AIToday
Large Language ModelsAI Coding AssistantsZenn AI/MLPublished: Nov 11, 2026, 16:00 JST

Claude Code Recorder's prompt-coach finds repeated-request habits

Send on LINE
Claude Code Recorder's prompt-coach finds repeated-request habits

3 Key Points

  1. What happened

    A developer ran Claude Code Recorder's prompt-coach on 7 days of sessions; it flagged one request sent twice 17 minutes apart and an audience named only on the second ask.

  2. Why it matters

    The report pairs each original prompt with a rewritten version and also lists habits worth keeping, so the self-review points to specific wording changes rather than generic tips.

Not sure about something? Ask the AI

Questions and answers are published on this page.

Summaries like this, every morning.

Context & Analysis

Claude Code Recorder works by hooking into the end of every Claude Code response and writing the exchange to a database through ScalarDB, with local SQLite as the default store. That record can then be browsed with the ccrec ui command or exported to Markdown with ccrec export, which is what makes a retrospective possible at all.

The prompt-coach skill reads those saved records and produces a Markdown report. In this case the report paired each original prompt with a rewritten example, which let the developer see that a preference stated once was really a standing rule better placed in CLAUDE.md, and that a request naming only a feature could trigger 40 tool calls before the intent was clear.

The developer said the most useful part was seeing their own actual messages alongside the follow-up exchanges, and plans to run the review periodically rather than once.

FAQ
What is Claude Code Recorder?
A tool developed by Scalar CEO Fukatsu that records Claude Code exchanges so you can look back at them later. The developer used version v1.3.0.
How does it record conversations?
Each time a Claude Code response finishes, a hook calls a recording process that saves prompts, responses, tool inputs and outputs, and token usage to a database via ScalarDB. The default storage location is a local SQLite file.
What did the review find besides problems?
It also listed habits worth keeping, such as passing the full error text and checking review criteria up front.
Send on LINE

AI news that matters for your work, delivered every morning.

Pick your industry and the AI tools you use, and get news related to your work every day.

Free · 30 seconds with Google · unsubscribe anytimeWhat is AIToday? →

Ask AI

Ask AI anything about this article. The AI reads this article, earlier AIToday articles, and Wikipedia, and cites its sources. Q&As are published on this page for other readers too.

Questions and answers are published on this page.

Related Articles

Next articleClaude Code-built Beep Locator finds mystery beep within 40cm