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For engineers

A spec that already knows your code and the customer who asked.

Annsa grounds build-ready specifications in customer evidence and your connected codebase, then hands the work into coding agents with the files, constraints and acceptance criteria intact.

Use cases

An engineer's week, with Annsa.

A ticket lands with no context.

This one already knows the customer who asked, why it matters, and the files in your repo it touches.

You open the spec in Cursor.

It arrives over MCP, no copy-paste, with real file paths, your conventions and done-when criteria that match how your team tests.

You're not sure this is worth building.

The customer voice is right there: who asked, in their own words, and the revenue behind it.

The requirement shifts mid-build.

The spec flags itself stale when the underlying feedback moves, and regenerates without overwriting your edits.

You shipped it.

Mark it done and the customers who asked get told. You don't chase anyone down.

Start with grounded work.

The specification carries the why and the how: customer voice, decision reasoning, relevant files, technical constraints and a clear definition of done.

Customer context stays attached.

The build starts grounded.

Every release adds memory.

Evidence becomes code-ready context.

The agent gets the grounded specification. The engineer keeps the judgment gate. The release returns proof to the product graph.

01
Signal lands
Slack · calls · feedback
02
Evidence clusters
14 signals · 6 accounts
03
Team decides
Ranked #1 · rising
04
Spec is grounded
Customer + codebase
05
Outcome returns
Memory grows
The product

See the loop inside the product.

Priorities ranked in the middle, the spec they became on the right, every number tracing back to the customers who asked.
Annsa ranking priorities by the number of customers behind each.

The customer, the codebase, the definition of done.

Discovery
Why it ranked #1
6 accounts · $48k MRR · frustrated · rising
Explore Discovery →
Delivery
What it became
Build · files to touch · done when
Explore Delivery →
Intelligence
Who heard back
Outcome recorded · memory grows
Explore Intelligence →

Asked + answered.

Q1

Does Annsa change my code?

No. Annsa grounds the specification and hands context into your tools. Your team and agents own the implementation.
Q2

What codebase context is included?

When a repository is connected, an Annsa spec includes relevant files, existing patterns, constraints and acceptance criteria.
Q3

Can I use it with Cursor or Claude Code?

Yes, over MCP. In Claude Code, run: claude mcp add --transport http annsa https://app.annsa.ai/mcp. In Cursor, go to Settings, then MCP, then Add server, and paste https://app.annsa.ai/mcp. There is no package to install and no token file to manage. The first run opens your browser for OAuth on Annsa's consent screen.

Build from the customer need, not a context-free ticket.

Try Annsa