note Source of Truth for Coding Agents

Progress from Vibe Coding to Vibe Engineering

Collaborate, brainstorm & make decisions with PMs, EMs, Architects, Engineers and AI to let the coding agents keep coding away.

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Works with your favorite coding agents

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Teams & solo devs: Brainstorm with mfbt AI for the most awesome specs

Provide mfbt AI with your project idea, it walks you through easy to answer questions.Once you're done closing gaps, you'll have a solid spec and a prompt plan. Connect your coding agent with mfbt's MCP and your project is as good as built!

  • Awesome for new projects
  • Existing projects? No problem!
  • AI-powered Brainstorming
  • Source of Truth for exploration & specs
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Collaborate with your team and AI to build features at lightning speed

Bring your experts, our expert (mfbt AI), your product managers to collaborate on new products or features. From the collaboration threads, mfbt generates a comprehensive spec and a prompt plan that coding agents then execute.

  • Always up-to-date with built-in Web Search
  • Excellent suggestions taking into account codebase
  • Automatic unresolved items highlighting
  • Seamless mixing of teammembers and AI
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Start with a chat and then go places

All it takes is a chat: To understand how a feature is implemented or to discuss about how performance can be improved. Need to see how a new feature fits in? Chat. Ask AI, ask your team. Chat and start something new.

  • One flexible interface for exploration & creation
  • Seamless collaboration with AI and team members
  • Built-in web search and code exploration
  • Collaborate, explore and create features or epics
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there's more

amplify the power of Vibe Coding across your organization

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Vibe coding's Source of Truth

Don't let engineering be affected by local files on your dev's machines. mfbt makes your team's vision the coding agent's source of truth.

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You've never moved this fast

Levarage mfbt AI to research, brainstorm and build specs and prompt plans for your features.

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Read insights, not threads

Busy bee? mfbt AI always shows you decision points, but also highlights unresolved, open points.

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Native image support

"A picture is worth a thousand words" is valid even in the age of AI. Just paste in a screenshot and mfbt AI will weave it into the spec.

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Brownfield welcome

mfbt AI does not differentiate between new and existing projects. When you onboard a brownfield project, you're strapping on rocket boosters to it.

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Contextual and relevant

With both code exploration agents and web seearch built in, mfbt AI ensures that your explorations, brainstorming and spec building are super grounded.

Features that upgrade your workflow to the Vibe Coding era

Don't let incumbent tools hold you back. Have your whole team wield the full power of Vibe Coding.
Collaborate, code, and ship faster than ever before.

How it Works

Brainstorm with mfbt AI

Code Explorer

Collaborate before Vibe Coding

Grounding File Management

Upload Reference Images

Brainstorm with mfbt AI

Code Explorer

Collaborate before Vibe Coding

Grounding File Management

Upload Reference Images

Insight Summaries

Connect with MCP

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Coding Agent to mfbt Communication

Web Search

Insight Summaries

Connect with MCP

Auto Screenshot Upload

Coding Agent to mfbt Communication

Web Search

Ship 10x Faster with Collaborative Vibe Coding

Collaboratively define your vision with your team and with mfbt AI. Let coding agents execute your vision with accuracy and precision.

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