DEDUPED Hot AI repos, turned into use cases Get 5 a day

How to find the worth-keeping sessions in your coding history with Evo Trace

Import local Claude Code and Codex history and rank the sessions that hold useful task evidence.

Remote script. The install command pipes a script from GitHub straight into sh, so read install.sh first if you do not trust the source.

Who it is forAn ML engineer or developer with months of Claude Code or Codex sessions who wants to know which sessions are worth turning into training or eval data, without sending them to a model.

The problemRaw agent transcripts are long and mostly weak. Finding the few coherent, verifiable sessions by hand is slow.

The outcomeA ranked candidate list with task intent, repository, corrections, failures, and the evidence gaps for each session.

What you need first

  • Existing Claude Code or Codex session history on the local machine
  • Git, and Node.js 22.19+ or 24+ for the DeepSeek Harness app
  • A model provider configured in Harness Settings for review, hardening, calibration, and evolution
  • Docker, only when building or validating executable environments

Steps

  1. Run curl -LsSf https://raw.githubusercontent.com/jinzijian/EvoTrace/main/install.sh | sh on macOS, Linux, or WSL.
  2. Run evotrace to open the DeepSeek Harness Web app.
  3. In the app, run /init to import existing Claude Code and Codex history.
  4. Run /candidates to show the strongest evidence-backed sessions.
  5. Run /show 1 to inspect candidate 1 and its missing evidence.

Prompt for your agent

Using the EvoTrace repo at https://github.com/jinzijian/EvoTrace, install it and run /init then /candidates in the DeepSeek Harness app on my local Claude Code and Codex history. Return the top 5 candidates with task intent, repository, and missing evidence for each. Verify that the candidate list loads with no model provider configured.

Caveat. Evo Trace is early alpha, and this use case only mines and ranks candidates; nothing is verified or trained yet.

Share: X LinkedIn Hacker News Email Copy link

Disclaimer

Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked "Seen in the wild", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email [email protected] and we will look at it promptly. Full disclaimer page