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devlabs-talent

v0.4.3

Published

Generate safe DevLabs AI Wrapped reports from builder-level AI agent usage.

Vulnerabilities

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  • 0High
  • 0Medium
  • 0Low

Links

Maintainers

geekydangeekydan

Keywords

Readme

devlabs-talent (Buildprint)

Builder-level local analyzer for DevLabs Buildprint — your building habits, backed by proof.

npx devlabs-talent@latest analyze --token <verified-upload-token>

What it measures (methodology buildprint-0.4.0)

Usage telemetry (aggregates only — Claude/Codex JSONL + Cursor SQLite when available):

  • Active hours via gap-capped sessions (15m gap / 4h session caps)
  • Token totals (fresh vs cache), optional retail $ estimate; Cursor tokens disclosed as estimated
  • Top models by session share
  • Peak coding hour + weekday/weekend split
  • Last-30-day and all-time session/hour rollups

Observed Buildprint facts (from local Claude Code / Codex / Cursor summaries and configs):

  • Substantial sessions (length, duration, or multi-signal activity — not config noise)
  • Project bucket diversity (hashed locally; raw paths never uploaded)
  • Product / backend / systems / test / recovery session counts
  • Context artifacts (rules, agents.md, settings)
  • Agent family coverage

Normalized signals use diminishing returns. Keyword spam alone does not produce a high score.

Earned identities come from a curated catalog (Product Shipper, Debugging Closer, Full-Stack Owner, …). Titles are never invented by an LLM. Identities require minimum evidence. Agent Orchestrator is deferred until multi-agent overlap telemetry is reliable.

Evidence Strength (emerging → exceptional) describes evidence amount and reliability — not a universal “Founder Fit” quality score.

Proof language only states defensible facts, e.g. “Verification activity appeared in 18 of 24 substantial sessions,” not unverifiable success rates.

Preview & privacy

Use --color for the DevLabs terminal theme. The CLI shows a preview before upload and never uploads raw prompts, conversations, source code, secrets, env vars, full paths, or private filenames.

npx devlabs-talent@latest analyze --token <token> --color

After upload, the CLI opens the shareable Wrapped/Buildprint URL. Use --no-open to disable.

Defaults: upload API and public URL https://www.devlabs.club. Override with --api, --public-url, or DEVLABS_API_URL / DEVLABS_PUBLIC_URL.

Campaign naming

  • Buildprint — permanent professional artifact
  • Agent Wrapped / Builder Wrapped — campaign experience and public URL path (/builder/wrapped/:id)