# Everruns 0.26.0: PDF input with file attachments

> Servers publish an MCP server card and auth.md for agent discovery, and an LLM provider connects with one pasted key that is checked before saving.

Source: <https://everruns.com/docs/changelog/2026-09-13-everruns-0-26-0/>

Date: 2026-09-13
Products: Platform, Framework, CLI
Category: Release

![Everruns 0.26.0 release card with the version number and its highlights](https://everruns.com/docs/_astro/card@2x.CJTEvMXG_1G6Uus.webp)

## Highlights

* **PDF input with file attachments**: Agents can now accept PDF documents as file attachments alongside text input ([#3535](https://github.com/everruns/everruns/pull/3535)).
* **Muse image model**: A new Muse image-generation model with a configurable fallback ([#3523](https://github.com/everruns/everruns/pull/3523)).
* **Quick-connect provider grid**: Connecting an LLM provider is now a one-click grid in the UI ([#3526](https://github.com/everruns/everruns/pull/3526)).
* **Native async tool execution on durable workers**: Long-running tool calls execute natively on durable workers instead of blocking a turn ([#3466](https://github.com/everruns/everruns/pull/3466)).
* **Synchronous wait-for-completion**: A non-streaming wait-for-completion path spanning drivers, the sessions API, and the framework ([#3541](https://github.com/everruns/everruns/pull/3541)).
* **Agent discovery documents**: The server serves agent discovery documents, and create\_agent/session/message descriptions surface their argument constraints ([#3533](https://github.com/everruns/everruns/pull/3533), [#3530](https://github.com/everruns/everruns/pull/3530)).

## In the changelog

* [Everruns servers publish an MCP server card and auth.md](https://everruns.com/docs/changelog/2026-09-11-agent-discovery-documents/)
* [Connect an LLM provider with one pasted key, checked before saving](https://everruns.com/docs/changelog/2026-09-11-llm-provider-quick-connect/)
* [Image generation adds the Muse image model with a fallback](https://everruns.com/docs/changelog/2026-09-11-muse-image-model-fallback/)
* [Session schedules no longer fire twice on multi-replica deployments](https://everruns.com/docs/changelog/2026-09-11-session-schedules-no-double-fire/)
* [Attach PDF files to agent messages](https://everruns.com/docs/changelog/2026-09-12-pdf-file-attachments/)
* [Send a message and wait for the turn result in one request](https://everruns.com/docs/changelog/2026-09-12-wait-for-message-completion/)

See the [GitHub release](https://github.com/everruns/everruns/releases/tag/v0.26.0) and the [full release notes](https://github.com/everruns/everruns/blob/main/CHANGELOG.md#0260---2026-09-13) for every pull request in this version.