Implement automated pipelines for evaluations
@akh64bit is already working on this.
Since Oct 8, 2025.
Assessment
This issue has not been assessed yet.
Description
Goal
- Each one of our datasets will have a vetted ground truth
- Vulnerabilities it should find
- Vulnerabilities it could find (optional)
- We will have a tool that automatically runs evals on each test case in the dataset
- Output results
- Metadata such as latencies, token usage, tool calls, etc.
- We will have develop an auto-rater that accurately judges the outcome of the run e.g. TP, FP, FN
Challenges
- The "locality" of the vulnerability is not exact. Oftentimes there are many valid code locations which represent the vulnerability. In addition, each test case may have multiple vulnerabilities, sometimes closely related.
- We would like to parallelize test case runs i.e. multiple instances of GCLI, but need to know the practical limit.
- The auto-rater itself needs to be evaluated and improved against its own ground truth.
Phases
- A simple runner that automates runs of a dataset
- An auto-rater that accurately evaluates a run
- Generalize to all datasets
- Dominant language
- TypeScript
- Stars
- 793
- Forks
- 60
- PR merge metrics
- No merged PRs in 30d
Getting set up
- No Dockerfile or Docker Compose file
- No pull request template
- Read the contributing guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
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