — public-API wrapper, not a prototype patch.

Catch the step where an AI agent contradicts a decision it already made, and read how much functional life the run has left. Adapters and a CLI for the committed-state and expiry reads over LangGraph, CrewAI, Letta, OpenInference, DBOS, coding-agent traces, and the logs of ChatDev, MetaGPT, OpenManus, Magentic-One, HyperAgent, AppWorld and AG2.

🛡️ Catch unsafe AI agent actions before they execute — explainable risk scoring, injection detection, and real-time containment powered by SigNoz & OpenTelemetry.

Passive OpenInference/OTLP tracing adapter for Deep Agents Code Hooks v2

Multi-harness coding-agent tracing with durable SQLite request and session analytics

Autonomous LLM agent (Qwen2.5-Coder + QLoRA / MLX) that solves Oracle DB administration CTF tasks against a real database, with OpenInference trajectories.

OpenInference-compatible tracing and observability for Laravel AI SDK apps and agents.

🛡️ AEGIS is an autonomous meta-agent that watches, detects loops in, and heals other AI agents in real-time.