Fetching from the wire…
Tools2026-07-26 · source-backed
vercel-labs/deepsec (6,383 stars, +1,082 this week) runs a three-stage pipeline: scan with regex matchers and no AI, process for AI investigation emitting findings plus a recommendation, and revalidate re-checking existing findings against git history to see if they were already fixed, with a tunable --thinking-level (GitHub). The README's candor is the story. It states plainly that scans can cost thousands to tens of thousands of dollars on large repos, which is a rare public admission of what deep agentic analysis actually costs. The revalidate-against-git-history step is the reusable idea for anyone whose scanner keeps re-reporting fixed issues.
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7,639 stars, +579 today. It drives coding agents over a large repo with configurable thinking levels, parallelization across machines and resumable scans, running a free pattern-based pass first and optional AI review stages after. GitHub The README is unusually blunt about ec...
This is the install-this-today story. code-review-graph (3.5K GitHub stars) builds a persistent AST-based knowledge graph of your codebase using Tree-sitter, then queries it at review time to compute the minimal context set Claude actually needs. On a 27,732-file Next.js monor...
This is the most directly usable paper of the day and it does something rare: it bolts onto an existing agent without touching it. Ledger is a deterministic runtime wrapper that distills an agent's completed interactions into explicit state. What has been observed, what has be...
rust-v0.150.1, published August 27, fixes remote compaction ignoring retained images when computing token budget; it now trims older images as needed (GitHub). Sessions passing screenshots to a vision-capable agent were budgeting as though those images cost nothing, which prod...
ChaoMixian/dsh2shell, created August 21, is a Python PoC for unauthenticated remote code execution against dsh web instances reachable on the network (GitHub). It arrives while the plugin ecosystem scales fast, with dshplugin/dsh-plugin-hub advertising 4,000+ community plugins...
Its loop is inspect, edit, run, observe, diagnose, repair, verify, and the evaluator drives controlled input probes against the running project to confirm runtime state changed, rather than stopping at files and exit codes. 224 stars since August 21, with one complete task pub...
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