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Markets
  • Signal Feed
  • Startups
  • Categories
  • Founders
  • Revenue
  • Beyond the launch
Intelligence
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  • Editorial QA
  • Ask Market
  • Signature Index
  • Trends
Lab
  • Metric Bench
  • Tagline Lab
  • Smart Search
Yours
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17,080 products · 83,012 snapshots
AgentBreakWatch

AgentBreakWatch

Early signal

Track breaking changes across 258 AI Agent SDKs & MCPs

Launched 17d ago
Signal
25
Velocity
0

What this means

30%Vote pace is below typical for AI Agents.
Running at 30% of comparable launches.
+30%Launching in a 30% WoW growing category.
Open Source had 129 launches this week vs 99 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
3range 2–4
Trajectory
stable
Vote pace holding steady.
Speed vs peers
0.3×
178 AI Agents launches

About

AgentBreakWatch tracks release velocity, breaking changes, and MCP tools/list schema drift across 258 production AI Agent SDKs and Model Context Protocol servers on npm and PyPI. Paste your package.json, requirements.txt, pyproject.toml, ormcp.json to spot archived servers and breaking upgrades in 5 seconds, or query our free MCP server directly from Cursor and Claude Code.

AI Summary

AgentBreakWatch monitors release velocity and breaking changes across 258 AI Agent SDKs and Model Context Protocol servers on npm and PyPI. Users can quickly identify archived servers and breaking upgrades by pasting configuration files or querying the MCP server directly.

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 tracking5 readings since we picked it up
  • AI analysisAI Agents
  • 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

Joe
@joe31
rep 14
Joe
@joe31 · hunter

Topics

Developer ToolsArtificial IntelligenceGitHubOpen Source