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Docs · Specs out · 2 min

ChatGPT

A custom connector in Developer Mode puts your feedback pool in the chat.

Connect → Authenticate → Ask

01Add a custom connector

Settings → Connectors → Advanced → Developer Mode (paid plans), then Add custom connector and paste:

https://app.annsa.ai/mcp

Name it Annsa. Enable it per conversation from the composer's connector menu.

02Authenticate

The first use opens a browser on Annsa's consent screen — approve once and the six tools appear. There is no API key to paste and no token file to manage; access is your Annsa login, scoped to your workspace.

03The six tools

ToolWhat it does
annsa.prioritiesRanked priorities with scores, volume, trend and shipping-history flags
annsa.specFull spec for any priority, plus related context from past ships
annsa.actBuild, ship, share, assign, correct, park, submit feedback or a transcript
annsa.askSearch feedback, priorities, specs and help articles
annsa.surveysHow your in-product surveys are performing — each one with its instrument and results
annsa.helpHow Annsa itself works — product and how-to questions

04Three things to ask first

"What are customers asking for most this month?" · "Show the spec for the top priority" · "Which feedback mentions onboarding?"

05Re-authenticating

Disable and re-enable the connector, or remove and re-add it — the consent screen runs in the browser.

06When it doesn't connect

No Developer Mode: it requires a paid ChatGPT plan.

Connector added but silent: enable it for the conversation from the composer before asking.

"No priorities": import some feedback first.

07How do I add an MCP server to ChatGPT?

Turn on Developer Mode (Settings → Connectors → Advanced, paid plans), choose Add custom connector, and paste the server URL — for Annsa, https://app.annsa.ai/mcp. Authenticate in the browser popup, then enable the connector inside a conversation to use its tools.

08Can ChatGPT read my product's customer feedback?

Connected to Annsa, yes — ChatGPT queries your real feedback pool through annsa.ask and annsa.priorities: grouped themes, counts, quotes and ranked priorities, scoped to your workspace and your login. Nothing is shared beyond what your Annsa account can see.

annsa

Start building from signal.

Solo-founded in Sydney in 2025. Launched February 2026.