MCP Ecosystem Weekly Tracker — Week of Jun 10, 2026
The MCP ecosystem grew to 474 tagged repositories (+15 new, +3.3% WoW). Unity MCP leads growth at +2.36%, IBM/mcp-context-forge emerges as enterprise gateway, and mcp-use enters top 10 as a fullstack framework.
Data Overview
- Snapshot Week: 2026-06-03 to 2026-06-10
- Tracker: MCP Ecosystem Weekly Tracker (view all historical snapshots:
/tech/dev-tools/data/?tracker=mcp-ecosystem-weekly) - Update Frequency: Weekly
- Primary Sources: GitHub MCP Topic Search, Awesome MCP Servers
Key Facts
- Who: 474 tagged MCP repositories tracked (+15 new this week)
- What: Ecosystem expanded 3.3% week-over-week; top 30 repos now total 282,505 stars
- When: Data collected June 10, 2026
- Impact: 5 notable changes including 1 new top-10 entry and 1 enterprise gateway emergence
Methodology
Data collected via GitHub API searches for repositories tagged with mcp or model-context-protocol topics, filtered to repos with 50+ stars. Data reflects snapshot as of June 10, 2026. Rankings sorted by star count; week-over-week changes calculated against previous week’s snapshot.
This Week’s Data
| Repository | Stars | Forks | Language | Description |
|---|---|---|---|---|
| modelcontextprotocol/servers | 86,971 | 10,960 | TypeScript | Model Context Protocol Servers |
| PrefectHQ/fastmcp | 25,562 | 2,060 | Python | The fast, Pythonic way to build MCP servers and clients |
| modelcontextprotocol/python-sdk | 23,274 | 3,526 | Python | The official Python SDK for Model Context Protocol servers and clients |
| microsoft/mcp-for-beginners | 16,456 | 5,376 | Jupyter Notebook | Open-source curriculum introducing MCP fundamentals |
| modelcontextprotocol/typescript-sdk | 12,634 | 1,918 | TypeScript | The official TypeScript SDK for Model Context Protocol servers and clients |
| CoplayDev/unity-mcp | 10,498 | 1,174 | C# | Unity MCP bridge for AI assistants |
| mcp-use/mcp-use | 10,080 | 1,322 | TypeScript | Fullstack MCP framework for ChatGPT/Claude & MCP Servers |
| lastmile-ai/mcp-agent | 8,362 | 854 | Python | Build effective agents using MCP and workflow patterns |
| Upsonic/Upsonic | 7,877 | 731 | Python | Build autonomous AI agents in Python |
| grab/cursor-talk-to-figma-mcp | 6,821 | 743 | JavaScript | MCP integration between AI Agent and Figma |
| firecrawl/firecrawl-mcp-server | 6,530 | 750 | JavaScript | Official Firecrawl MCP Server for web scraping |
| getsentry/XcodeBuildMCP | 5,877 | 291 | TypeScript | MCP server and CLI for Xcode agent tools |
| appcypher/awesome-mcp-servers | 5,590 | 1,671 | — | Curated list of Model Context Protocol servers |
| holaboss-ai/holaOS | 5,497 | 402 | TypeScript | Super agent for work: local-first, context learning |
| nanbingxyz/5ire | 5,239 | 407 | TypeScript | Cross-platform desktop AI assistant, MCP client |
| the-open-agent/openagent | 5,208 | 605 | Go | Next-gen personal AI assistant with MCP support |
| MinishLab/semble | 4,995 | 212 | Python | Fast and accurate code search for agents |
| exa-labs/exa-mcp-server | 4,557 | 344 | TypeScript | Exa MCP for web search and crawling |
| IBM/mcp-context-forge | 3,857 | 695 | Python | AI Gateway, registry, proxy for MCP/A2A/REST |
| IvanMurzak/Unity-MCP | 3,094 | 291 | C# | AI Skills, MCP Tools, CLI for Unity Engine |
| DeusData/codebase-memory-mcp | 3,087 | 317 | C | High-performance code intelligence MCP server |
| zcaceres/markdownify-mcp | 2,728 | 229 | TypeScript | MCP server for converting to Markdown |
| taylorwilsdon/google_workspace_mcp | 2,637 | 798 | Python | Control Gmail, Calendar, Docs, Sheets via MCP |
| metatool-ai/metamcp | 2,399 | 355 | TypeScript | MCP Aggregator, Orchestrator, Middleware, Gateway |
| bethington/ghidra-mcp | 2,372 | 23 | Java | 200+ MCP tools for AI-powered reverse engineering |
| genieincodebottle/generative-ai | 2,349 | 583 | Jupyter Notebook | Comprehensive resources on Generative AI |
| WenyuChiou/awesome-agentic-ai-zh | 2,295 | 296 | Python | Trilingual learning roadmap for agentic AI |
| zinja-coder/jadx-ai-mcp | 2,276 | 216 | Java | Plugin for JADX to integrate MCP server |
| jamubc/gemini-mcp-tool | 2,231 | 194 | TypeScript | MCP server for Google Gemini CLI integration |
| stickerdaniel/linkedin-mcp-server | 2,225 | 402 | Python | Open-source MCP server for LinkedIn |
Week-over-Week Summary
| Metric | This Week | Last Week | Change |
|---|---|---|---|
| Total tagged repos | 474 | 459 | +15 (+3.3%) |
| Top 30 total stars | 282,505 | 280,363 | +2,142 |
| Official servers stars | 86,971 | 86,637 | +334 (+0.39%) |
| Fastest growing (top 10) | Unity MCP | — | +242 stars (+2.36%) |
| New top-10 entries | 1 | — | mcp-use/mcp-use |
Top Language Distribution
| Language | Count | Percentage |
|---|---|---|
| TypeScript | 11 | 36.7% |
| Python | 10 | 33.3% |
| JavaScript | 2 | 6.7% |
| C# | 2 | 6.7% |
| Java | 2 | 6.7% |
| Go | 2 | 6.7% |
| Jupyter Notebook | 2 | 6.7% |
| C | 1 | 3.3% |
| Lua | 1 | 3.3% |
Trends & Observations
-
Game development adoption accelerates: Unity MCP (#6, 10,498 stars) leads weekly growth at +2.36% (+242 stars), signaling game developers as an early-adopter vertical for MCP integration. Combined with IvanMurzak/Unity-MCP (#20, 3,094 stars), Unity-focused servers now represent 13,592 total stars.
-
Fullstack framework category emerges: mcp-use/mcp-use (#7, 10,080 stars) enters the top 10 as the first framework specifically targeting ChatGPT/Claude integration with MCP servers, bridging consumer AI assistants with the MCP ecosystem.
-
Enterprise gateway positioning: IBM/mcp-context-forge (#19, 3,857 stars) positions itself as an enterprise-grade AI gateway supporting MCP, A2A (Agent-to-Agent), and REST protocols — the first major enterprise entry with multi-protocol orchestration.
-
Python/TypeScript duopoly solidifies: Combined 70% market share (Python 33.3%, TypeScript 36.7%) in top 30 repos indicates ecosystem maturation around the two primary SDK languages.
-
Specialized server categories emerge: New niche categories appearing in top 30 include reverse engineering (ghidra-mcp, 2,372 stars), LinkedIn automation (linkedin-mcp-server, 2,225 stars), and Google Workspace integration (google_workspace_mcp, 2,637 stars).
Notable Changes
| Change Type | Repository | Details | Impact |
|---|---|---|---|
| New Top-10 Entry | mcp-use/mcp-use | 10,080 stars — fullstack MCP framework for ChatGPT/Claude | Medium |
| Growth Leader | CoplayDev/unity-mcp | +242 stars (+2.36%) — fastest growing in top 10 | Medium |
| Enterprise Entry | IBM/mcp-context-forge | 3,857 stars at #19 — AI Gateway for MCP/A2A/REST | High |
| Ecosystem Expansion | — | +15 new repos tagged (459 → 474), +3.3% WoW | Medium |
| Category Emergence | ghidra-mcp | 2,372 stars — reverse engineering MCP tools | Medium |
Community Highlights
| Repository | Category | Stars | Weekly Change |
|---|---|---|---|
| PrefectHQ/fastmcp | Python Framework | 25,562 | +122 (+0.48%) |
| microsoft/mcp-for-beginners | Learning | 16,456 | +188 (+1.16%) |
| CoplayDev/unity-mcp | Game Dev | 10,498 | +242 (+2.36%) |
| mcp-use/mcp-use | Fullstack Framework | 10,080 | New entry |
| IBM/mcp-context-forge | Enterprise Gateway | 3,857 | New tracking |
Official SDKs
| SDK | Stars | Forks | Weekly Change |
|---|---|---|---|
| Python SDK | 23,274 | 3,526 | +69 (+0.30%) |
| TypeScript SDK | 12,634 | 1,918 | First tracking this week |
| Official Servers | 86,971 | 10,960 | +334 (+0.39%) |
🔺 Scout Intel: What Others Missed
Confidence: high | Novelty Score: 52/100
While the MCP ecosystem coverage typically focuses on SDK comparisons and tutorial content, three structural shifts remain underreported. First, Unity MCP’s +2.36% weekly growth rate — the highest among top 10 repos — signals game development as an unexpected high-velocity adoption vertical, potentially faster than traditional enterprise dev tools. Second, IBM’s mcp-context-forge represents the first enterprise-grade MCP gateway with explicit A2A (Agent-to-Agent) protocol support, positioning MCP as an interoperability layer rather than just a tool-calling standard. Third, the emergence of specialized servers (reverse engineering with ghidra-mcp at 2,372 stars, LinkedIn automation at 2,225 stars) indicates vertical specialization is accelerating — the ecosystem is no longer just about generic tool servers.
Key Implication: Enterprise infrastructure vendors should evaluate MCP gateway strategies now; IBM’s early entry suggests the interoperability layer will consolidate before the tool layer.
Sources
- GitHub MCP Servers Search — GitHub API, June 2026
- GitHub - MCP Protocol Servers — GitHub, June 2026
- GitHub - MCP TypeScript SDK — GitHub, June 2026
- GitHub - MCP Python SDK — GitHub, June 2026
- Awesome MCP Servers List — Community Curated, June 2026
MCP Ecosystem Weekly Tracker — Week of Jun 10, 2026
The MCP ecosystem grew to 474 tagged repositories (+15 new, +3.3% WoW). Unity MCP leads growth at +2.36%, IBM/mcp-context-forge emerges as enterprise gateway, and mcp-use enters top 10 as a fullstack framework.
Data Overview
- Snapshot Week: 2026-06-03 to 2026-06-10
- Tracker: MCP Ecosystem Weekly Tracker (view all historical snapshots:
/tech/dev-tools/data/?tracker=mcp-ecosystem-weekly) - Update Frequency: Weekly
- Primary Sources: GitHub MCP Topic Search, Awesome MCP Servers
Key Facts
- Who: 474 tagged MCP repositories tracked (+15 new this week)
- What: Ecosystem expanded 3.3% week-over-week; top 30 repos now total 282,505 stars
- When: Data collected June 10, 2026
- Impact: 5 notable changes including 1 new top-10 entry and 1 enterprise gateway emergence
Methodology
Data collected via GitHub API searches for repositories tagged with mcp or model-context-protocol topics, filtered to repos with 50+ stars. Data reflects snapshot as of June 10, 2026. Rankings sorted by star count; week-over-week changes calculated against previous week’s snapshot.
This Week’s Data
| Repository | Stars | Forks | Language | Description |
|---|---|---|---|---|
| modelcontextprotocol/servers | 86,971 | 10,960 | TypeScript | Model Context Protocol Servers |
| PrefectHQ/fastmcp | 25,562 | 2,060 | Python | The fast, Pythonic way to build MCP servers and clients |
| modelcontextprotocol/python-sdk | 23,274 | 3,526 | Python | The official Python SDK for Model Context Protocol servers and clients |
| microsoft/mcp-for-beginners | 16,456 | 5,376 | Jupyter Notebook | Open-source curriculum introducing MCP fundamentals |
| modelcontextprotocol/typescript-sdk | 12,634 | 1,918 | TypeScript | The official TypeScript SDK for Model Context Protocol servers and clients |
| CoplayDev/unity-mcp | 10,498 | 1,174 | C# | Unity MCP bridge for AI assistants |
| mcp-use/mcp-use | 10,080 | 1,322 | TypeScript | Fullstack MCP framework for ChatGPT/Claude & MCP Servers |
| lastmile-ai/mcp-agent | 8,362 | 854 | Python | Build effective agents using MCP and workflow patterns |
| Upsonic/Upsonic | 7,877 | 731 | Python | Build autonomous AI agents in Python |
| grab/cursor-talk-to-figma-mcp | 6,821 | 743 | JavaScript | MCP integration between AI Agent and Figma |
| firecrawl/firecrawl-mcp-server | 6,530 | 750 | JavaScript | Official Firecrawl MCP Server for web scraping |
| getsentry/XcodeBuildMCP | 5,877 | 291 | TypeScript | MCP server and CLI for Xcode agent tools |
| appcypher/awesome-mcp-servers | 5,590 | 1,671 | — | Curated list of Model Context Protocol servers |
| holaboss-ai/holaOS | 5,497 | 402 | TypeScript | Super agent for work: local-first, context learning |
| nanbingxyz/5ire | 5,239 | 407 | TypeScript | Cross-platform desktop AI assistant, MCP client |
| the-open-agent/openagent | 5,208 | 605 | Go | Next-gen personal AI assistant with MCP support |
| MinishLab/semble | 4,995 | 212 | Python | Fast and accurate code search for agents |
| exa-labs/exa-mcp-server | 4,557 | 344 | TypeScript | Exa MCP for web search and crawling |
| IBM/mcp-context-forge | 3,857 | 695 | Python | AI Gateway, registry, proxy for MCP/A2A/REST |
| IvanMurzak/Unity-MCP | 3,094 | 291 | C# | AI Skills, MCP Tools, CLI for Unity Engine |
| DeusData/codebase-memory-mcp | 3,087 | 317 | C | High-performance code intelligence MCP server |
| zcaceres/markdownify-mcp | 2,728 | 229 | TypeScript | MCP server for converting to Markdown |
| taylorwilsdon/google_workspace_mcp | 2,637 | 798 | Python | Control Gmail, Calendar, Docs, Sheets via MCP |
| metatool-ai/metamcp | 2,399 | 355 | TypeScript | MCP Aggregator, Orchestrator, Middleware, Gateway |
| bethington/ghidra-mcp | 2,372 | 23 | Java | 200+ MCP tools for AI-powered reverse engineering |
| genieincodebottle/generative-ai | 2,349 | 583 | Jupyter Notebook | Comprehensive resources on Generative AI |
| WenyuChiou/awesome-agentic-ai-zh | 2,295 | 296 | Python | Trilingual learning roadmap for agentic AI |
| zinja-coder/jadx-ai-mcp | 2,276 | 216 | Java | Plugin for JADX to integrate MCP server |
| jamubc/gemini-mcp-tool | 2,231 | 194 | TypeScript | MCP server for Google Gemini CLI integration |
| stickerdaniel/linkedin-mcp-server | 2,225 | 402 | Python | Open-source MCP server for LinkedIn |
Week-over-Week Summary
| Metric | This Week | Last Week | Change |
|---|---|---|---|
| Total tagged repos | 474 | 459 | +15 (+3.3%) |
| Top 30 total stars | 282,505 | 280,363 | +2,142 |
| Official servers stars | 86,971 | 86,637 | +334 (+0.39%) |
| Fastest growing (top 10) | Unity MCP | — | +242 stars (+2.36%) |
| New top-10 entries | 1 | — | mcp-use/mcp-use |
Top Language Distribution
| Language | Count | Percentage |
|---|---|---|
| TypeScript | 11 | 36.7% |
| Python | 10 | 33.3% |
| JavaScript | 2 | 6.7% |
| C# | 2 | 6.7% |
| Java | 2 | 6.7% |
| Go | 2 | 6.7% |
| Jupyter Notebook | 2 | 6.7% |
| C | 1 | 3.3% |
| Lua | 1 | 3.3% |
Trends & Observations
-
Game development adoption accelerates: Unity MCP (#6, 10,498 stars) leads weekly growth at +2.36% (+242 stars), signaling game developers as an early-adopter vertical for MCP integration. Combined with IvanMurzak/Unity-MCP (#20, 3,094 stars), Unity-focused servers now represent 13,592 total stars.
-
Fullstack framework category emerges: mcp-use/mcp-use (#7, 10,080 stars) enters the top 10 as the first framework specifically targeting ChatGPT/Claude integration with MCP servers, bridging consumer AI assistants with the MCP ecosystem.
-
Enterprise gateway positioning: IBM/mcp-context-forge (#19, 3,857 stars) positions itself as an enterprise-grade AI gateway supporting MCP, A2A (Agent-to-Agent), and REST protocols — the first major enterprise entry with multi-protocol orchestration.
-
Python/TypeScript duopoly solidifies: Combined 70% market share (Python 33.3%, TypeScript 36.7%) in top 30 repos indicates ecosystem maturation around the two primary SDK languages.
-
Specialized server categories emerge: New niche categories appearing in top 30 include reverse engineering (ghidra-mcp, 2,372 stars), LinkedIn automation (linkedin-mcp-server, 2,225 stars), and Google Workspace integration (google_workspace_mcp, 2,637 stars).
Notable Changes
| Change Type | Repository | Details | Impact |
|---|---|---|---|
| New Top-10 Entry | mcp-use/mcp-use | 10,080 stars — fullstack MCP framework for ChatGPT/Claude | Medium |
| Growth Leader | CoplayDev/unity-mcp | +242 stars (+2.36%) — fastest growing in top 10 | Medium |
| Enterprise Entry | IBM/mcp-context-forge | 3,857 stars at #19 — AI Gateway for MCP/A2A/REST | High |
| Ecosystem Expansion | — | +15 new repos tagged (459 → 474), +3.3% WoW | Medium |
| Category Emergence | ghidra-mcp | 2,372 stars — reverse engineering MCP tools | Medium |
Community Highlights
| Repository | Category | Stars | Weekly Change |
|---|---|---|---|
| PrefectHQ/fastmcp | Python Framework | 25,562 | +122 (+0.48%) |
| microsoft/mcp-for-beginners | Learning | 16,456 | +188 (+1.16%) |
| CoplayDev/unity-mcp | Game Dev | 10,498 | +242 (+2.36%) |
| mcp-use/mcp-use | Fullstack Framework | 10,080 | New entry |
| IBM/mcp-context-forge | Enterprise Gateway | 3,857 | New tracking |
Official SDKs
| SDK | Stars | Forks | Weekly Change |
|---|---|---|---|
| Python SDK | 23,274 | 3,526 | +69 (+0.30%) |
| TypeScript SDK | 12,634 | 1,918 | First tracking this week |
| Official Servers | 86,971 | 10,960 | +334 (+0.39%) |
🔺 Scout Intel: What Others Missed
Confidence: high | Novelty Score: 52/100
While the MCP ecosystem coverage typically focuses on SDK comparisons and tutorial content, three structural shifts remain underreported. First, Unity MCP’s +2.36% weekly growth rate — the highest among top 10 repos — signals game development as an unexpected high-velocity adoption vertical, potentially faster than traditional enterprise dev tools. Second, IBM’s mcp-context-forge represents the first enterprise-grade MCP gateway with explicit A2A (Agent-to-Agent) protocol support, positioning MCP as an interoperability layer rather than just a tool-calling standard. Third, the emergence of specialized servers (reverse engineering with ghidra-mcp at 2,372 stars, LinkedIn automation at 2,225 stars) indicates vertical specialization is accelerating — the ecosystem is no longer just about generic tool servers.
Key Implication: Enterprise infrastructure vendors should evaluate MCP gateway strategies now; IBM’s early entry suggests the interoperability layer will consolidate before the tool layer.
Sources
- GitHub MCP Servers Search — GitHub API, June 2026
- GitHub - MCP Protocol Servers — GitHub, June 2026
- GitHub - MCP TypeScript SDK — GitHub, June 2026
- GitHub - MCP Python SDK — GitHub, June 2026
- Awesome MCP Servers List — Community Curated, June 2026
Related Intel
MCP Ecosystem Weekly Tracker — Week of Jun 3, 2026
Weekly snapshot: 459 MCP repositories (+21 this week, +4.8% WoW). Unity-mcp leads growth at +2.45%, IBM and Grab enter with enterprise tools, Ghidra MCP emerges for security.
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.
MCP Ecosystem Weekly Tracker — Week of May 20, 2026
MCP ecosystem expands to 420 repos (+4.7% WoW). Unity MCP integration surges with CoplayDev/unity-mcp entering top 10. Python SDK overtakes official servers repo as most starred SDK. Weekly data on 30 top repositories.