AI Toolkit

AI that thinks
with you, not for you.

A complete AI toolkit for indie developers. Ambient planning assistants, structured generators, and MCP integration — all inside your project dashboard.

/think

An ambient companion
for every decision.

Think With Me runs alongside your roadmap and idea editing, surfacing insights you would miss on your own. It is not autocomplete. It is a second brain that watches what you are planning and offers considered opinions when they matter.

  • Ambient companion that runs alongside your planning
  • Thoughts panel surfaces ideas, warnings, decisions, and technical considerations
  • Three advisor modes: Product, Technical, and Balanced
  • Lightweight credit cost of ~0.1 per call
AI is thinking
Active
Roadmap Description

Build a billing page with subscription management, plan upgrades, and invoice history...

Idea

Consider adding rate limiting before launch. Your API has no throttling and a single bad actor could spike hosting costs.

Warning

Your description mentions "user roles" but the schema has no permissions model. This is a scope decision worth making now.

Decision

Should the billing page support multiple payment methods or Stripe only at launch?

Technical

Stripe webhooks need idempotency keys to avoid duplicate subscription activations.

Phase 1: Clarification

Will this support multiple payment providers or Stripe only?

Do you need subscription management or one-time payments?

Phase 2: Work Items
01Set up Stripe SDK and webhook endpoint
02Create subscription plans table and model
03Build checkout flow with plan selection
04Add invoice history page with PDF download
05Write integration tests with Stripe fixtures
/generate

From feature idea
to structured tasks.

Describe what you want to build in plain language. The AI asks smart clarifying questions first, then produces ordered, actionable work items tailored to your answers and project context.

  • Paste a feature description and get structured work items in seconds
  • Two-phase flow: AI asks clarifying questions first, then produces tailored results
  • Each work item is actionable, scoped, and ready for your tracker
  • Understands context from your project stack, stage, and roadmap
/challenge

The honest critic
your plans need.

Solo founders do not have a team to push back on ideas. Challenge Me acts as that critical voice, identifying scope creep, missing requirements, feasibility risks, and blind spots before you commit to building.

  • Four-category feedback: scope concerns, missing considerations, feasibility risks, and open questions
  • Each issue comes with a severity rating
  • Flags assumptions you did not realize you were making
  • Produces questions to answer before writing code
Challenge Me
4 issues
Scope ConcernHigh

Multi-tenancy adds 3-4 weeks of work. Consider launching single-tenant first.

Missing ConsiderationMedium

No data migration plan mentioned. Existing users will need a path forward.

Feasibility RiskMedium

Real-time sync requires WebSocket infrastructure you do not currently have.

Open QuestionLow

Will free-tier users have access? This affects your conversion funnel significantly.

/actions
One-click AI actions on every work item

Every work item and roadmap entry has AI actions built in. Expand scope, write detailed descriptions, review for completeness, or generate project names — all without leaving your workflow.

01

Expand

Break a work item into granular sub-items with effort estimates

02

Write Description

Generate a detailed description from a short title

03

Review

Check for completeness, edge cases, and missing acceptance criteria

04

Name Generator

Get 8 naming suggestions with rationale

Sentry Error
TypeError: Cannot read properties of undefined (reading 'subscription')
AI converts
Generated Issue

Handle missing subscription on billing page

Add null check for user.subscription before accessing plan details. Redirect to pricing page when subscription is undefined.

Auto-generated check-in

Fixed 3 Sentry issues, deployed billing page v2, updated Stripe webhook handler. Momentum is strong this week.

/automate

Turn production errors
into actionable work.

Connect Sentry and let AI transform raw stack traces into structured issue specifications with root cause analysis and suggested fixes. Plus, auto-generate check-in notes from your recent development activity so your project history stays accurate.

  • Transform raw Sentry error traces into structured, actionable issue specifications
  • AI diagnosis identifies root cause and suggests an implementation approach
  • Auto-generate check-in notes from recent commits, deploys, and issue activity
  • Keeps your project history accurate without manual note-taking
/mcp

Make every AI
conversation project-aware.

Shipchart exposes a full MCP server that connects your portfolio data to any compatible AI tool. Your coding agent can read project context, create check-ins, manage roadmaps, and log revenue without you ever leaving the conversation.

  • Works with Claude Desktop, Cursor, Windsurf, ChatGPT, and any MCP client
  • Read and write tools let AI agents manage your entire project lifecycle
  • Token-scoped permissions ensure agents only access what you allow
  • Built-in prompts auto-configure projects from your codebase
Claude Desktop Claude Code Cursor Windsurf ChatGPT Any MCP client
Available tools
MCP
dashboard_getPortfolio overview with total monthly revenue and health scores
projects_listAll projects with stage, revenue, and metrics
checkins_createLog a check-in with mood tracking
roadmap_getRoadmap items grouped by horizon
goals_listActive goals with progress tracking
revenue_listFull revenue history by project and period
/credits

Transparent pricing,
no surprises.

Every Pro subscription includes monthly AI credits. Most operations cost less than one credit, so your included balance covers hundreds of AI interactions. Need more? Purchase additional credit packs at any time.

  • Credits included with every Pro subscription, refreshed monthly
  • Most operations cost less than 1 credit, many under 0.2
  • Purchase additional packs when you need them, no forced upgrades
  • Real-time credit balance visible in your dashboard at all times
Typical credit costs
Think With Me call~0.1
Generate work items~0.3
Challenge Me review~0.2
Expand / Review action~0.15
Name Generator~0.2
Error-to-Issue conversion~0.25

Costs vary slightly based on input length. Values shown are typical for average-sized requests.

Start building with AI
that understands your projects.

Every AI feature is included with Pro. Sign up and start using Think With Me, generators, and MCP integration in minutes.