Nicheloom visits: 58,050 all-time · 7,694 in the last 7 days

The opportunity tracker for new startups.

Today: 1,953 launches · Niche of the day: specialized calculation tools · See what launched today →

I threw away my analytics dashboard and replaced it with 42 MCP tools

Get picks like this daily. Today's launch numbers, the top launches, AI and tech news, and a daily opportunity pick, straight to your inbox.

Want to reach these readers? Sponsor an issue.

Back in October, I built a web analytics tool. It had two distinguishing features: it was cheap, and it had a weekly AI email summary so you wouldn't have to check your dashboards. Turned out that cheap made no difference, but the few users I had really liked the email digest.The world moves fast these days, and suddenly I found myself experimenting with agents, and doing all my work in Claude Code, so I decided to throw out everything and rebuild the tool as lodd.dev, a headless web analytics tool for agents. 42 MCP tools and a full API that lets agents call and act on analytics data as part of their processes.I've tried to optimise it for agent usage, so efficient responses (a snapshot is 60ish tokens), an llms.txt to guide the agent to handle setup, read only for simplified auth, and both a hosted oAuth (for desktop and mobile apps) and stdio version using an API key for terminal use. Human in the loop authentication using OTP in an email.Explicitly asking the agent to use it works really well, and I particularly like combining with other context sources like GSC or commit history, but it's been a little bit of a challenge having the agent call it unprompted. A few lines at the top of a Claude.md file has made a difference though.I'd love to hear what value, if any, you see from being able to get analytics data in the same conversation as your code (or other automatic workflows)?

HN · launched May 22, 2026 · 5 upvotes (top 89%) · 0 views

Niche: model context protocol tools · 465 launches, 13 in the last 7 days ▼ -24% · Explore this niche →

Category and tags

  • Horizontal
  • Analytics & BI
  • Developer
  • AI-native
  • Hobby / open-source project

Source listing ↗

Could you build this?

Yes Exposing analytics data tables to an LLM via Model Context Protocol (MCP) server endpoints and scheduled automated emails consists of basic database querying and standard API wrappers.

Discussion

4 comments analyzed.

Competitors mentioned: Google Search Console, Apollo, Traditional web analytics tools

Concerns raised: May not add value for experienced analytics users, Complex setup process in existing tools, Power/functionality trade-off vs simplicity

Feature requests: Integration with Google Search Console, Integration with Git commits, Integration with CRM/lead data (Apollo), Multi-source context combination

Competitors

Other products that read as similar to this one : 437 launches clear the similarity bar, closest 8 shown.

Attention rank: #399 of 438 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 199 days after the earliest competitor.

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.