Category Champions
The #1 rated tool in each category · 62 categories
AI & ML
avg 5.9Openclaw Aisa Llm Gateway
0xjordansg-yolo/openclaw-aisa-llm-gateway
B7.0✓
+1.1
vs avg 5.9
API Integration
avg 5.9Price Api
datadrivenconstruction/price-api
C6.8
+0.9
vs avg 5.9
Biology, Medicine And Bioinformatics
avg 6.3Biomcp
genomoncology/biomcp · 465 stars
B7.7✓
+1.3
vs avg 6.3
Clients
avg 6.6Awesome Mcp Clients
punkpeye/awesome-mcp-clients
C6.6
+0.0
vs avg 6.6
Cloud Platform
avg 5.8Mcp Server Cloudflare
Cloudflare/mcp-server-cloudflare
B7.2✓
+1.4
vs avg 5.8
Communication
avg 5.7Discord Voice
avatarneil/discord-voice
C7.0
+1.3
vs avg 5.7
Crypto & Blockchain
avg 6.0Prometheus
akellacom/prometheus
B7.0✓
+1.1
vs avg 6.0
Database
avg 4.3Mcp Redis
redis/mcp-redis · 455 stars
B7.0✓
+2.7
vs avg 4.3
Dev-Tools
avg 3.9Github Mcp Server
github/github-mcp-server · 28,105 stars
C6.9
+3.0
vs avg 3.9
Developer Tools
avg 5.8Clawtunes Social
aj-dev-smith/clawtunes-social
C6.9
+1.0
vs avg 5.8
Filesystem
avg 5.5Sandbox
agent-infra/sandbox · 3,117 stars
B7.8✓
+2.3
vs avg 5.5
Frameworks
avg 4.8Awesome Mcp Devtools
punkpeye/awesome-mcp-devtools · 436 stars
C6.5
+1.8
vs avg 4.8
Monitoring
avg 6.8Metoro Mcp Server
metoro-io/metoro-mcp-server · 48 stars
C7.0
+0.1
vs avg 6.8
Reference
avg 6.8Servers
modelcontextprotocol/servers · 81,674 stars
C6.8
+0.0
vs avg 6.8
Search
avg 5.7Context7
upstash/context7 · 49,963 stars
B8.1✓
+2.4
vs avg 5.7
Utility
avg 5.8Medical Record Structurer
andyxcg/medical-record-structurer
B7.4✓
+1.6
vs avg 5.8
Web
avg 5.8Instagram Scraper
arulmozhiv/instagram-scraper
B7.1✓
+1.3
vs avg 5.8
☁️ Cloud Platforms
avg 5.6Aws Mcp Server
alexei-led/aws-mcp-server · 182 stars
B7.4✓
+1.8
vs avg 5.6
⚖️ Legal
avg 3.8Gibs Mcp
buildsyncinc/gibs-mcp
D4.9
+1.2
vs avg 3.8
🌎 Translation Services
avg 6.0Xcomet Mcp Server
shuji-bonji/xcomet-mcp-server
C6.6
+0.6
vs avg 6.0
🌐 Social Media
avg 5.7Youtube Uploader Mcp
anwerj/youtube-uploader-mcp
C6.7
+1.0
vs avg 5.7
🌳 Environment & Nature
avg 5.0Wildfire Mcp Server
aliafsahnoudeh/wildfire-mcp-server
D5.0
+0.0
vs avg 5.0
🎓 Education
avg 6.1Brightspace Mcp Server
RohanMuppa/brightspace-mcp-server
D6.1
+0.0
vs avg 6.1
🎥 Multimedia Process
avg 5.2Image Tiler Mcp Server
keiver/image-tiler-mcp-server
C6.8
+1.6
vs avg 5.2
🎧 Support & Service Management
avg 5.9Mcp Atlassian
sooperset/mcp-atlassian · 4,681 stars
B7.2✓
+1.3
vs avg 5.9
🎧 Text-To-Speech
avg 5.2Mcp Transcribe
transcribe-app/mcp-transcribe
C6.8
+1.6
vs avg 5.2
🎨 Art & Culture
avg 5.5Mcp Alphabanana
tasopen/mcp-alphabanana
B7.3✓
+1.8
vs avg 5.5
🎮 Gaming
avg 5.4Opgg Mcp
opgginc/opgg-mcp
B7.2✓
+1.8
vs avg 5.4
🎯 Marketing
avg 5.5Meta Ads Mcp
pipeboard-co/meta-ads-mcp · 654 stars
B7.3✓
+1.8
vs avg 5.5
🏃 Sports
avg 5.2Strava Mcp
r-huijts/strava-mcp · 282 stars
C6.3
+1.1
vs avg 5.2
🏠 Home Automation
avg 5.7Wemo Mcp Server
apiarya/wemo-mcp-server
C5.8
+0.1
vs avg 5.7
🏠 Real Estate
avg 5.7Propstack Mcp
ashev87/propstack-mcp
C5.7
+0.0
vs avg 5.7
🏢 Workplace & Productivity
avg 5.3Google Workspace Mcp
taylorwilsdon/google_workspace_mcp · 1,866 stars
B7.0✓
+1.8
vs avg 5.3
👤 Customer Data Platforms
avg 5.9Mcp Server Chart
antvis/mcp-server-chart · 3,853 stars
C7.0
+1.0
vs avg 5.9
👨💻 Code Execution
avg 5.6Container Use
dagger/container-use
B7.2✓
+1.6
vs avg 5.6
💬 Communication
avg 5.4Courier Mcp
trycourier/courier-mcp
C6.7
+1.3
vs avg 5.4
💰 Finance & Fintech
avg 5.6Chainlist Mcp
kukapay/chainlist-mcp
B7.7✓
+2.0
vs avg 5.6
💻 Developer Tools
avg 5.4Excel Mcp Server
haris-musa/excel-mcp-server · 3,518 stars
B7.5✓
+2.0
vs avg 5.4
📂 Browser Automation
avg 5.5Yutu
eat-pray-ai/yutu
B7.1✓
+1.7
vs avg 5.5
📂 File Systems
avg 5.6Filestash
mickael-kerjean/filestash
B7.5✓
+1.9
vs avg 5.6
📊 Data Platforms
avg 5.6Dbt Docs Mcp
mattijsdp/dbt-docs-mcp · 24 stars
C6.7
+1.1
vs avg 5.6
📊 Data Visualization
avg 3.3Mcp Dashboards
KyuRish/mcp-dashboards
D3.3
+0.0
vs avg 3.3
📊 Monitoring
avg 5.9Logfire Mcp
pydantic/logfire-mcp · 157 stars
B7.6✓
+1.7
vs avg 5.9
📋 Product Management
avg 5.6Saga Mcp
spranab/saga-mcp
C5.7
+0.1
vs avg 5.6
📐 Architecture & Design
avg 5.8Mermaid Mcp Server
GittyBurstein/mermaid-mcp-server
C6.4
+0.6
vs avg 5.8
📟 Embedded System
avg 5.7Opcua Mcp
kukapay/opcua-mcp · 25 stars
B7.9✓
+2.2
vs avg 5.7
🔄 Version Control
avg 5.7Github Graphql Mcp Server
QuentinCody/github-graphql-mcp-server
B7.5✓
+1.8
vs avg 5.7
🔎 End To End Rag Platforms
avg 5.6Vectara Mcp
vectara/vectara-mcp · 26 stars
C6.3
+0.7
vs avg 5.6
🔎 Search & Data Extraction
avg 5.4Serpapi Mcp
serpapi/serpapi-mcp · 122 stars
B7.9✓
+2.4
vs avg 5.4
🔒 Delivery
avg 5.4Dragonmcp
arthurpanhku/DragonMCP · 23 stars
D5.7
+0.3
vs avg 5.4
🔒 Security
avg 5.3Beelzebub
mariocandela/beelzebub
B7.2✓
+1.8
vs avg 5.3
🔗 Aggregators
avg 5.3Mcp Access Point
sxhxliang/mcp-access-point · 169 stars
B7.3✓
+2.0
vs avg 5.3
🔬 Research
avg 5.0Idea Reality Mcp
mnemox-ai/idea-reality-mcp · 374 stars
B7.1✓
+2.0
vs avg 5.0
🖥️ Command Line
avg 5.2Hop
danmartuszewski/hop · 27 stars
C5.6
+0.4
vs avg 5.2
🗄️ Databases
avg 5.6Arcadedb
ArcadeData/arcadedb
B7.9✓
+2.3
vs avg 5.6
🗺️ Location Services
avg 5.3Gis Mcp
mahdin75/gis-mcp · 123 stars
B7.5✓
+2.1
vs avg 5.3
🚀 Aerospace & Astrodynamics
avg 5.4Astronomy Oracle
gregario/astronomy-oracle
C5.7
+0.3
vs avg 5.4
🚆 Travel & Transportation
avg 5.6Mcp Server
campertunity/mcp-server
C6.4
+0.8
vs avg 5.6
🛠️ Other Tools And Integrations
avg 5.6Wanaku
wanaku-ai/wanaku · 106 stars
B7.7✓
+2.1
vs avg 5.6
🤖 Coding Agents
avg 5.7Mcp Safe Local Python Executor
maxim-saplin/mcp_safe_local_python_executor · 45 stars
B7.3✓
+1.6
vs avg 5.7
🧠 Knowledge & Memory
avg 5.2Markmap
markmap/markmap
B7.2✓
+2.0
vs avg 5.2
🧮 Data Science Tools
avg 5.7Jupyter Mcp Server
datalayer/jupyter-mcp-server · 949 stars
B7.3✓
+1.6
vs avg 5.7