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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
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17,045 products · 82,562 snapshots
Forecall

Forecall

Early signal

Lint your MCP tool descriptions before AI agents call them

Launched 1mo ago
Signal
28
Velocity
0

What this means

10%Vote pace is below typical for Developer Infrastructure.
Running at 10% of comparable launches.
13Founder Conviction Index: 13 — low signal.
Few of the conviction sub-signals (reputation, velocity, buyer-intent, tagline clarity) are firing yet.

Prediction

Top-5 finish probability
1%
today
Projected end-of-day votes
5range 4–7
Trajectory
stable
Vote pace holding steady.
Speed vs peers
0.1×
26 Developer Infrastructure launches

About

AI agents choose and call MCP tools by reading their names, descriptions and input schemas. Vague text means the wrong tool, wrong arguments, or no call at all. Forecall scores each tool out of 100 on six items (purpose, when to use, arguments, return value, constraints, examples), finds tools that are easy to mix up, and explains every issue with a code and severity. Free on the web with no sign-up, or run npx forecall lint locally and in CI.

AI Summary

Forecall is a developer tool that evaluates and scores MCP tool descriptions to ensure clarity and accuracy for AI agents. It identifies potential issues and ambiguities in tool descriptions, providing detailed feedback to improve usability.

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 tracking9 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

Hiroki Nomura
@nomunomu0504
rep 22
Hiroki Nomura
@nomunomu0504 · hunter

Topics

Developer ToolsArtificial IntelligenceAPI