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PHI
Startup Intelligence
Markets
  • Signal Feed
  • Startups
  • Categories
  • Founders
  • Revenue
  • Beyond the launch
Intelligence
  • Content Desk
  • Editorial QA
  • Ask Market
  • Signature Index
  • Trends
Lab
  • Metric Bench
  • Tagline Lab
  • Smart Search
Yours
  • Watchlist
  • Alerts
  • Search
Sync now
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1,552 products · 7,035 snapshots
UIGraph

UIGraph

Early signal

The knowledge layer for engineers and AI agents.

Launched 8h ago
Signal
29
Velocity
0

What this means

10%Vote pace is below typical for Developer Infrastructure.
Running at 10% of comparable launches.
+100%Launching in a 100% WoW growing category.
SaaS had 200 launches this week vs 0 last.
15Founder Conviction Index: 15 — low signal.
Few of the conviction sub-signals (reputation, velocity, buyer-intent, tagline clarity) are firing yet.

Prediction

Top-5 finish probability
2%
today
Projected end-of-day votes
8range 6–11
Trajectory
stable
Not enough snapshots yet to detect trajectory.
Speed vs peers
0.1×
6 Developer Infrastructure launches

About

UIGraph maps your engineering knowledge into one navigable view of your system. Bring your services, APIs, schemas, architecture diagrams, and test packs together, then sync them using the UIGraph CLI. Built for engineers and AI agents, UIGraph includes an MCP server so agents can query your system directly instead of reconstructing it from source code. Self-hostable on your own infrastructure, with no cloud dependency or vendor lock in.

AI Summary

UIGraph is a SaaS tool that consolidates engineering knowledge into a single navigable view, integrating services, APIs, schemas, and architecture diagrams. It features an MCP server for AI agents to query systems directly and can be self-hosted to avoid cloud dependency.

Attention & discussion velocity

Performance

Velocity0
Vote pace vs average
Momentum0
Sustained over 6h
Virality0
Spread × engagement
Engagement—
not measured

Signal sources

2 of 6 active
  • Launch tracking2 readings since we picked it up
  • AI analysisDeveloper Infrastructure
  • Comment intelligencethread not yet analysed
  • Outside discussionnot checked — domain is a storefront or shared
  • Revenue signalsno match on this domain
  • Editorial scoringbelow the signal threshold for this pass

A source that found nothing is a measurement. A source that has not run is a gap. Neither means the launch lacks the thing.

Founders

Manasa Nandini
@manasa_nandini
rep 16
Manasa Nandini
@manasa_nandini · hunter

Topics

SaaSDeveloper ToolsArtificial Intelligence