entroly — Context Guardrails to Catch Hallucinations

Main

• Use it as a reality check for agent output: if the answer mentions a function, file, or API, Entroly helps trace it back to a real source location before you ship the change.

• Start with the default workflow (entroly go) to get a dashboard view, then iterate on budgets once you’ve seen savings on your real repo.

• Treat the README’s numbers as a hypothesis you can verify: it includes a local verification/benchmark flow you can run in your own environment.

Source-backed notes

• README headline claims 70–95% token savings and a “30-second install”, and shows a pip-based install + entroly go flow.
• README includes a reproducible verification section that runs a claims-verification script against a repository.
• README includes latency and benchmark tables (e.g., token savings and retrieval results) to back its compression claims.

FAQ

• Does it require API keys?: Not for the local compression/verification flows in README; any model calls depend on your chosen agent stack.
• Is it only for Python repos?: No — README claims it supports multiple file types and project layouts; validate on your repo.
• How do I start safely?: Run entroly go on a small repo first, then widen scope once you trust the outputs.