The AI Work Assessment v8 · free · open source · runs in your own coding agent
Run one prompt in your own coding agent. It reads your local session history, your GitHub activity, and optionally your LinkedIn career history, then writes one HTML file to your machine and tells you where it saved it: what you build, how you verify it, where you fit on a project, and what the record does not establish.
run the assessment
Pick the evidence it can use.
Run the collection prompt once on every environment whose local history should count. Each run creates one private JSON evidence bundle.
Review the files, then move them into one folder on the computer where you will create the assessment. Nothing is uploaded to Overflow.
Run the final prompt against that folder. Tested code validates the bundles, counts exact duplicate sessions once, and builds one profile.
Leave every source on for the fullest view. Each one carries its own dated coverage window, and activity volume is never treated as a skill score.
Loading prompt…
Paste it into Claude Code, Codex, or any capable coding agent. It finishes by writing a single HTML file to your machine and tells you the exact path.
what you get
Concrete reasons for a project lead to staff you, and limits are mandatory.
Observed session volume, comparable Claude and Codex use, work cadence, and placement in the submitted Overflow cohort.
Industry and subject-matter knowledge inferred from both career history and the work found in agent sessions.
The strongest fit, where to add a specialist, and what the available evidence does not show.
open source
Don't trust us. Read it.
The current release is Assessment v8. It writes profile schema v9, and its optional multi-environment workflow uses open-source helper v8.0.0. A fixed renderer turns the validated profile data into the final page. The prompt, validator, and renderer are MIT-licensed on GitHub. Run it, fork it, or self-host it without ever talking to Overflow. The version history explains every current number and which older reports remain compatible.
optional: submit it to overflow
Your report gains a comparison against the aggregate, unnamed cohort, computed only after submission from the snapshot you sent. It also puts you in the standing community, private by default, where client work gets routed to the people whose evidence fits it.