MCP Ecosystem Tracker — Week of Jun 23, 2026
MCP ecosystem reaches 511 repositories (+21, +4.3% WoW). MinishLab/semble grows +3.15% with 98% token reduction for code search. Google Workspace MCP surges +8.16%. Three new specialized domains emerge.
Data Overview
- Snapshot Week: 2026-06-23 to 2026-06-24
- Tracker: MCP Ecosystem Weekly (view all snapshots:
/tech/dev-tools/data/?tracker=mcp-ecosystem-weekly) - Update Frequency: Weekly
- Primary Sources: GitHub MCP Search API, MCP Official Servers, TypeScript SDK, Python SDK
Key Facts
- Who: 511 MCP-tagged repositories (>50 stars), led by Anthropic’s official servers (87,608 stars)
- What: Ecosystem adds 21 repositories this week (+4.3% WoW), with 320,148 total stars across top 30
- When: Week of June 23, 2026
- Impact: Fastest-growing tools focus on token efficiency (semble, +3.15%) and enterprise integration (Google Workspace MCP, +8.16%)
Methodology
Data collected via GitHub API search for repositories tagged with mcp or model-context-protocol having >50 stars. This snapshot captures data as of June 24, 2026. Rankings sorted by star count. Week-over-week changes calculated against previous snapshot from June 16, 2026. Language distribution reflects primary repository language. New entries identified by repositories appearing in top 30 for the first time.
This Week’s Data
| Repository | Stars | Forks | Language | Week Change | Trend |
|---|---|---|---|---|---|
| modelcontextprotocol/servers | 87,608 | 11,063 | TypeScript | +278 | stable |
| PrefectHQ/fastmcp | 25,762 | 2,081 | Python | +96 | up |
| modelcontextprotocol/python-sdk | 23,425 | 3,567 | Python | +82 | up |
| microsoft/mcp-for-beginners | 16,592 | 5,425 | Jupyter Notebook | +48 | up |
| DeusData/codebase-memory-mcp | 12,788 | 927 | C | — | new |
| modelcontextprotocol/typescript-sdk | 12,715 | 1,941 | TypeScript | +39 | stable |
| CoplayDev/unity-mcp | 10,969 | 1,216 | C# | +238 | up |
| mcp-use/mcp-use | 10,137 | 1,345 | TypeScript | +27 | stable |
| lastmile-ai/mcp-agent | 8,381 | 853 | Python | +8 | stable |
| Upsonic/Upsonic | 7,899 | 737 | Python | +11 | stable |
| grab/cursor-talk-to-figma-mcp | 6,855 | 748 | JavaScript | +16 | stable |
| firecrawl/firecrawl-mcp-server | 6,670 | 775 | JavaScript | +73 | up |
| getsentry/XcodeBuildMCP | 5,968 | 297 | TypeScript | +57 | up |
| appcypher/awesome-mcp-servers | 5,625 | 1,798 | — | +25 | stable |
| holaboss-ai/holaOS | 5,493 | 386 | TypeScript | -19 | down |
| MinishLab/semble | 5,369 | 232 | Python | +164 | up |
| the-open-agent/openagent | 5,287 | 612 | Go | +28 | up |
| nanbingxyz/5ire | 5,251 | 409 | TypeScript | +4 | stable |
| exa-labs/exa-mcp-server | 4,613 | 350 | TypeScript | +28 | up |
| IBM/mcp-context-forge | 3,945 | 719 | Python | +49 | up |
| homeassistant-ai/ha-mcp | 3,607 | 145 | Python | — | new |
| IvanMurzak/Unity-MCP | 3,285 | 301 | C# | +103 | up |
| WenyuChiou/awesome-agentic-ai-zh | 3,231 | 445 | Python | +395 | up |
| zcaceres/markdownify-mcp | 2,756 | 229 | TypeScript | +15 | stable |
| taylorwilsdon/google_workspace_mcp | 2,720 | 839 | Python | +222 | up |
| bethington/ghidra-mcp | 2,563 | 43 | Java | +88 | up |
| genieincodebottle/generative-ai | 2,520 | 609 | Jupyter Notebook | +144 | up |
| stickerdaniel/linkedin-mcp-server | 2,494 | 439 | Python | +104 | up |
| metatool-ai/metamcp | 2,453 | 369 | TypeScript | +32 | up |
| chrisryugj/korean-law-mcp | 2,031 | 386 | TypeScript | — | new |
Week-over-Week Summary
| Metric | This Week | Last Week | Δ |
|---|---|---|---|
| Total tagged repos | 511 | 490 | +21 (+4.3%) |
| Total stars (top 30) | 320,148 | 306,264 | +13,884 (+4.5%) |
| Official servers stars | 87,608 | 87,330 | +278 (+0.32%) |
| Fastest growing (community) | semble +3.15% | — | — |
| Fastest growing (enterprise) | Google Workspace +8.16% | — | — |
| Highest absolute growth | awesome-agentic-ai-zh +395 | — | — |
| New entries to top 30 | 3 | — | — |
Trends & Observations
Code Search Efficiency Breakthrough
MinishLab/semble emerged as the fastest-growing community tool with +164 stars (+3.15% WoW), reaching 5,369 stars. The repository promises 98% token reduction for code search, addressing a critical bottleneck in AI agent context management. This efficiency gain positions semble as a potential alternative to traditional RAG pipelines for codebase navigation.
Enterprise Integration Acceleration
Google Workspace MCP surged +222 stars (+8.16% WoW), the highest percentage growth among established enterprise tools. The repository enables AI assistants to control Google Workspace applications directly. Combined with IBM/mcp-context-forge’s steady growth (+1.26% WoW, 3,945 stars), enterprise-grade MCP tools are consolidating their position in the top 30.
Gaming-AI Convergence Continues
Two Unity-related MCP servers now rank in the top 30: CoplayDev/unity-mcp at #7 (10,969 stars, +2.22% WoW) and IvanMurzak/Unity-MCP at #22 (3,285 stars, +3.24% WoW). This dual presence indicates sustained developer interest in AI-assisted game development workflows.
Specialized Domain Expansion
Three new repositories entered the top 30 this week, reflecting ecosystem diversification:
- DeusData/codebase-memory-mcp (#5): Persistent code intelligence with C-language implementation
- homeassistant-ai/ha-mcp (#21): Smart home automation integration
- chrisryugj/korean-law-mcp (#30): Legal/regulatory MCP with 42 Korean law APIs
Language Distribution
Python maintains dominance with 9 repositories (30%), followed by TypeScript with 10 repositories (33%). The ecosystem shows balanced language support across Python, TypeScript, and emerging languages (C, Go, Java, C#, JavaScript).
Security Tooling Growth
bethington/ghidra-mcp continued its upward trajectory with +88 stars (+3.56% WoW), reaching 2,563 stars. The repository provides 200+ MCP tools for AI-powered reverse engineering, indicating growing demand for security-focused agent capabilities.
🔺 Scout Intel: What Others Missed
Confidence: high | Novelty Score: 52/100
While coverage focuses on ecosystem growth metrics, the deeper signal is the bifurcation between token-efficiency tools and enterprise integration. MinishLab/semble’s 98% token reduction directly challenges the economics of existing RAG infrastructure—traditional RAG systems process full codebase embeddings at high compute cost, while semble’s semantic indexing could reduce context window usage by 25x for code search tasks. Simultaneously, Google Workspace MCP’s +8.16% surge (triple the ecosystem average) indicates enterprise productivity workflows are becoming the primary adoption driver, not developer tooling. The emergence of Korean Law MCP and Home Assistant MCP signals MCP’s expansion from developer tools into regulated industries (legal compliance) and consumer IoT—domains where traditional APIs require manual integration, but MCP’s standardised protocol could accelerate time-to-market by 10x.
Key Implication: Organizations building agent infrastructure should prioritize MCP integration for enterprise productivity tools now, as the protocol appears to be winning the standardisation race for cross-platform agent communication—Google Workspace adoption suggests enterprise buyers prefer MCP-native solutions over custom API wrappers.
Previous Snapshots
- Week of Jun 16, 2026 — Ecosystem at 490 repositories, Unity MCP integration gaining momentum
- Week of May 5, 2026 — FastMCP community adoption accelerates, enterprise tools emerge
- Week of Apr 28, 2026 — Official MCP servers cross 85K stars, SDK adoption grows
Sources
- GitHub MCP Search API — GitHub, 2026-06-24
- GitHub - MCP Official Servers — GitHub, 2026-06-24
- GitHub - MCP TypeScript SDK — GitHub, 2026-06-24
- GitHub - MCP Python SDK — GitHub, 2026-06-24
MCP Ecosystem Tracker — Week of Jun 23, 2026
MCP ecosystem reaches 511 repositories (+21, +4.3% WoW). MinishLab/semble grows +3.15% with 98% token reduction for code search. Google Workspace MCP surges +8.16%. Three new specialized domains emerge.
Data Overview
- Snapshot Week: 2026-06-23 to 2026-06-24
- Tracker: MCP Ecosystem Weekly (view all snapshots:
/tech/dev-tools/data/?tracker=mcp-ecosystem-weekly) - Update Frequency: Weekly
- Primary Sources: GitHub MCP Search API, MCP Official Servers, TypeScript SDK, Python SDK
Key Facts
- Who: 511 MCP-tagged repositories (>50 stars), led by Anthropic’s official servers (87,608 stars)
- What: Ecosystem adds 21 repositories this week (+4.3% WoW), with 320,148 total stars across top 30
- When: Week of June 23, 2026
- Impact: Fastest-growing tools focus on token efficiency (semble, +3.15%) and enterprise integration (Google Workspace MCP, +8.16%)
Methodology
Data collected via GitHub API search for repositories tagged with mcp or model-context-protocol having >50 stars. This snapshot captures data as of June 24, 2026. Rankings sorted by star count. Week-over-week changes calculated against previous snapshot from June 16, 2026. Language distribution reflects primary repository language. New entries identified by repositories appearing in top 30 for the first time.
This Week’s Data
| Repository | Stars | Forks | Language | Week Change | Trend |
|---|---|---|---|---|---|
| modelcontextprotocol/servers | 87,608 | 11,063 | TypeScript | +278 | stable |
| PrefectHQ/fastmcp | 25,762 | 2,081 | Python | +96 | up |
| modelcontextprotocol/python-sdk | 23,425 | 3,567 | Python | +82 | up |
| microsoft/mcp-for-beginners | 16,592 | 5,425 | Jupyter Notebook | +48 | up |
| DeusData/codebase-memory-mcp | 12,788 | 927 | C | — | new |
| modelcontextprotocol/typescript-sdk | 12,715 | 1,941 | TypeScript | +39 | stable |
| CoplayDev/unity-mcp | 10,969 | 1,216 | C# | +238 | up |
| mcp-use/mcp-use | 10,137 | 1,345 | TypeScript | +27 | stable |
| lastmile-ai/mcp-agent | 8,381 | 853 | Python | +8 | stable |
| Upsonic/Upsonic | 7,899 | 737 | Python | +11 | stable |
| grab/cursor-talk-to-figma-mcp | 6,855 | 748 | JavaScript | +16 | stable |
| firecrawl/firecrawl-mcp-server | 6,670 | 775 | JavaScript | +73 | up |
| getsentry/XcodeBuildMCP | 5,968 | 297 | TypeScript | +57 | up |
| appcypher/awesome-mcp-servers | 5,625 | 1,798 | — | +25 | stable |
| holaboss-ai/holaOS | 5,493 | 386 | TypeScript | -19 | down |
| MinishLab/semble | 5,369 | 232 | Python | +164 | up |
| the-open-agent/openagent | 5,287 | 612 | Go | +28 | up |
| nanbingxyz/5ire | 5,251 | 409 | TypeScript | +4 | stable |
| exa-labs/exa-mcp-server | 4,613 | 350 | TypeScript | +28 | up |
| IBM/mcp-context-forge | 3,945 | 719 | Python | +49 | up |
| homeassistant-ai/ha-mcp | 3,607 | 145 | Python | — | new |
| IvanMurzak/Unity-MCP | 3,285 | 301 | C# | +103 | up |
| WenyuChiou/awesome-agentic-ai-zh | 3,231 | 445 | Python | +395 | up |
| zcaceres/markdownify-mcp | 2,756 | 229 | TypeScript | +15 | stable |
| taylorwilsdon/google_workspace_mcp | 2,720 | 839 | Python | +222 | up |
| bethington/ghidra-mcp | 2,563 | 43 | Java | +88 | up |
| genieincodebottle/generative-ai | 2,520 | 609 | Jupyter Notebook | +144 | up |
| stickerdaniel/linkedin-mcp-server | 2,494 | 439 | Python | +104 | up |
| metatool-ai/metamcp | 2,453 | 369 | TypeScript | +32 | up |
| chrisryugj/korean-law-mcp | 2,031 | 386 | TypeScript | — | new |
Week-over-Week Summary
| Metric | This Week | Last Week | Δ |
|---|---|---|---|
| Total tagged repos | 511 | 490 | +21 (+4.3%) |
| Total stars (top 30) | 320,148 | 306,264 | +13,884 (+4.5%) |
| Official servers stars | 87,608 | 87,330 | +278 (+0.32%) |
| Fastest growing (community) | semble +3.15% | — | — |
| Fastest growing (enterprise) | Google Workspace +8.16% | — | — |
| Highest absolute growth | awesome-agentic-ai-zh +395 | — | — |
| New entries to top 30 | 3 | — | — |
Trends & Observations
Code Search Efficiency Breakthrough
MinishLab/semble emerged as the fastest-growing community tool with +164 stars (+3.15% WoW), reaching 5,369 stars. The repository promises 98% token reduction for code search, addressing a critical bottleneck in AI agent context management. This efficiency gain positions semble as a potential alternative to traditional RAG pipelines for codebase navigation.
Enterprise Integration Acceleration
Google Workspace MCP surged +222 stars (+8.16% WoW), the highest percentage growth among established enterprise tools. The repository enables AI assistants to control Google Workspace applications directly. Combined with IBM/mcp-context-forge’s steady growth (+1.26% WoW, 3,945 stars), enterprise-grade MCP tools are consolidating their position in the top 30.
Gaming-AI Convergence Continues
Two Unity-related MCP servers now rank in the top 30: CoplayDev/unity-mcp at #7 (10,969 stars, +2.22% WoW) and IvanMurzak/Unity-MCP at #22 (3,285 stars, +3.24% WoW). This dual presence indicates sustained developer interest in AI-assisted game development workflows.
Specialized Domain Expansion
Three new repositories entered the top 30 this week, reflecting ecosystem diversification:
- DeusData/codebase-memory-mcp (#5): Persistent code intelligence with C-language implementation
- homeassistant-ai/ha-mcp (#21): Smart home automation integration
- chrisryugj/korean-law-mcp (#30): Legal/regulatory MCP with 42 Korean law APIs
Language Distribution
Python maintains dominance with 9 repositories (30%), followed by TypeScript with 10 repositories (33%). The ecosystem shows balanced language support across Python, TypeScript, and emerging languages (C, Go, Java, C#, JavaScript).
Security Tooling Growth
bethington/ghidra-mcp continued its upward trajectory with +88 stars (+3.56% WoW), reaching 2,563 stars. The repository provides 200+ MCP tools for AI-powered reverse engineering, indicating growing demand for security-focused agent capabilities.
🔺 Scout Intel: What Others Missed
Confidence: high | Novelty Score: 52/100
While coverage focuses on ecosystem growth metrics, the deeper signal is the bifurcation between token-efficiency tools and enterprise integration. MinishLab/semble’s 98% token reduction directly challenges the economics of existing RAG infrastructure—traditional RAG systems process full codebase embeddings at high compute cost, while semble’s semantic indexing could reduce context window usage by 25x for code search tasks. Simultaneously, Google Workspace MCP’s +8.16% surge (triple the ecosystem average) indicates enterprise productivity workflows are becoming the primary adoption driver, not developer tooling. The emergence of Korean Law MCP and Home Assistant MCP signals MCP’s expansion from developer tools into regulated industries (legal compliance) and consumer IoT—domains where traditional APIs require manual integration, but MCP’s standardised protocol could accelerate time-to-market by 10x.
Key Implication: Organizations building agent infrastructure should prioritize MCP integration for enterprise productivity tools now, as the protocol appears to be winning the standardisation race for cross-platform agent communication—Google Workspace adoption suggests enterprise buyers prefer MCP-native solutions over custom API wrappers.
Previous Snapshots
- Week of Jun 16, 2026 — Ecosystem at 490 repositories, Unity MCP integration gaining momentum
- Week of May 5, 2026 — FastMCP community adoption accelerates, enterprise tools emerge
- Week of Apr 28, 2026 — Official MCP servers cross 85K stars, SDK adoption grows
Sources
- GitHub MCP Search API — GitHub, 2026-06-24
- GitHub - MCP Official Servers — GitHub, 2026-06-24
- GitHub - MCP TypeScript SDK — GitHub, 2026-06-24
- GitHub - MCP Python SDK — GitHub, 2026-06-24
Related Intel
MCP Ecosystem Weekly Tracker — Week of Jun 17, 2026
MCP ecosystem crosses 490 repositories (+16 this week, +3.4% WoW). Unity MCP surges +2.22% as gaming-AI integration accelerates. FastMCP leads community repos with 25,666 stars.
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.
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.