Google PageRank for AI agents. 25,000+ tools indexed.

This Week in MCP

Weekly data from the AgentRank index. Auto-generated from real GitHub signals every Monday. 25,632 tools total, and 3,124 agent skills indexed.

Ecosystem stats

25,632
Tools indexed
—
New this week
3,124
Skills indexed
29.6
Avg score (0–100)

New tools this week

0 new repositories entered the index this week.

Biggest gainers

Tools with the largest score increase compared to the previous week's snapshot.

Repository Score change Prev rank Now
CoderGamester/mcp-unity +32.79 #43 #4
homeassistant-ai/ha-mcp +32.07 #72 #16
microsoft/azure-devops-mcp +32 #32 #2
samanhappy/mcphub +31.91 #50 #9
jgravelle/jcodemunch-mcp +31.81 #68 #18

Biggest drops

Tools with the largest score decrease compared to the previous week's snapshot.

No significant drops this week.

Current top 10

The highest-scoring tools in the index right now, scored by stars, freshness, issue health, contributors, and dependents.

# Repository Score Stars Language
#1 CoplayDev/unity-mcp 98.67 7,003 C#
#2 microsoft/azure-devops-mcp 97.17 1,406 TypeScript
#3 laravel/boost 96.94 3,333 PHP
#4 CoderGamester/mcp-unity 96.37 1,412 C#
#5 mark3labs/mcp-go 96.29 8,353 Go
#6 Pimzino/spec-workflow-mcp 96.02 3,999 TypeScript
#7 PrefectHQ/fastmcp 94.73 23,659 Python
#8 zcaceres/markdownify-mcp 94.73 2,449 TypeScript
#9 samanhappy/mcphub 94.47 1,876 TypeScript
#10 perplexityai/modelcontextprotocol 94.27 2,016 TypeScript

Browse all 25,632 tools →

Language breakdown (top 5)

Language Tools Share Bar
Python 9,874 45.1%
TypeScript 7,003 32.0%
JavaScript 3,100 14.2%
Go 1,227 5.6%
Rust 669 3.1%

Tweet this week

Auto-generated tweet from this week's top insight:

This week in MCP: 5 tools gained score.

Biggest riser: CoderGamester/mcp-unity (+32.79 pts, now #4)

Full report: agentrank-ai.com/blog/this-week-in-mcp-2026-03-17/

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