mempipe

MCPSpacesPipeline

Your Space is now an MCP server

Connect Claude, Claude Code, ChatGPT Desktop, Codex, Cursor, or VS Code to a Space and let it work from the same files you do.

New

Connect MCP clients to a Space

Every Space now has a connection screen with its endpoint URL, guided setup for six popular clients, and manual configuration for compatible clients. Sign-in happens through OAuth in your browser — there are no access tokens to paste or manage.

Connect an AI assistant
Improved

Access stays scoped to the Space you chose

An MCP connection can search, read documents and files, resolve wiki links, and query tables in its Space, but it cannot be reused against another one. The endpoint stays read-only and follows the connecting member's permissions.

See what a connected AI can access
New

Agents can choose the right way to read each file

The new file inspector shows an agent which ways of using a file are currently available and the exact next operation to call — such as reading a source-mapped document or querying a table. That means less guessing in mixed document and data collections.

See what a connected AI can read
Improved

Files, Search, and Pipeline are easier to find

The workbench now gives Files, Search, and Pipeline equal footing in a compact activity rail. Search Index and the new MCP Endpoint live under Pipeline, where the path from source files to agent-ready serving is visible in one place.

Find your way around a Space

Build knowledge that comes with receipts.

Bring your sources. Find the evidence. Leave behind something worth keeping.

Public beta. Start on Free and upgrade to Starter for more capacity. Bring your own API key for the in-app agent. Reading, searching, and editing files needs no key.