AI Driven Dev / Agent access

Agent access

This page exposes the same facts and limitations as the human homepage. AI Driven Dev is a Codefrost decision guide, not an independent product-review directory.

Machine interfaces

MCP URL: https://aidrivendev.com/mcp. Public, stateless Streamable HTTP. POST with Content-Type: application/json and Accept: application/json, text/event-stream. No authentication or session ID. GET/SSE subscriptions and batch requests are not supported.

Tools: get_aidrivendev_ecosystem (empty object) and recommend_aidrivendev_next_step (task, app_stage, assistance). Both return read-only data without navigation or submission.

Recommendation input contract and example

{
  "type": "object",
  "additionalProperties": false,
  "required": [
    "task",
    "app_stage",
    "assistance"
  ],
  "properties": {
    "task": {
      "type": "string",
      "enum": [
        "specify",
        "own_code",
        "validate_changes",
        "connect_tools",
        "fix_or_launch",
        "ongoing_support",
        "clarify_brief",
        "learn",
        "unsure"
      ]
    },
    "app_stage": {
      "type": "string",
      "enum": [
        "idea",
        "prototype",
        "prelaunch",
        "live"
      ]
    },
    "assistance": {
      "type": "string",
      "enum": [
        "self_service",
        "engineering_help",
        "either"
      ]
    }
  }
}

{"task":"validate_changes","app_stage":"prototype","assistance":"either"}

Explicit tasks take precedence. Engineering-help preferences route planning/code ownership to scoping and validation/integrations to workflow engineering. If unsure, stage selects planning, validation, launch review, or ongoing support. Unavailable entries have no executable link.

Checking browser tool support…

Reviewed snapshot imported 2026-09-21T06:30:00.231Z from local-export. Source: https://www.codefrost.dev/api/v1/ecosystem. Source revision: 7c833af10374413e280da84a53bfce926ca86743cb8e05e612b7539e56594be6. Developer catalog revision: f7c23955accafaadb639950130ff24497127cee87bac79dd5bc03c74856f3700. This is not a live provider availability check.

Find your next step

Choose a task and context. This uses published rules and a reviewed catalog; it does not inspect your app or send a request to a provider.

Publisher

Brand: AI Driven Dev
Publisher: Codefrost
Publisher site: https://www.codefrost.dev/
This hub is not an independent ranking or product-review directory.

Products and services

MicroShelf

I need to publish small tools for my team

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.

Ownership: A Codefrost product
Availability: Public destination available
Primary destination: https://www.codefrost.dev/products/microshelf
Commercial note: Project status: pilot. A public destination does not guarantee unrestricted access. paid; License quoted per organization

ArchSpec

I need to define what to build

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.

Ownership: A Codefrost product
Availability: Public destination available
Primary destination: https://archspec.dev/
Secondary: Sample pending (pending)
Commercial note: Private beta. Check the provider for current access. paid; See current access and pricing

Bolt to GitHub

I need my Bolt project in 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.

Ownership: A Codefrost product
Availability: Public destination available
Primary destination: https://bolt2github.com/
Secondary: Compare Free and Pro — https://bolt2github.com/pricing
Commercial note: Project status: active. A public destination does not guarantee unrestricted access. freemium; $4/mo; Public repos, basic sync

MAID Runner

I need to check what my coding agent changed

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.

Ownership: A Codefrost product
Badge: Open source
Availability: Public destination available
Primary destination: https://maidrunner.dev/
Secondary: Get workflow setup help — https://www.codefrost.dev/services/ai-workflow-engineering
Commercial note: Project status: active. A public destination does not guarantee unrestricted access. open-source Passing validation does not prove complete security or freedom from defects.

usemcp

My agent needs access to another tool

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

Ownership: A Codefrost product
Availability: Public destination available
Primary destination: https://www.usemcp.dev/
Secondary: Ask about a custom integration — https://www.codefrost.dev/contact
Commercial note: Public destination available; access and pricing are set by the provider. Third-party account and API costs are separate from a server's license.

Fix by ADC

My app is stuck or nearly ready to launch

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.

Ownership: A Codefrost service
Availability: Public destination available
Primary destination: https://fix.aidrivencoder.com/
Secondary: Sample pending (pending)
Commercial note: Project status: active. A public destination does not guarantee unrestricted access. paid; Custom quotes

ADC Fix ongoing support

My app is live and I need technical backup

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

Ownership: A Codefrost service
Availability: Public destination available
Primary destination: https://fix.aidrivencoder.com/ongoing-support
Commercial note: 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.

ReqClarify

I need to clarify a client's brief before quoting

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

Ownership: A Codefrost product
Availability: Coming soon. Public destination not yet verified.
Primary destination: Not published yet
Commercial note: 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.

Practice examples

Editorial briefs only. Unpublished examples remain disabled until artifacts exist.

From a rough idea to an implementation brief
Status: Coming soon. Some steps are manual. This does not claim automatic ArchSpec-to-MAID conversion.
From an AI-generated change to reviewable evidence
Status: Coming soon. A passing test count is not comprehensive correctness.
From a working prototype to a supportable application
Status: Coming soon. Label synthetic work as an "Illustrative example", not a client result.

Utilities

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.

https://reset.aidrivencoder.com/

Engineering help and learning

Fix by ADC: https://fix.aidrivencoder.com/
ADC Fix ongoing support: https://fix.aidrivencoder.com/ongoing-support
AI-Assisted Development Workflow Engineering: https://www.codefrost.dev/services#ai-assisted-development-workflow-engineering
AI-Driven Coder: https://aidrivencoder.com/

Developer updates

Receive selected guides, worked examples, and updates to the tools you choose to follow.

Preferences: Guides | Product updates
Privacy: You can unsubscribe at any time.
Subscription form: https://preview.mailerlite.io/forms/1520247/199173995747084220/share

Limitations

No shared account or bundle across products.
No AI-powered router or mandatory signup on this hub.
Prices, availability, and checkout live on each product or service site.
Passing MAID validation does not prove complete security or freedom from defects.
ReqClarify: Public destination not yet verified.
Practice examples and sample artifacts are unpublished until supporting materials exist.
Private tools and client demos are intentionally omitted.