> ## Documentation Index
> Fetch the complete documentation index at: https://docs.pureframe.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Changelog

> What's new in Pureframe AI.

## July 2026 — Pureframe AI 1.0

Pureframe AI is out of beta. Everything below ships as part of 1.0:

**Official SDKs** — the [Python SDK](/sdks/python-sdk) (`pip install pureframe-ai`) and [JavaScript SDK](/sdks/javascript-sdk) (`npm install @pureframeai/sdk`) are now published, generated directly from the OpenAPI spec so they always match the live API.

**MCP server: upload + job tools** — the [MCP server](/sdks/mcp-server) now includes `upload_video` (index a local file straight from your AI agent) and `get_job_status`, alongside search, collections, and video tools. Ask Claude to "upload this folder and tell me when it's searchable."

**Trial lifecycle** — trial accounts now get reminder emails 3 days and 1 day before expiry, plus a 48-hour grace period after — no more surprise hard stops mid-project.

**Storage billing** — Pay as you go accounts are billed for actual bytes stored at \$0.06/GB-month, accrued daily. Deleting videos frees the charge immediately. See [Usage and Billing](/production/usage-and-billing).

**Low-balance email alerts** — Pay as you go accounts now get an email when their credit balance drops below \$1, so you don't get caught by a mid-project `INSUFFICIENT_CREDITS` error.

**Turnstile bot protection** — sign-in and account creation are now protected by invisible Cloudflare Turnstile verification, with no impact on legitimate users.

**Improved search recall** — search queries now go through LLM-based query expansion before ranking when the literal query finds nothing, merged with the original results — broader, more forgiving matches for short or ambiguous queries.

**New onboarding walkthrough** — first-time users now see a guided welcome tour highlighting collections, search, and Frame Map.

## June 2026

**Image search refinements** — reverse image search no longer requires a `collection_id` (search your whole library with an image), and now rejects reference images smaller than 64×64 pixels to avoid low-quality matches.

## May 2026

**SigLIP visual encoder** — Pureframe AI's visual search moved from CLIP to SigLIP (`google/siglip-so400m-patch14-384`, 1152-dim embeddings), improving match quality across the board. Existing libraries were re-indexed automatically.

**Hybrid search modes** — search requests now accept a `modes` parameter instead of a single mode string, so you can restrict a query to specific signal types or search all of them at once.

**Per-segment frame thumbnails** — search results now return a thumbnail for each matched segment individually, instead of one thumbnail per video.

**Frame Map (Beta)** — a new spatial canvas view that projects every indexed frame onto a 2D map organized by visual similarity, with clustering, a minimap, and a preview strip. See [Frame Map](/search/frame-map).

***

Looking for the full commit-level history? Pureframe AI's core services are under active development — this page covers customer-visible changes only.