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Culvia

On the record

AI review
An optional OpenAI-compatible vision review can provide image critique, aesthetic and technical sub-scores, retouching advice, and shooting advice.github.com · read 9 Oct 2026
Credential handling
The README says API keys should be entered through app configuration or environment variables, not placed in documentation, tests, logs, plaintext SQLite fields, or Git.github.com · read 9 Oct 2026
Credentials
The README says API keys should be entered through app configuration or environment variables, not stored in documentation, tests, logs, plaintext SQLite fields, or Git.github.com · read 8 Oct 2026
Desktop security
The v0.1.0 release says it includes SHA-256 checksum files and GitHub Artifact Attestations, with a command for verifying release asset provenance.github.com · read 8 Oct 2026
Desktop signing
The README says current desktop binaries are not Developer ID signed, notarized, or Windows code signed, and may trigger operating-system warnings.github.com · read 9 Oct 2026
Exports
Culvia can export picked photos and CSV results for downstream editing and delivery workflows.github.com · read 9 Oct 2026
Filtering
Users can filter and sort by recommendation, technical quality, LLM review, manual status, color label, and other review dimensions.github.com · read 8 Oct 2026
Integrations
Exported CSVs include helper columns mapped to Lightroom and Capture One ratings, flags, and color labels; writing XMP, sessions, catalogs, or sidecar files is described as future work.github.com · read 9 Oct 2026
Intended users
It is aimed at photographers reviewing similar frames from portraits, events, weddings, street sessions, practice shoots, editorial selects, and personal archives.github.com · read 9 Oct 2026
Limits and status
Culvia describes itself as an early-stage open-source project and says it is not a replacement for a full RAW editor such as Lightroom Classic, Capture One, or darktable.github.com · read 8 Oct 2026
Local scoring
Culvia can run local aesthetic and technical scoring models and generate thumbnails for gallery browsing.github.com · read 9 Oct 2026
Manual review
Users can mark photos as pick, hold, or reject, assign star ratings and color labels, and filter or sort by review dimensions.github.com · read 9 Oct 2026
Photo handling
Users can import photo folders or temporary uploads, scan subfolders, and deduplicate repeated paths.github.com · read 8 Oct 2026
Privacy
Local models, thumbnails, previews, SQLite data, uploads, and exports stay on the user's machine by default, and photos are sent to an external service only when the user explicitly enables OpenAI-compatible vision review.github.com · read 9 Oct 2026
Project maturity
Culvia is described as an early-stage open-source project whose workflow, desktop packaging, and model integrations are still maturing.github.com · read 9 Oct 2026
Purpose
Culvia is a local-first photo culling, scoring, review, and delivery workbench for photographers.github.com · read 8 Oct 2026
Release verification
The v0.1.0 release includes SHA-256 checksum files and GitHub Artifact Attestations for release assets.github.com · read 9 Oct 2026
Scope limit
The project says it is not a replacement for a full RAW editor such as Lightroom Classic, Capture One, or darktable.github.com · read 9 Oct 2026

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