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Traccia Py
Traccia Py is an OpenTelemetry-native Python SDK for AI agent observability, tracing, evaluation, and runtime policy enforcement.
Traccia Py is a production-ready Python SDK designed for observing, evaluating, and enforcing policies on AI agents and LLM applications at runtime. Built on OpenTelemetry, it provides distributed tracing, token and cost tracking, evaluation, governance evidence, and runtime policy enforcement. It supports frameworks like OpenAI Agents, LangGraph, CrewAI, and LangChain, with automatic instrumentation for OpenAI, Anthropic, Gemini, Groq, and HTTP libraries. Developers use it to manage prompts, run offline evaluations, and detect guardrails. It exports telemetry to Grafana Tempo, Jaeger, Zipkin, SigNoz, Console, or File.
Traccia Py at a glance
- Best for: Software engineer
- Runs on: Python, API, open source
- Pricing: Free
- Released: November 2026
- Category: AI agent tool
- Website: github.com/traccia-ai/traccia-py
Key features
- Enforce runtime policies like spend caps and model boundaries
- Auto-patch OpenAI, Anthropic, Gemini, Groq, and requests
- Track tokens, costs, prompts, completions, and latency
- Export OpenTelemetry metrics to Jaeger, Zipkin, and Grafana
- Run offline evaluations and datasets with scorers
- Fetch versioned prompts from a prompt registry
- Detect guardrail signals and safety controls passively
Use it for
- Monitor AI agent execution and token costs in production
- Enforce runtime security policies and spend caps on agents
- Run offline evaluations and experiments for prompt promotion
- Inspect guardrail detections and safety ratings on spans
Alternatives to Traccia Py
- Tracium — OpenTelemetry-native traces and metrics with self-hosting or managed cloud options.
- Composio — Equips AI agents with tools, managed user auth, and sandboxes across 1,500+ apps
- MyAgent — It features built-in permission controls, long-term memory, and skill self-evolution.
- Melra — Governs AI agent tool calls with local policies, approval gates, and verified receipts.
- Rakazo — Complete ownership of data, models, and execution environment.
- OpenAI Agents SDK — Provider-agnostic multi-agent framework with built-in guardrails and tracing.
- Atomic Agents — Build predictable, modular AI applications with consistent, reliable outputs.
- Agentic Telemetry — Local-first viewer for OTLP traces with agent handoff and tool call trees
- BrowserOS — Runs entirely locally and lets AI agents use real user logins to complete tasks.
- Pydantic AI — Provides type safety, structured outputs, validation, and durable execution for reliable agents.
- Tura — Reduces token usage and LLM turns by over 80 percent while improving performance.
- CrewAI — Open-source agent framework with enterprise governance on top
All Traccia Py alternatives