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One offline search bar for everything a PC can't natively search: images (OCR + CLIP), documents, and later video. Local-first, no accounts, no telemetry.

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Tessera

One search bar for everything your PC can't search — images, screenshots, PDFs, and documents — offline, free, and open source.

A tessera is one tile in a mosaic: every screenshot, image, page, and document is a fragment, and Tessera is the picture they add up to.

Status: pre-alpha. The product definition and repository scaffold land first; the first release has not shipped. No performance claims are made anywhere in this repo until they are measured on real hardware — see docs/performance.md.

The problem

Windows treats images as pictures and a thousands-of-files folder as a maze:

  • You can't search a screenshot by the words inside it.
  • You can't search a saved image by what it shows.
  • Filenames like Screenshot 2026-10-11 at 14.32.11.png describe nothing.
  • Microsoft's semantic search answers this — but only on Copilot+ PCs, which most people don't own.

What Tessera will do

Type "the invoice from the airline" into one search box and get back the screenshot, the PDF page, and the docx — anything your PC can't search today, from every folder you choose:

  • Search by the words inside an image — OCR runs on every screenshot and saved image.
  • Search by describing what an image shows — a local vision model, no cloud.
  • Search inside documents — PDF, DOCX, and text files by their actual content, not their filenames.
  • Fast — hybrid keyword + semantic search over tens of thousands of files, designed to work on older hardware without a GPU.
  • Private — everything runs on your machine. No account, no telemetry, no uploads.
  • Open — MIT-licensed. The same index becomes queryable by AI agents via MCP (v0.3).

What Tessera is not

Not a screen recorder. Not a photo manager. Not cloud software. Not paid.

Roadmap

  • Research, product definition, architecture (docs/)
  • Week 1 — spike: measure OCR / vision-embedding latency on real hardware → measured, targets met after model swap (docs/performance.md, ADR-0006)
  • v0.1 — images + documents: one search box, one index, Windows-first
  • v0.2 — video: search inside recorded meetings, calls, and screen recordings
  • v0.3 — phone camera roll + MCP: phone screenshots searchable on your PC; agents can query the index
  • v0.4 — auto-organize: suggested names and filing, dry-run and opt-in only

Rules this project holds itself to

  1. Benchmarks are published only after they are measured, with hardware and methodology attached.
  2. A roadmap item is checked off only when a release contains it.
  3. If the launch doesn't find users, the project stops instead of rotting — the criteria are pre-committed in ADR-0005.

Documentation

License

MIT

About

One offline search bar for everything a PC can't natively search: images (OCR + CLIP), documents, and later video. Local-first, no accounts, no telemetry.

Resources

Code of conduct

Contributing

Security policy

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1 star

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0 watching

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