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code-analysis
5 postsHow do you actually test if an AI understands your codebase
A hands-on benchmark for testing whether an AI agent truly understands codebase structure, tested across thirteen real Ruby projects.
Graphify Turns Codebases Into Knowledge Graphs, Cuts Tokens 71x
Graphify converts codebases into knowledge graphs, cutting per-query token usage by 71.5x. An open-source tool with 86k+ GitHub stars.
APSS: Encode Repeatable Agent Tasks as Deterministic Code
APSS replaces repeated LLM inference with deterministic Rust standards for coding agents, cutting compute cost while keeping checks reproducible.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comDevTime scans Cal.com and admits uncertainty instead of guessing
Local-first scanner DevTime flagged Cal.com's billing webhooks as unproven behavior rather than guessing from file names, exposing why evidence-based confidence matters for AI coding agents.
A Tool to Quickly Audit LLM-Generated Python Codebases
pyreplay aids in auditing Python code generated by LLMs, turning runs into explorable HTML pages.