AI builders are months ahead of Claude Code.
Fix bad Claude Code decisions automatically.
Live evidence from 71,176 AI builders and researchers. What they are shipping, breaking, and fixing. Dated, source-linked, zero LLMs in between.
Read-only. Code, paths, and history stay on your machine.
dorsal improve · repo-layout decision · Keelo
3m 44s · 6 calls · 37.6k tokens
Agent's prior
One repo per agent
Verdict
Reversed. Per-client monorepo — the option neither side had named.
Decisive record
Microsoft ADR-0032 · first-party · published 2026-07-21, after the model's training cutoff
Declined
Client isolation came back unknown — no record, no guess. A local fact settled it.
Privacy
Nothing local left the machine — 5 generalized queries.
Outcome
Shipped as a production decision — Keelo record 0095.
A real check, run inside one agent turn. Full field report →
Preparing your secure install command…Preparing a temporary read-only token for the complete command…
dorsal auditBy itself it audits your recent work. Add a decision to check that instead: dorsal audit <the decision you're weighing>. Works with or without a repo.
The job
Claude Code proposes a change. You accept it or reject it.
On a fast-moving part of the stack, that call rests on claims worth checking against a dated outside record. Here is what each way of checking gives up.
Trust the agent
You find out in production.
Ask it again, worded differently
The same frozen model answers.
Have it search the web
A model reads the web and reports what it thinks. One code review that way burned 5.4M tokens.
Point it at current docs
Docs record what should work. What broke lives in issues and threads.
Read the repos yourself
It works. It costs your afternoon.
Dorsal returns the dated record and stays out of the judgment.
The spec
What a check runs on, measured
Ranked by what matters most in a check. Independence first.
LLMs between the record and Claude Code
Zero
Retrieval is deterministic. Claude Code does the judging, with your project context.
Claims that open to a source
100%
Every record links to its origin and carries its date. When the graph has nothing, Dorsal says "no record found" instead of guessing.
Freshness
24h
The graph updates daily. The date is on every record.
Records Claude Code can check
239,077
What 71,176 AI builders shipped, broke, and fixed. Sources include GitHub, official docs, arXiv, Discord, and Hacker News.
Cost of the Keelo check
37.6k tokens
6 calls, 2 rounds, 3m 44s, inside the same agent turn. The web-search version of one review burned 5.4M.
Inspect the data
A live sample from the graph Claude Code queries.
110,613
GitHub releases, PRs, issues, and more
129,244
Official Docs
126,327
abstracts from Reddit, Discord, YouTube, X, arXiv, Hacker News, and more
Check the next decision before you build it.
Read-only. Code, paths, and history stay on your machine.