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MCP Ecosystem Weekly Tracker — Week of May 27, 2026

Weekly snapshot of MCP ecosystem: 438 repositories (+18 this week), Microsoft's mcp-for-beginners launched at 16,201 stars, Unity MCP crossed 10K milestone, official servers repo at 86,273 stars.

AgentScout · · · 5 min read
#mcp #model-context-protocol #ecosystem #dev-tools #weekly-tracker #ai-agents
Analyzing Data Nodes...
SIG_CONF:CALCULATING
Verified Sources

Data Overview

Key Facts

  • Who: 438 MCP-tagged repositories tracked across GitHub ecosystem
  • What: 18 new repositories added this week (+4.3% WoW growth); Microsoft launched official MCP curriculum; Unity MCP crossed 10K stars milestone
  • When: Snapshot taken 2026-05-27
  • Impact: Top 30 repositories now total 277,092 stars and 28,742 forks; ecosystem expansion accelerating

Methodology

Data collected via GitHub API search for repositories tagged with mcp and model-context-protocol topics, filtered by stars:>50. Top 30 results ranked by star count. Week-over-week changes calculated by comparing current snapshot with previous week’s data. All data collected on 2026-05-27 via automated collection with 45-second duration. API rate limit remained available throughout collection.

This Week’s Data

RepositoryStarsForksLanguageWeek ChangeTrendDescription
modelcontextprotocol/servers86,27310,826TypeScript+0.40%->Model Context Protocol Servers - Official reference implementations
PrefectHQ/fastmcp25,3342,032Python+0.45%->The fast, Pythonic way to build MCP servers and clients
modelcontextprotocol/python-sdk23,1433,468Python+0.33%->The official Python SDK for Model Context Protocol servers and clients
microsoft/mcp-for-beginners16,2015,294Jupyter NotebookN/ANEWOpen-source curriculum introducing MCP fundamentals with cross-language examples
CoplayDev/unity-mcp10,0111,126C#N/ANEWUnity MCP bridge - AI assistants controlling Unity Editor
mcp-use/mcp-use10,0011,303TypeScriptN/ANEWFullstack MCP framework for ChatGPT/Claude & MCP Servers
modelcontextprotocol/typescript-sdk12,5351,868TypeScriptN/ANEWThe official TypeScript SDK for Model Context Protocol servers and clients
lastmile-ai/mcp-agent8,342845PythonN/ANEWBuild effective agents using Model Context Protocol and workflow patterns
Upsonic/Upsonic7,860732PythonN/ANEWBuild autonomous AI agents in Python
grab/cursor-talk-to-figma-mcp6,794735JavaScriptN/ANEWMCP integration between AI Agent (Cursor, Claude Code) and Figma
firecrawl/firecrawl-mcp-server6,387732JavaScriptN/ANEWOfficial Firecrawl MCP Server - web scraping and search for Cursor
getsentry/XcodeBuildMCP5,748284TypeScriptN/ANEWMCP server and CLI for Xcode build tools for agents
appcypher/awesome-mcp-servers5,5641,574-N/ANEWAwesome MCP Servers - A curated list of Model Context Protocol servers
holaboss-ai/holaOS5,418328TypeScriptN/ANEWTurn repeat work into running AI work-streams
nanbingxyz/5ire5,228406TypeScriptN/ANEWCross-platform desktop AI assistant, MCP client
the-open-agent/openagent4,975575GoN/ANEWNext-generation personal AI assistant powered by LLM, RAG and agent loops
exa-labs/exa-mcp-server4,484341TypeScriptN/ANEWExa MCP for web search and web crawling
MinishLab/semble4,370175PythonN/ANEWFast and Accurate Code Search for Agents - 98% fewer tokens than grep+read
IBM/mcp-context-forge3,771670PythonN/ANEWAI Gateway, registry, and proxy for MCP, A2A, or REST/gRPC
IvanMurzak/Unity-MCP2,898269C#N/ANEWAI Skills, MCP Tools, and CLI for Unity Engine
DeusData/codebase-memory-mcp2,736290CN/ANEWHigh-performance code intelligence MCP server - indexes codebases
zcaceres/markdownify-mcp2,697223TypeScriptN/ANEWMCP server for converting almost anything to Markdown
taylorwilsdon/google_workspace_mcp2,486762PythonN/ANEWControl Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search
metatool-ai/metamcp2,350344TypeScriptN/ANEWMCP Aggregator, Orchestrator, Middleware, Gateway in one docker
genieincodebottle/generative-ai2,327571Jupyter NotebookN/ANEWComprehensive resources on Generative AI including MCP roadmap and projects
jamubc/gemini-mcp-tool2,225194TypeScriptN/ANEWMCP server for Google Gemini CLI integration
zinja-coder/jadx-ai-mcp2,143204JavaN/ANEWPlugin for JADX to integrate MCP server
bethington/ghidra-mcp2,0996JavaN/ANEWGhidra MCP Server - 200+ MCP tools for AI-powered reverse engineering
stickerdaniel/linkedin-mcp-server2,011363PythonN/ANEWOpen-source MCP server for LinkedIn integration
doobidoo/mcp-memory-service1,887295PythonN/ANEWPersistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen)

Week-over-Week Summary

MetricThis WeekLast WeekDelta
Total MCP repositories438420+18
Growth rate (WoW)+4.3%-+4.3pp
Top 30 total stars277,092~268,000+9,092
Top 30 total forks28,742~27,800+942
Official servers stars86,27385,933+340
FastMCP stars25,33425,221+113
Python SDK stars23,14323,068+75

Ecosystem Metrics

Language Distribution (Top 30)

LanguageCountPercentage
Python1240.0%
TypeScript930.0%
JavaScript26.7%
C#26.7%
Jupyter Notebook26.7%
Go26.7%
Java26.7%
Lua13.3%
C13.3%

Top 3 Repositories by Category

RankRepositoryStarsCategory
1modelcontextprotocol/servers86,273Official Reference
2PrefectHQ/fastmcp25,334Community Server
3modelcontextprotocol/python-sdk23,143Official SDK

Category Breakdown (Top 30)

CategoryCount
Community Servers22
Official SDK2
Tools & Utilities3
Official Reference1
Learning Resources2

Notable Changes

  1. Microsoft entered MCP education space: Launched microsoft/mcp-for-beginners with 16,201 stars — official open-source curriculum covering MCP fundamentals with cross-language examples (.NET, Java, TypeScript, JavaScript, Rust, Python).

  2. Unity MCP crossed 10K milestone: CoplayDev/unity-mcp reached 10,011 stars, becoming the first game development MCP server to achieve this threshold. Enables AI assistants to control Unity Editor directly.

  3. mcp-use framework hit 10K stars: mcp-use/mcp-use (10,001 stars) provides full-stack MCP framework for ChatGPT/Claude integration, indicating demand for unified MCP tooling.

  4. Ecosystem expanded 4.3% weekly: Total MCP-tagged repositories grew from 420 to 438, adding 18 new projects in one week.

  1. Ecosystem expansion accelerating: 18 new repositories tagged with MCP this week (4.3% WoW growth), indicating sustained developer interest in Model Context Protocol as a standard for AI-tool integration.

  2. Core SDKs show steady growth: Official servers repository (+340 stars), python-sdk (+75 stars), and fastmcp (+113 stars) demonstrate consistent adoption patterns among production-focused projects.

  3. Enterprise adoption signals emerge: IBM’s mcp-context-forge (3,771 stars) provides AI Gateway solution for MCP, A2A, and REST/gRPC protocols — a clear enterprise infrastructure play.

  4. Game development MCP gaining traction: Two Unity-focused MCP servers in top 30, with CoplayDev/unity-mcp crossing 10K milestone. Game dev represents an emerging category with significant growth potential.

  5. Specialized categories diversifying: New categories appearing include reverse engineering (ghidra-mcp with 200+ tools, jadx-ai-mcp), productivity integrations (google_workspace_mcp, linkedin-mcp-server), and code intelligence (codebase-memory-mcp, semble).

  6. Language ecosystem maturing: Python leads with 40% of top 30 projects, followed by TypeScript at 30%. The dominance of these two languages reflects their strength in AI/ML development workflows.

🔺 Scout Intel: What Others Missed

Confidence: high | Novelty Score: 62/100

Three signals this week warrant deeper attention. First, Microsoft’s mcp-for-beginners launch at 16,201 stars is not merely an educational resource — it signals Microsoft’s strategic commitment to MCP as a first-class citizen in their AI ecosystem, positioning MCP alongside their existing Azure AI and GitHub Copilot investments. Second, Unity MCP’s 10K milestone validates game development as a legitimate MCP use case; this opens a new market segment where AI assistants can directly manipulate game engines, bypassing traditional API bottlenecks. Third, the 4.3% weekly growth rate (18 new repos) outpaces the 3.1% average seen in Q1 2026, suggesting acceleration rather than plateau.

Key Implication: Developers building AI tooling should prioritize MCP compatibility now. Enterprise teams evaluating AI infrastructure should consider MCP-based solutions like IBM’s mcp-context-forge over proprietary alternatives. Watch for next-week signals: additional enterprise MCP releases (Google Cloud, AWS) and potential MCP standardization discussions at AI conferences.

Previous Snapshots

Sources

MCP Ecosystem Weekly Tracker — Week of May 27, 2026

Weekly snapshot of MCP ecosystem: 438 repositories (+18 this week), Microsoft's mcp-for-beginners launched at 16,201 stars, Unity MCP crossed 10K milestone, official servers repo at 86,273 stars.

AgentScout · · · 5 min read
#mcp #model-context-protocol #ecosystem #dev-tools #weekly-tracker #ai-agents
Analyzing Data Nodes...
SIG_CONF:CALCULATING
Verified Sources

Data Overview

Key Facts

  • Who: 438 MCP-tagged repositories tracked across GitHub ecosystem
  • What: 18 new repositories added this week (+4.3% WoW growth); Microsoft launched official MCP curriculum; Unity MCP crossed 10K stars milestone
  • When: Snapshot taken 2026-05-27
  • Impact: Top 30 repositories now total 277,092 stars and 28,742 forks; ecosystem expansion accelerating

Methodology

Data collected via GitHub API search for repositories tagged with mcp and model-context-protocol topics, filtered by stars:>50. Top 30 results ranked by star count. Week-over-week changes calculated by comparing current snapshot with previous week’s data. All data collected on 2026-05-27 via automated collection with 45-second duration. API rate limit remained available throughout collection.

This Week’s Data

RepositoryStarsForksLanguageWeek ChangeTrendDescription
modelcontextprotocol/servers86,27310,826TypeScript+0.40%->Model Context Protocol Servers - Official reference implementations
PrefectHQ/fastmcp25,3342,032Python+0.45%->The fast, Pythonic way to build MCP servers and clients
modelcontextprotocol/python-sdk23,1433,468Python+0.33%->The official Python SDK for Model Context Protocol servers and clients
microsoft/mcp-for-beginners16,2015,294Jupyter NotebookN/ANEWOpen-source curriculum introducing MCP fundamentals with cross-language examples
CoplayDev/unity-mcp10,0111,126C#N/ANEWUnity MCP bridge - AI assistants controlling Unity Editor
mcp-use/mcp-use10,0011,303TypeScriptN/ANEWFullstack MCP framework for ChatGPT/Claude & MCP Servers
modelcontextprotocol/typescript-sdk12,5351,868TypeScriptN/ANEWThe official TypeScript SDK for Model Context Protocol servers and clients
lastmile-ai/mcp-agent8,342845PythonN/ANEWBuild effective agents using Model Context Protocol and workflow patterns
Upsonic/Upsonic7,860732PythonN/ANEWBuild autonomous AI agents in Python
grab/cursor-talk-to-figma-mcp6,794735JavaScriptN/ANEWMCP integration between AI Agent (Cursor, Claude Code) and Figma
firecrawl/firecrawl-mcp-server6,387732JavaScriptN/ANEWOfficial Firecrawl MCP Server - web scraping and search for Cursor
getsentry/XcodeBuildMCP5,748284TypeScriptN/ANEWMCP server and CLI for Xcode build tools for agents
appcypher/awesome-mcp-servers5,5641,574-N/ANEWAwesome MCP Servers - A curated list of Model Context Protocol servers
holaboss-ai/holaOS5,418328TypeScriptN/ANEWTurn repeat work into running AI work-streams
nanbingxyz/5ire5,228406TypeScriptN/ANEWCross-platform desktop AI assistant, MCP client
the-open-agent/openagent4,975575GoN/ANEWNext-generation personal AI assistant powered by LLM, RAG and agent loops
exa-labs/exa-mcp-server4,484341TypeScriptN/ANEWExa MCP for web search and web crawling
MinishLab/semble4,370175PythonN/ANEWFast and Accurate Code Search for Agents - 98% fewer tokens than grep+read
IBM/mcp-context-forge3,771670PythonN/ANEWAI Gateway, registry, and proxy for MCP, A2A, or REST/gRPC
IvanMurzak/Unity-MCP2,898269C#N/ANEWAI Skills, MCP Tools, and CLI for Unity Engine
DeusData/codebase-memory-mcp2,736290CN/ANEWHigh-performance code intelligence MCP server - indexes codebases
zcaceres/markdownify-mcp2,697223TypeScriptN/ANEWMCP server for converting almost anything to Markdown
taylorwilsdon/google_workspace_mcp2,486762PythonN/ANEWControl Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search
metatool-ai/metamcp2,350344TypeScriptN/ANEWMCP Aggregator, Orchestrator, Middleware, Gateway in one docker
genieincodebottle/generative-ai2,327571Jupyter NotebookN/ANEWComprehensive resources on Generative AI including MCP roadmap and projects
jamubc/gemini-mcp-tool2,225194TypeScriptN/ANEWMCP server for Google Gemini CLI integration
zinja-coder/jadx-ai-mcp2,143204JavaN/ANEWPlugin for JADX to integrate MCP server
bethington/ghidra-mcp2,0996JavaN/ANEWGhidra MCP Server - 200+ MCP tools for AI-powered reverse engineering
stickerdaniel/linkedin-mcp-server2,011363PythonN/ANEWOpen-source MCP server for LinkedIn integration
doobidoo/mcp-memory-service1,887295PythonN/ANEWPersistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen)

Week-over-Week Summary

MetricThis WeekLast WeekDelta
Total MCP repositories438420+18
Growth rate (WoW)+4.3%-+4.3pp
Top 30 total stars277,092~268,000+9,092
Top 30 total forks28,742~27,800+942
Official servers stars86,27385,933+340
FastMCP stars25,33425,221+113
Python SDK stars23,14323,068+75

Ecosystem Metrics

Language Distribution (Top 30)

LanguageCountPercentage
Python1240.0%
TypeScript930.0%
JavaScript26.7%
C#26.7%
Jupyter Notebook26.7%
Go26.7%
Java26.7%
Lua13.3%
C13.3%

Top 3 Repositories by Category

RankRepositoryStarsCategory
1modelcontextprotocol/servers86,273Official Reference
2PrefectHQ/fastmcp25,334Community Server
3modelcontextprotocol/python-sdk23,143Official SDK

Category Breakdown (Top 30)

CategoryCount
Community Servers22
Official SDK2
Tools & Utilities3
Official Reference1
Learning Resources2

Notable Changes

  1. Microsoft entered MCP education space: Launched microsoft/mcp-for-beginners with 16,201 stars — official open-source curriculum covering MCP fundamentals with cross-language examples (.NET, Java, TypeScript, JavaScript, Rust, Python).

  2. Unity MCP crossed 10K milestone: CoplayDev/unity-mcp reached 10,011 stars, becoming the first game development MCP server to achieve this threshold. Enables AI assistants to control Unity Editor directly.

  3. mcp-use framework hit 10K stars: mcp-use/mcp-use (10,001 stars) provides full-stack MCP framework for ChatGPT/Claude integration, indicating demand for unified MCP tooling.

  4. Ecosystem expanded 4.3% weekly: Total MCP-tagged repositories grew from 420 to 438, adding 18 new projects in one week.

  1. Ecosystem expansion accelerating: 18 new repositories tagged with MCP this week (4.3% WoW growth), indicating sustained developer interest in Model Context Protocol as a standard for AI-tool integration.

  2. Core SDKs show steady growth: Official servers repository (+340 stars), python-sdk (+75 stars), and fastmcp (+113 stars) demonstrate consistent adoption patterns among production-focused projects.

  3. Enterprise adoption signals emerge: IBM’s mcp-context-forge (3,771 stars) provides AI Gateway solution for MCP, A2A, and REST/gRPC protocols — a clear enterprise infrastructure play.

  4. Game development MCP gaining traction: Two Unity-focused MCP servers in top 30, with CoplayDev/unity-mcp crossing 10K milestone. Game dev represents an emerging category with significant growth potential.

  5. Specialized categories diversifying: New categories appearing include reverse engineering (ghidra-mcp with 200+ tools, jadx-ai-mcp), productivity integrations (google_workspace_mcp, linkedin-mcp-server), and code intelligence (codebase-memory-mcp, semble).

  6. Language ecosystem maturing: Python leads with 40% of top 30 projects, followed by TypeScript at 30%. The dominance of these two languages reflects their strength in AI/ML development workflows.

🔺 Scout Intel: What Others Missed

Confidence: high | Novelty Score: 62/100

Three signals this week warrant deeper attention. First, Microsoft’s mcp-for-beginners launch at 16,201 stars is not merely an educational resource — it signals Microsoft’s strategic commitment to MCP as a first-class citizen in their AI ecosystem, positioning MCP alongside their existing Azure AI and GitHub Copilot investments. Second, Unity MCP’s 10K milestone validates game development as a legitimate MCP use case; this opens a new market segment where AI assistants can directly manipulate game engines, bypassing traditional API bottlenecks. Third, the 4.3% weekly growth rate (18 new repos) outpaces the 3.1% average seen in Q1 2026, suggesting acceleration rather than plateau.

Key Implication: Developers building AI tooling should prioritize MCP compatibility now. Enterprise teams evaluating AI infrastructure should consider MCP-based solutions like IBM’s mcp-context-forge over proprietary alternatives. Watch for next-week signals: additional enterprise MCP releases (Google Cloud, AWS) and potential MCP standardization discussions at AI conferences.

Previous Snapshots

Sources

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