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future-agi alternatives

Curated alternatives to future-agi — and why you'd switch.

LangSmith

Trace, test and monitor LLM apps in production.

Why switchSame job — trace, test and monitor LLM apps. LangSmith is the polished hosted incumbent tied to the LangChain orbit; Future AGI is the Apache-2.0 self-hostable that adds simulation and guardrails.
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Tracely-ai

Trace-native CI/CD for agents: OTLP traces are graded on arrival, failures cluster into issues, and one click freezes a failing run into a hermetic regression case that blocks the PR.

Why switchBoth are self-hostable platforms for the whole agent-quality loop. Future AGI is broader — simulations, datasets, guardrails and an LLM gateway; Tracely is narrower and sharper: everything derives from the trace and the output is a PR verdict, not a score.
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deepeval

Pytest for LLM apps: 40+ research-backed metrics — G-Eval, RAG suite, agent task completion, hallucination — as unit tests you run in CI, judged by any LLM including local ones.

Why switchdeepeval is the pytest-shaped primitive you wire into CI; Future AGI is the platform that wants to own the whole loop those tests live in.
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