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Real-time dashboard and assessment report for your AI coding sessions. Understand your AI engineering skills and personality.

17 starsPython

Motif - Analyze your Cursor and Claude Code chat history

by Bulugulu·Mar 18, 2026·1 point·0 comments

AI Analysis

●●SolidBig BrainShip It

AI transcripts as credentials is bold, but the category is getting crowded fast.

Strengths
  • Live TUI dashboard tracking AIPM and agent concurrency in real-time.
  • VS Code extension brings metrics directly into the editor status bar.
  • Psychology frameworks add depth beyond basic usage statistics.
Weaknesses
  • Resume-replacement thesis is unproven — YC asking for transcripts doesn't validate it.
  • Multiple tools emerging in AI coding analytics space reduces differentiation.
Target Audience

AI-assisted developers, engineering managers

Similar To

Cursor Analytics · WakaTime · CodeTime

Post Description

I save all my chat transcripts because I believe this data will matter as a work credential (or resume substitute). Y Combinator already asks founders to submit AI coding transcripts. I think that's the beginning of something bigger: your conversations with AI are a more honest signal of how you think and work.

Motif is a small step toward that. It reads Cursor's internal SQLite database and Claude Code's project files, extracts your conversations locally, and generates a report. I incorporated a few different psychology frameworks and AI coding assessments.

The conversations for Claude, Cursor, etc. are stored differently and Motif can extract from different/multiple sources (e.g. SQLite for Cursor). I plan to add support for more tools.

What it measures: autonomy ratio (agent actions per human message ), agent concurrency, prompt verbosity. It will give you an AI coding score based on a framework I built.

It also uses some research-based psychology frameworks: Bloom's taxonomy (critical thinking), Pennebaker's LIWC (language use patterns), Epistemic Stance Analysis (Certainty in language). E.g., I involuntarily use "we" and "let's" a lot when working with AI, and that has implications under these frameworks.

There's also a real-time dashboard (motif live) inspired by APM counters in StarCraft. I used to play SC2 semi-pro (Terran GM) so I like measuring these things. It tracks AI tokens per minute and concurrent agents, summarizes every session, and saves your personal bests. It's a vanity metric but fun to look at. The dashboard will detect idle sessions and restart sessions.

Everything is local and Apache 2.0. Motif will install a skill in Cursor/Claude so you can ask them to run it after installing.

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