a public repository, read by nittim
Is cisco-foundation-ai/vulnerability-localization-benchmark production ready?
What nittim read in this repository, and what it found. Public repository, public reading — sourced from its own code and dependency manifests, nothing else.
A research corpus of labelled, localized vulnerabilities.
Python · 20 stars
Verdict
Production Ready with Conditions
Shippable once the listed conditions are addressed.
What was read — AI audit
The AI reading sends the selected files to Anthropic's API and reads the answer back. Anthropic deletes inputs and outputs within 30 days and does not use them for training. nittim keeps the report.
Read 29 of 35 eligible files. Commit 000c19c. 2026-08-15.
What the scanners found
- Committed secrets
- 0
- Vulnerable dependencies
- 0
What the reading raised
- Critical
- 0
- High
- 0
- Medium
- 1
- Low
- 8
- Info
- 1
Counts only. The issues themselves go to whoever runs the reading.
What was read — rule-based scan
Rule-based checks run on nittim's servers — a secret scanner and a dependency check, no model in the path. The code reached those two and stopped there.
Read 29 of 35 eligible files. Commit 000c19c. 2026-08-21.
What the scanners found
- Committed secrets on production paths
- 0
- Vulnerable runtime dependencies
- 0
Run it yourself
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- What did nittim read in cisco-foundation-ai/vulnerability-localization-benchmark?
- nittim read 29 of 35 eligible files in cisco-foundation-ai/vulnerability-localization-benchmark. The reading ran on August 15, 2026. It was taken at commit 000c19c.
- Did nittim find committed secrets or vulnerable dependencies in cisco-foundation-ai/vulnerability-localization-benchmark?
- The rule-based scan found 0 committed secrets and 0 vulnerable dependencies in cisco-foundation-ai/vulnerability-localization-benchmark. No vulnerable dependency was found by the rule-based scan. A scan that finds nothing has found nothing; it is not a guarantee.
- Is cisco-foundation-ai/vulnerability-localization-benchmark production ready?
- nittim's verdict for cisco-foundation-ai/vulnerability-localization-benchmark is Production Ready with Conditions. Shippable once the listed conditions are addressed.
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