MCP Server Quality Scores
Independent quality analysis of 48680 public MCP servers
Last updated 1 hour, 44 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 10051 |
tokenmonkey
Claim
P2P wagering protocol for AI agents on Solana. Coinflip & dice challenges for U…
|
C 66 5⁄4 | ||||||||
| 10052 |
Enables image processing and analysis using Google's Gemini 2.5 Flash model. Su…
|
C 66 5⁄5 | ||||||||
| 10053 |
Enables AI agents to interact with Discourse forums through search, reading top…
|
C 66 6⁄6 | ||||||||
| 10054 |
Enables intelligent Go code quality checking with smart change detection throug…
|
C 66 5⁄4 | ||||||||
| 10055 |
Logs Cursor AI chat interactions to Notion databases for documentation and know…
|
C 66 5⁄5 | ||||||||
| 10056 |
A MCP server that creates graphic recordings by converting websites or text inp…
|
C 66 5⁄4 | ||||||||
| 10057 |
Local-first AI memory with knowledge graphs and hybrid search. 17+ AI tools via…
|
C 66 6⁄4 | ||||||||
| 10058 |
MCP server providing 50+ tools for MITRE ATT&CK techniques, groups, and mitigat…
|
C 66 5⁄4 | ||||||||
| 10059 |
Official Substack MCP Server
|
C 66 5⁄5 | ||||||||
| 10060 |
Enables intelligent image analysis using GLM-4.5V model, specializing in extrac…
|
C 66 5⁄5 | ||||||||
| 10061 |
A Model Context Protocol server that helps users create, validate, manage, and …
|
C 66 5⁄5 | ||||||||
| 10062 |
Enables Claude Desktop to trigger and interact with Make.com automation scenari…
|
C 66 5⁄5 | ||||||||
| 10063 |
|
C 66 5⁄4 | ||||||||
| 10064 |
An MCP Server Integration with Apple Shortcuts
|
C 66 5⁄4 | ||||||||
| 10065 |
A server that provides real-time flight information query capabilities to AI as…
|
C 66 5⁄5 | ||||||||
| 10066 |
A Model Context Protocol server that provides accurate network time services fo…
|
C 66 5⁄4 | ||||||||
| 10067 |
This server enables running a Model Context Protocol in a web browser with func…
|
C 66 5⁄5 | ||||||||
| 10068 |
A boilerplate project for quickly developing Model Context Protocol servers usi…
|
C 66 5⁄4 | ||||||||
| 10069 |
Spacecraft ephemeris made easy — auto-managed SPICE kernels for heliophysics
|
C 66 5⁄4 | ||||||||
| 10070 |
A Model Context Protocol server that enables AI assistants to check domain name…
|
C 66 5⁄5 | ||||||||
| 10071 |
Enables AI agents to use persistent, file-based memory through Memvid, supporti…
|
C 66 5⁄4 | ||||||||
| 10072 |
Enables querying financial data including stocks, indices, funds, and futures f…
|
C 66 5⁄5 | ||||||||
| 10073 |
Simple MCP Demo
Claim
A Python-based demonstration server showcasing multiple Model Context Protocol …
|
C 66 5⁄5 | ||||||||
| 10074 |
Enables advanced OpenAI GPT model integration with Claude through 5 specialized…
|
C 66 5⁄5 | ||||||||
| 10075 |
Geocode addresses, lookup administrative boundaries, and process DigiPin codes …
|
C 66 6⁄4 | ||||||||
| 10076 |
Connects LLMs to Phaser Editor v5 to facilitate the management of game scenes, …
|
C 66 5⁄4 | ||||||||
| 10077 |
EdgeOne Geo MCP Server
Claim
Enables AI models to access user geolocation information through EdgeOne Pages …
|
C 66 5⁄5 | ||||||||
| 10078 |
Enables generation of detailed Chinese Ziwei Doushu (Purple Star) astrological …
|
C 66 5⁄5 | ||||||||
| 10079 |
Clear Thought Server
Claim
Provide systematic thinking, mental models, and debugging approaches to enhance…
|
C 66 5⁄5 | ||||||||
| 10080 |
Enables AI assistants to interact with the WinDbg GUI through the Model Context…
|
C 66 5⁄4 | ||||||||
| 10081 |
Enables secure, read-only access to Firebase Firestore collections and Storage …
|
C 66 5⁄5 | ||||||||
| 10082 |
Enables AI assistants to manage personal expenses through natural conversation,…
|
C 66 5⁄4 | ||||||||
| 10083 |
A TypeScript-based MCP server that enables users to interact with Prometheus me…
|
C 66 5⁄5 | ||||||||
| 10084 |
An email assistant server that connects Claude Desktop to notmuch email databas…
|
C 66 5⁄4 | ||||||||
| 10085 |
Enables interaction with local Beancount accounting ledgers through structured …
|
C 66 5⁄4 | ||||||||
| 10086 |
Share code context with LLMs via MCP or clipboard
|
C 66 5⁄4 | ||||||||
| 10087 |
Enables AI assistants to calculate French individual income tax and retrieve cu…
|
C 66 5⁄5 | ||||||||
| 10088 |
Enables real-time Taiwan High Speed Rail (THSRC) information queries including …
|
C 66 5⁄5 | ||||||||
| 10089 |
Provides an interactive Python REPL environment that maintains persistent sessi…
|
C 66 5⁄4 | ||||||||
| 10090 |
A template for deploying remote Model Context Protocol servers to Cloudflare Wo…
|
C 66 5⁄5 | ||||||||
| 10091 |
Provides access to comprehensive financial data including income statements, ba…
|
C 66 5⁄5 | ||||||||
| 10092 |
ProAlpha MCP Server
Claim
A Model-Context-Protocol server that provides a read-only interface to ProAlpha…
|
C 66 5⁄5 | ||||||||
| 10093 |
Azure DevOps MCP Server
Claim
Enables AI agents to query and interact with Azure DevOps data, including work …
|
C 66 5⁄5 | ||||||||
| 10094 |
Enables AI assistants to query Polymarket prediction markets, accessing real-ti…
|
C 66 5⁄5 | ||||||||
| 10095 |
A Model Context Protocol server that allows secure execution of pre-approved co…
|
C 66 5⁄5 | ||||||||
| 10096 |
Withings MCP Client
Claim
Enables retrieval of health data from Withings smart scales including weight me…
|
C 66 5⁄5 | ||||||||
| 10097 |
A Model Context Protocol server that enables Claude to execute Python code usin…
|
C 66 5⁄5 | ||||||||
| 10098 |
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
|
C 66 5⁄4 | ||||||||
| 10099 |
Explore a new amazing animal every single day!
|
C 66 5⁄5 | ||||||||
| 10100 |
secops-mcp
Claim
All-in-one security testing toolbox that brings together popular open source to…
|
C 66 5⁄4 | ||||||||