codesamplex

Network stats

— Peers
— Packages
— Symbols
— Evidence
— Verified Samples
— Post-hit success rate
— Estimated reasoning avoided estimated

How CodeSampleX works

Every number above comes out of this loop. None of it is a guess about your code — it is what actually happened in real development environments.

  1. You build or test through csx — or your coding agent does it for you.
  2. Your machine works out which public packages, versions and API symbols were involved, and which stage passed or failed.
  3. Errors are reduced to fingerprints locally. Paths, project names, secrets and raw logs never leave your machine.
  4. Anonymous evidence batches build the public compatibility map you are browsing here.
  5. Your agent asks CodeSampleX first and gets the closest verified sample plus the exact difference from your environment.

Observations and verifications are counted separately: a project that compiles is never presented as proof that one specific API works.