MCPJam

MCPJam

Product Hunt

The testing & evaluations platform for MCP servers

Share card

Actual performance

155upvotes
41comments
Made the leaderboard

Traction signals

Makers1

Launch Intel predictions

Analyze your own launch →
Product HuntOn track for Day 1 leaderboard · Strong signals: mcp · Missing: mac, agents, macos
71%71% predicted probability of success on Product Hunt, based on ML models trained on real launch data.
nativeThis product was originally launched on this platform.
BetaListSuited for BetaList early-adopters · Missing: web3, chat, crypto
69%69% predicted probability of success on BetaList, based on ML models trained on real launch data.
TrustMRRFits verified-revenue profile · Missing: mobile apps, ios, personal
52%52% predicted probability of success on TrustMRR, based on ML models trained on real launch data.
AppSumoMay struggle as an AppSumo deal · Strong signals: platform · Missing: plus, intuitive, reviews
39%39% predicted probability of success on AppSumo, based on ML models trained on real launch data.
Hacker NewsMay not resonate with HN audience · Strong signals: lua, io · Missing: https docs, excited, just released
29%29% predicted probability of success on Hacker News, based on ML models trained on real launch data.
Acquire.comPre-revenue stage for this audience · Missing: arr, mrr, revenue
22%22% predicted probability of success on Acquire.com, based on ML models trained on real launch data.
Indie HackersIH features products with proven revenue · Missing: supports, reddit linkedin, podcasting
9%9% predicted probability of success on Indie Hackers, based on ML models trained on real launch data.

Correct prediction on native model

Similar products

MC
MCPJam - the first testing & evaluations platform for MCP servers48%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

MCPJam - the first testing & evaluations platform for MCP servers

Hacker News10
Fu
Fuzz testing tool for MCP servers28%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Fuzz testing tool for MCP servers

Hacker News1
Re
Representing Agents as MCP Servers49%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Representing Agents as MCP Servers

Hacker News58
Ch
Chat with 1000s of MCP servers31%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Chat with 1000s of MCP servers

Hacker News3
Gu
GuardiAgent – Sandboxing / permission model for MCP servers42%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

GuardiAgent – Sandboxing / permission model for MCP servers

Hacker News9
MCP_
MCP_75%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

MCP Servers, in one place

Product Hunt+8
Mc
Mcploitable – Vulnerable MCP Servers for the OWASP Agentic Top26%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Mcploitable – Vulnerable MCP Servers for the OWASP Agentic Top

Hacker News3
Fa
Fast MCP – A Ruby gem to create MCP servers35%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Fast MCP – A Ruby gem to create MCP servers

Hacker News2
MCP Servers Directory
MCP Servers Directory36%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

MCP Servers Directory

Indie Hackers1ai
MCPNav
MCPNav14%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Directory of MCP servers

Indie Hackers