Read feedback with AI and fix the code
AI reads the comment, the pinned location, and the screenshot together.
You explain less, and everyone agrees on the fix sooner.
Review this feedback, find the code it refers to, and fix it as described
AI integration (MCP)
Turn your AI conversations into team knowledge.Use MONJI+ from the AI clients your team already knows — Claude Code, ChatGPT, Codex and more.
Checks, decisions and improvements that would otherwise scatter across each AI come together in one team,
so they do not end with one person and stay usable for the next job.
Checks, decisions and improvements that would otherwise scatter across each AI come together in one team,
so they do not end with one person and stay usable for the next job.
ChatGPT
Codex
Claude Desktop
Claude Code
MCP server
Feedback
Site check
Google Analytics
Files & reports
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AI integration (MCP)
AI integration (MCP)Where AI falls short in WebOps
AI speeds up checks and improvement, but when the reasoning stays locked in one person's chat, it is hard to reuse.
Connecting MONJI+ to your AI turns everyday WebOps into knowledge your whole team can share.
When each person uses AI alone
When MONJI+ is connected to your AI
- When each person uses AI aloneWhat the AI reads differs from person to personWhen MONJI+ is connected to your AIEveryone works from the same information
- When each person uses AI aloneThe reasoning behind a decision rarely gets sharedWhen MONJI+ is connected to your AIThe information behind a decision is there for the team
- When each person uses AI aloneSomeone else repeats the same checkWhen MONJI+ is connected to your AIPast work informs the next check
- When each person uses AI aloneYour WebOps data is spread across several placesWhen MONJI+ is connected to your AIYour WebOps data is handled in one place, MONJI+
AI makes the work faster.
MONJI+ turns the know-how and decisions from that work into your team's next action.
What MONJI+ and AI do together
Work with MONJI+ data from your AI, and keep the decisions and knowledge it produces
as a team asset you can reuse on the next job.
Take feedback further into UI and flow improvement
AI sees the surrounding screen state, not only the pinned spot.
So you can weigh experience and clarity, not just the literal fix.
Based on this feedback, propose a clearer UI
Planned
Build a checklist from past feedback
Reuse recurring comments as checks for next time instead of one-off fixes.
Fewer repeat mistakes, and a higher bar across the team.
From our past feedback, build a checklist of what to verify up front next time
Planned
Turn GA numbers and completed feedback into one report
AI reads your Google Analytics numbers alongside the feedback completed in the same period.
You can see what changed after each fix without pulling the numbers together by hand.
Write an improvement report from last month's GA numbers and the feedback we completed
Planned
Prioritize what to fix from site check results
Review detections grouped by impact and type instead of one by one.
Less time from finding an issue to deciding on it, more time improving.
Review the site check results and organize what we should fix first
AI clients you can connect
Keep using the AI you already know, with MONJI+ data available inside it.
ChatGPT
See how to connect
Codex
See how to connectClaude Desktop
See how to connectClaude Code
See how to connect
What is MCP?
MCP is an open standard for connecting AI to external services.
With MONJI+ MCP, your AI can read your MONJI+ WebOps data.
Connect in 3 steps
MONJI+ runs the official remote MCP server, so there is nothing for you to host.
- 01
Add the official MCP server
Add the MONJI+ MCP server to the AI you already use.
- 02
Sign in with OAuth
Sign in to MONJI+ and approve access. That is it.
- 03
Use MONJI+ data from your AI
From there, just ask your AI as you normally would.
Connection and authentication you can trust
Connecting an AI does not change your permissions or authentication rules in MONJI+.
Your MONJI+ permissions carry over
An AI client can only reach information that user has permission to view in MONJI+.
Information from a project they have not joined never becomes visible to other users through an AI client.Set MCP access by role — member or guest
Team settings control which roles can use MCP.
You can turn it on for members and leave it off for guests, for example.OAuth authentication
Connect without ever handing your MONJI+ password to the AI. There is no shared password, so nothing needs changing when someone moves on.
Disconnect at any time
Cut off a connection from MONJI+ alone whenever you no longer need it — no need to touch anything on the AI side.
Start with the 30-day free trial and try AI integration (MCP).
Create an account, connect the official MCP server, and your AI can work with MONJI+ data right away.
STEP 01
30-Day Free Trial
Start your 30-Day Free Trial
STEP 02
Choose the plan that fits your team
There's also a Free plan with core features free forever
MCP-related guides
AI integration (MCP) is part of the MONJI egg program.
The MONJI egg program lets you try new MONJI+ features early. These features evolve through user feedback and become official releases once refined.
Trial periodWe will decide based on how it is used and what you tell us.
We look forward to your feedback and requests!
We look forward to your feedback and requests!
Available plansAvailable on all plans, including the Free ∞ Plan, where core features are permanently free.