AI Driven Dev
Existing customer? Open your product or ADC Fix support portal.

Developer tools and engineering help from Codefrost

Build software with AI, without losing engineering discipline.

Start with a clearer specification, take ownership of your code, check AI-generated changes, or get help with a live application. Choose the tools you need. You do not need to adopt the whole workflow.

Find my next stepGet help with my app

Self-serve tools, open-source projects, and scoped engineering support. Each product has its own availability, account, and pricing.

Start anywhereSpecifyArchSpecOwnBolt to GitHubValidateMAID RunnerSupportFix by ADC

01Find your next step

What are you working on?

Start with the problem in front of you, not a new stack of tools.

01
A Codefrost product
I need to publish small tools for my team

MicroShelf

A private organizational library for single-file HTML calculators, checklists, and dashboards. Publish versions, inspect dependencies, restore a release into a draft, and run tools in sandboxed frames. Request a software license; deployment and support are quoted separately.

Project status: pilot. A public destination does not guarantee unrestricted access. paid; License quoted per organization

Explore MicroShelf
02
A Codefrost product
I need to define what to build

ArchSpec

A private professional-grade specification system for AI-assisted development. Generate implementation-ready specs with multi-provider LLM support, structured output, and export to development tools.

Private beta. Check the provider for current access. paid; See current access and pricing

Explore ArchSpec
03
A Codefrost product
I need my Bolt project in GitHub

Bolt to GitHub

A Chrome extension that bridges AI-powered code generation (Bolt.new) with professional version control. Automatically capture and push projects to GitHub repositories, manage branches, and sync private repos — all from your browser.

Project status: active. A public destination does not guarantee unrestricted access. freemium; $4/mo; Public repos, basic sync

Explore Bolt to GitHubCompare Free and Pro
04
A Codefrost product
Open source
I need to check what my coding agent changed

MAID Runner

A methodology and toolchain for disciplined AI coding agents. MAID Runner uses native TDD, real red evidence, living validated manifests, phase-specific skills, independent review, and repository learning from recorded outcomes. Includes CLI, VS Code extension, LSP server, and MCP integration.

Project status: active. A public destination does not guarantee unrestricted access. open-source Passing validation does not prove complete security or freedom from defects.

Explore MAID RunnerGet workflow setup help
05
A Codefrost product
My agent needs access to another tool

usemcp

Explore MCP servers for local search, audio generation, and MAID Runner workflows, with setup instructions and permission requirements.

Public destination available; access and pricing are set by the provider. Third-party account and API costs are separate from a server's license.

Browse MCP serversAsk about a custom integration
06
A Codefrost service
My app is stuck or nearly ready to launch

Fix by ADC

A technical safety net for founders preparing AI-built apps for real users, payments, or private data. Get a production-readiness audit, evidence-backed findings, launch blockers, remediation roadmap, and optional implementation.

Project status: active. A public destination does not guarantee unrestricted access. paid; Custom quotes

Compare audits and fixes
07
A Codefrost service
My app is live and I need technical backup

ADC Fix ongoing support

Keep building while a senior engineer helps with difficult bugs, risky changes, and production maintenance within an agreed monthly scope.

Public destination available; access and pricing are set by the provider. Published starting arrangement: US$500/month for up to five hours for an appropriate Lovable app. Initial assessment and hardening are separate; other stacks, larger apps, and additional capacity are scoped separately. See the canonical offer for full terms.

See monthly support
08
A Codefrost product
Coming soon
I need to clarify a client's brief before quoting

ReqClarify

Identify unanswered questions, conflicting requirements, and assumptions before committing to delivery.

Public destination not yet verified. Access begins with a sample and access request once the public destination is live. No live checkout is published yet.

Public destination not yet verified.

02Tools in practice

See what a useful next step looks like.

Review a concrete example before deciding whether you need another tool or outside help.

Coming soon
01
From a rough idea to an implementation brief
A synthetic brief, unanswered questions, a sample specification, and a separate implementation manifest.

Some steps are manual. This does not claim automatic ArchSpec-to-MAID conversion.

Coming soon
02
From an AI-generated change to reviewable evidence
One change request, the validation performed, the observed outcome, and remaining limitations.

A passing test count is not comprehensive correctness.

Coming soon
Illustrative example
03
From a working prototype to a supportable application
A fictional or permissioned issue list, priorities, and a sample release/support summary.

Label synthetic work as an "Illustrative example", not a client result.

03Engineering help

Need help with the work, not another tool?

Get an existing app unstuck
Use ADC Fix for a focused review, an agreed fix, or ongoing engineering support for an AI-built application.
Find the right ADC Fix service
Improve how your team builds
Work with Codefrost on repository instructions, validation, review practices, integrations, or an internal software workflow.
Describe the workflow

Start in writing. Share the outcome you need and the main blocker. Do not include passwords, keys, customer records, or private source code. A written scope comes before access or implementation.

04Guides

Learn from practical engineering work.

Read walkthroughs, experiments, and lessons from building and maintaining software with AI on AI-Driven Coder.

  • Can Lovable Do It?

    An AI-Driven Coder learning resource with dated capability experiments, commands, output and limitations. Published findings observed on 2026-09-21 cover the September 16 sandbox tests; they are not universal guarantees. Community submissions and voting remain staged, not advertised as available.

    Dated findings

  • Lovable developer-support guide

    Refresh with current support options.

    Update planned

  • Specification-to-implementation example

    Worked example across specification and implementation.

    Coming soon

  • MAID verification example

    Real verification walkthrough with stated limitations.

    Coming soon
Read AI-Driven Coder

05Small tools for day-to-day development.

Codex Reset Watch

Public reset signals and unofficial predictions; consult the stated limitations.

Public destination available. No paid or privileged predictions. Not an official prediction service.

Open Codex Reset Watch

06Publisher

Built by Codefrost.

AI Driven Dev brings together Codefrost's developer tools, engineering services, and learning resources. These are projects from the same maker, not an independent ranking of the market.

About CodefrostSee client work

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07Questions

FAQ