Data-driven insights from analyzing 128,000+ repositories and 3.27 billion lines of code. Vulnerability trends, code quality patterns, and actionable intelligence for engineering teams.
RSS FeedWhen Opus 4.7 builds anything non-trivial, it reaches for a pnpm workspace. 454 monorepos and counting.
A first look at what Claude's flagship coding model builds when unleashed on GitHub.
Behind the scenes of the Repobility corpus — harvesting, analysis, embedding, and distillation.
The full language footprint of 9,281 Opus 4.7 repos — top 15 primary languages and the file-level extension distribution.
Hand-graded top picks from 9,281 Opus 4.7 repos — the best MCP servers, CLIs, web apps, and libraries.
18% of Opus 4.7 repos contain a CLAUDE.md. Here's what's in them and why it matters.
Despite the frontend hype, nearly half of Opus 4.7's GitHub output is backend code.
Proposal to add default CFLAGS and LDFLAGS hardening to pip and setuptools C extension builds. Two environment variables would protect all 400K+ PyPI packages.
We audited 373 ELF binaries across 46 Python packages and found 93% lack stack canaries, 98% lack full RELRO, and 94% lack FORTIFY_SOURCE. A typical …
Analysis of 83 security findings across 4 repositories for April 2026.
Our research is based on continuous analysis of 128,000+ repositories and 3.27 billion lines of code using Repobility's proprietary scanning engine.
All data is aggregated and anonymized. No individual repository names or source code is disclosed.
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