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Market intelligence for builders — see what's gaining traction before it's crowded.

Sources

Model Context Protocol developer tools

Recent window: last 5.2 months (2026-04-24 → 2026-09-28), compared with the prior 5.2 months.

horizontal · 210 members · Data as of 2026-09-30

These products provide frameworks, testing suites, servers, and runtime environments built around the Model Context Protocol (MCP). They are used by software engineers and AI developers creating connected agentic workflows and standardized tool-calling interfaces. What distinguishes this cluster is its specific focus on implementing, testing, and securing MCP-compliant systems rather than general LLM application development.

Metrics

Stage
crowded
Recent count
145
Prior count
52
Total count
210
Momentum
178.85
Attention
0.49
Crowding
0.77
Concentration
0.82
Opportunity
0.40

Opportunity components

Attention
0.49
Low crowding
0.23
Momentum (normalized)
0.70
Low concentration
0.18

Monthly trajectory

Source split

github
53 (0.37)
hn
43 (0.30)
ph
48 (0.33)
yc
1 (0.01)

Dominant source: github · Divergence: 0.36

Similar themes

Members

Name Source Upvotes ▼ Launched
MBReviews Test Lab PH 1 2026-09-11
MemeSwap MCP PH 1 2026-09-30
Sitejar MCP Server PH 1 2026-09-22
TestMyVibe PH 1 2026-09-18
Warden PH 1 2026-09-10
MCF Laravel PH 1 2026-09-18
Preflight: MCP server security check PH 1 2026-09-14
Netcreativemind PH 1 2026-09-14
MCPBouncer PH 1 2026-09-14
Faultline PH 1 2026-09-18