Describe, review, and build in the tool you already use.
Durable intent, ownership, and proof
Give your coding agent
a real contract.
Benchwright turns product intent into durable features, behavioral claims, responsible systems, and executable tests. It connects through MCP to the coding agent you already use, so every change starts with the right context and ends with proof.
Approved intent, ownership, and proof remain durable.
How you interact
- 01Describe
State the outcome.
- 02Review
Challenge the structure.
- 03Decide
Resolve open choices.
- 04Approve
Authorize the work.
A real workflow, inside your coding agent
Watch a product brief become build-ready context.
Step through a real CAD search example. See how your agent proposes structure, surfaces a product decision, records your approval, and carries exact claims and tests into implementation.
Brief → proposed contract
Describe the outcome in the agent you already use.
Benchwright is not another chat. Tell your coding agent what you want to build. Through MCP, it turns your brief into product intent, proposed structure, and explicit open decisions.
I'm building a visual CAD search tool: a user photographs an object and finds matching models. We plan to test on the ABC Dataset, use DINO for embeddings, and YOLO for object crops.
Benchwright is connected. I'll separate durable product intent from implementation choices, propose the structure, and return only the decisions that need your judgment.
You never leave this conversation.
The agent extracts the durable outcome from your prompt.
Named technology is preserved without being mistaken for a complete product contract.
The agent can now ask what the technical brief leaves unresolved.
You stay in your coding agent. Benchwright becomes the durable record behind the conversation.
Shown inside your coding-agent conversation. Benchwright is the durable context layer connected through MCP; example records are simplified for clarity.
One workflow. Clear responsibilities.
You set the intent. Your agent does the work. Benchwright keeps both aligned.
Stay in the conversation you already use.
Describe the outcome to your coding agent. It proposes structure and surfaces open decisions; you review and approve them. Benchwright preserves the result as the contract for implementation.
One decision, carried into code
You make the call once. Benchwright keeps it true.
Your agent turns a short answer into observable behavior, responsible systems, and executable tests. Benchwright keeps that approved decision available through implementation and future changes.
“User selects the crop.”
- Feature
- Multi-Photo Object Search
- Claim
- Display every YOLO candidate without selecting one automatically.
- Test
test_web_displays_candidates_without_auto_selection
- Feature
- Multi-Photo Object Search
- Claim
- Embed only the crop explicitly selected by the user.
- Test
test_search_embeds_only_selected_crops
Ready when your agent is
Build from decisions that survive the conversation.
Connect Benchwright through MCP. Keep your existing coding workflow, add durable product context, and give every change a clear definition of done.
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