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Lovanaut

Building FORMLOVA, an MCP-ready form service for creating forms and operating responses, emails, analytics, and workflows from Claude or ChatGPT. https://formlova.com

Location Japan Joined Joined on  Personal website https://formlova.com twitter website

Work

Solo developer — building FormLova, Lovai, and Sapolova

Cursor + MCP: Operating Form Responses Without Leaving the Editor

Cursor + MCP: Operating Form Responses Without Leaving the Editor

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2 min read

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Lead Capture Form: Qualification, CRM Handoff, and Follow-Up State

Lead Capture Form: Qualification, CRM Handoff, and Follow-Up State

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2 min read
Survey Free-Text Classification: Schema, Confidence, and Re-Run Design

Survey Free-Text Classification: Schema, Confidence, and Re-Run Design

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2 min read
Maintenance Request Form: Photo, Location, Urgency, and Status Tracking

Maintenance Request Form: Photo, Location, Urgency, and Status Tracking

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2 min read
Refund Request Form: Policy, Status, and the Customer-Facing Timeline

Refund Request Form: Policy, Status, and the Customer-Facing Timeline

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2 min read
Waitlist Form Mechanics: Capacity, Priority, and Promotion Workflow

Waitlist Form Mechanics: Capacity, Priority, and Promotion Workflow

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2 min read
Customer Service Request Form: Routing, Urgency, and Status Schema

Customer Service Request Form: Routing, Urgency, and Status Schema

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2 min read
Client Intake Form Design: Fields, Files, and Kickoff Workflow State

Client Intake Form Design: Fields, Files, and Kickoff Workflow State

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2 min read
Treat Form Responses as Workflow State, Not Just Submissions

Treat Form Responses as Workflow State, Not Just Submissions

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AI Workflows Should Start After the Form Submit

AI Workflows Should Start After the Form Submit

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3 min read
Survey Analysis AI Needs Response State

Survey Analysis AI Needs Response State

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4 min read
n8n Forms Trigger Is Not A Response Inbox

n8n Forms Trigger Is Not A Response Inbox

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4 min read
n8n Google Forms Is Not a Complete Response Workflow

n8n Google Forms Is Not a Complete Response Workflow

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6 min read
Exporting Google Forms Responses to CSV Is Not a Workflow

Exporting Google Forms Responses to CSV Is Not a Workflow

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7 min read
Mobile Form Input Types, Page Splits, and Uploads: A Practical Checklist

Mobile Form Input Types, Page Splits, and Uploads: A Practical Checklist

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7 min read
Gemini CLI and Remote MCP: Running Form Operations From the Terminal

Gemini CLI and Remote MCP: Running Form Operations From the Terminal

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6 min read
Using ChatGPT Custom Connectors With a Remote MCP Form Server

Using ChatGPT Custom Connectors With a Remote MCP Form Server

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7 min read
When Every Tool Is Callable, the Chat Becomes the Join Layer

When Every Tool Is Callable, the Chat Becomes the Join Layer

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7 min read
Two MCP Servers, One Chat: Reconciling Ad Metrics With Form Outcomes Without a Dashboard

Two MCP Servers, One Chat: Reconciling Ad Metrics With Form Outcomes Without a Dashboard

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8 min read
Opening Your SaaS to AI Agents Over MCP: Hold the Reins on the Server Side

Opening Your SaaS to AI Agents Over MCP: Hold the Reins on the Server Side

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9 min read
Form Responses as Institutional Memory: Designing the Record Layer"

Form Responses as Institutional Memory: Designing the Record Layer"

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11 min read
Designing Forms an AI Agent Can Actually Submit

Designing Forms an AI Agent Can Actually Submit

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11 min read
Form Responses Are the Missing Trigger for AI Workflow Automation

Form Responses Are the Missing Trigger for AI Workflow Automation

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8 min read
Google Forms to Slack: Prevent Duplicate Notifications with Apps Script

Google Forms to Slack: Prevent Duplicate Notifications with Apps Script

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6 min read
Stop Treating Google Forms Responses as Rows

Stop Treating Google Forms Responses as Rows

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6 min read
Why Your Form Auto-Reply Email Did Not Arrive

Why Your Form Auto-Reply Email Did Not Arrive

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5 min read
Google Forms + Apps Script Is a Workflow, Not Just a Notification

Google Forms + Apps Script Is a Workflow, Not Just a Notification

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6 min read
After a Form Submission: Design the Post-Submit Workflow as a State Machine

After a Form Submission: Design the Post-Submit Workflow as a State Machine

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8 min read
AI Form Builders Are Becoming Table Stakes. MCP Form Operations Are the Hard Part.

AI Form Builders Are Becoming Table Stakes. MCP Form Operations Are the Hard Part.

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7 min read
Don't Build Your MCP Server as an API Wrapper

Don't Build Your MCP Server as an API Wrapper

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7 min read
Beyond CAPTCHA: Building an AI Filter for Contact Form Spam

Beyond CAPTCHA: Building an AI Filter for Contact Form Spam

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5 min read
Running LLM Classification After the Response: Next.js after() + OpenRouter at $0.0002 per Call

Running LLM Classification After the Response: Next.js after() + OpenRouter at $0.0002 per Call

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8 min read
From Form Response to Figma Wireframe: MCP Orchestration in Practice

From Form Response to Figma Wireframe: MCP Orchestration in Practice

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6 min read
129 MCP Tools, 4 Safety Levels: Building a Server-Enforced Form Ops Layer

129 MCP Tools, 4 Safety Levels: Building a Server-Enforced Form Ops Layer

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6 min read
Designing a CLI Skill That Structures AI Sessions into Posts -- Architecture, Security, and Implementation Decisions

Designing a CLI Skill That Structures AI Sessions into Posts -- Architecture, Security, and Implementation Decisions

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7 min read
Anthropic Proved AI Can't Evaluate Its Own Work. Here's How I Rebuilt My Claude Code Setup Around That.

Anthropic Proved AI Can't Evaluate Its Own Work. Here's How I Rebuilt My Claude Code Setup Around That.

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5 min read
OpenRouter Structured Output Broke Before Translation Quality Did — 3 Layers of Defense for Production

OpenRouter Structured Output Broke Before Translation Quality Did — 3 Layers of Defense for Production

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9 min read
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