GitNova

GitHub seismograph — discoveries and growing interest

anthropics/defending-code-reference-harness

SecurityPython#security
Total stars
7,539
Today
+0
Open on GitHub My finds →
More actions

Skills for threat modeling, scanning, triage, patching, plus an autonomous scanning harness you can /customize

Save to My finds to follow releases and star growth. Saved in this browser.

About the project

A reference implementation for autonomous vulnerability discovery and remediation in source code using Claude: skills for threat modeling, scanning, triage, and patching, plus a pipeline with gVisor sandboxing.

Useful for
  • Build a threat model and run your first static scan with triage
  • Run the reference pipeline on a C/C++ library to find vulnerabilities
  • Customize the pipeline for your language or vulnerability class via /customize

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate. Read the original README →

1.0 Steady Magnitude out of 10 — how fast interest is growing, not a quality score.

Star growth looks organic. Data as of September 29, 2026, 00:16 UTC.

The star-growth assessment does not verify whether the project is safe to run.

Stars per day

0100200August 1, 2026October 29, 2026

Bars show stars per UTC day; the line is a moving average of available history. Gaps mean missing data, not zero growth. Today's bar is incomplete. Red marks spike days.

Why it’s trending

  • 0 stars so far today, about 5 expected by the end of the day.

Measured growth: the last 7 completed days

The full 7-day window is unavailable; no weekly total or comparison is calculated.

Daily measurements · UTC
October 22, 2026
—
October 23, 2026
—
October 24, 2026
—
October 25, 2026
—
October 26, 2026
—
October 27, 2026
—
October 28, 2026
—

Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: September 29, 2026, 00:16 UTC. Sources and measurement limits →

Three GitHub discoveries in each edition

What they do, why they are gaining interest, and what to check before using them.

Editions at 10:00, 16:00, 22:00 MSK.

Share on X Telegram

Numbers

Total stars
7,539
Today
+0 stars on 2026-09-29 (UTC), ≈ 5 by evening
Forks
620
Issues and pull requests
44
Watchers
45
Language
Python
Created
May 22, 2026
Last push
August 6, 2026

Star trust

Growth looks organic: forks and discussion are in line with active projects, and stars arrive unevenly, the way people give them.

These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.

Spotted in
README badge

Paste it into your README — the badge shows the current magnitude and links to this page.

GitNova: 1.0
[![GitNova](https://gitnova.dev/badge/anthropics/defending-code-reference-harness.svg?lang=en)](https://gitnova.dev/en/r/anthropics/defending-code-reference-harness)