MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 2 weeks, 5 days ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 5001 |
PubMed literature search and US/UK drug labelling for AI assistants.
|
B 74 5⁄5 | ||||||||
| 5002 |
Integrate your applications with the Handwriting OCR service to effortlessly up…
|
B 74 5⁄4 | ||||||||
| 5003 |
Gives Claude Desktop a maid personality with Japanese-accented text-to-speech, …
|
B 74 5⁄4 | ||||||||
| 5004 |
Transforms SAP S/4HANA or ECC systems into conversational AI interfaces by expo…
|
B 74 5⁄5 | ||||||||
| 5005 |
Enables users to create UI flowcharts by generating visualizations of user inte…
|
B 74 5⁄4 | ||||||||
| 5006 |
The server can be utilized for secure development by listing all packages' CVEs…
|
B 74 5⁄5 | ||||||||
| 5007 |
Enable AI assistants to seamlessly access and analyze your personal lifelog dat…
|
B 74 5⁄5 | ||||||||
| 5008 |
An MCP server in Go for Lightpanda, the ultra fast headless browser designed fo…
|
B 74 5⁄5 | ||||||||
| 5009 |
CognOS trust scoring (C=p·(1-Ue-Ua)) and session trace storage as MCP tools.
|
B 74 5⁄4 | ||||||||
| 5010 |
Enables Claude Desktop to read terminal command output by capturing commands pr…
|
B 74 5⁄4 | ||||||||
| 5011 |
A production-grade MCP server and CLI tool that enables AI agents to manage Sho…
|
B 74 5⁄5 | ||||||||
| 5012 |
An MCP server that enables AI assistants to create and manage persistent SQLite…
|
B 74 5⁄4 | ||||||||
| 5013 |
An MCP server that bridges AI clients with a frontend 3D visualization applicat…
|
B 74 5⁄5 | ||||||||
| 5014 |
Enterprise-grade MCP server for Google Cloud BigQuery with keyless Workload Ide…
|
B 74 5⁄5 | ||||||||
| 5015 |
Unified threat intel - OTX, AbuseIPDB, GreyNoise, abuse.ch, Feodo Tracker
|
B 74 5⁄5 | ||||||||
| 5016 |
Model Context Protocol server for accessing Reactome pathway and systems biolog…
|
B 74 5⁄5 | ||||||||
| 5017 |
MCP server exposing Umami analytics (Cloud + self-hosted)
|
B 74 5⁄4 | ||||||||
| 5018 |
This MCP server provides documentation about Strands Agents to your GenAI tools…
|
B 74 5⁄4 | ||||||||
| 5019 |
Short and sweet example MCP server / client implementation for Tools, Resources…
|
B 74 5⁄4 | ||||||||
| 5020 |
Enables comprehensive directory analysis and file management operations includi…
|
B 74 5⁄5 | ||||||||
| 5021 |
MCP Template
Claim
A template for building Model Context Protocol servers that allow AI assistants…
|
B 74 5⁄5 | ||||||||
| 5022 |
Connects LLMs to GitHub and GitLab to analyze pull and merge requests for logic…
|
B 74 5⁄5 | ||||||||
| 5023 |
Enables AI assistants to interact with Xray Test Management for both Cloud and …
|
B 74 5⁄5 | ||||||||
| 5024 |
Check if your accounts or passwords have been compromised in data breaches. Uti…
|
B 74 5⁄5 | ||||||||
| 5025 |
A server that provides tools and utilities to support the implementation of Jij…
|
B 74 5⁄4 | ||||||||
| 5026 |
Provides semantic search capability over Obsidian vaults and exposes recent not…
|
B 74 5⁄4 | ||||||||
| 5027 |
MCP server that exposes Google's Veo2 video generation capabilities, allowing c…
|
B 74 5⁄5 | ||||||||
| 5028 |
A Model Context Protocol server that enables AI-powered image generation throug…
|
B 74 5⁄5 | ||||||||
| 5029 |
Allows the use of Kagi's API for web searching and content enrichment through m…
|
B 74 5⁄5 | ||||||||
| 5030 |
Enables interaction with Overseerr media request management through natural lan…
|
B 74 5⁄5 | ||||||||
| 5031 |
Secret and credential management MCP — securely store, retrieve, manage API key…
|
B 74 5⁄4 | ||||||||
| 5032 |
Allows AI agents to query and manage asynchronous jobs in the Agent Jobs system…
|
B 74 5⁄5 | ||||||||
| 5033 |
A comprehensive MCP server that enables AI to interact with all 68 functions of…
|
B 74 5⁄5 | ||||||||
| 5034 |
An MCP server to Manage Google Tasks
|
B 74 5⁄5 | ||||||||
| 5035 |
Enables Google search automation and web content extraction using Playwright. P…
|
B 74 5⁄5 | ||||||||
| 5036 |
An enterprise-grade automation server that enables AI assistants to control Win…
|
B 74 5⁄4 | ||||||||
| 5037 |
Enables Claude to interact with Infracost for Terraform cost estimation and clo…
|
B 74 5⁄5 | ||||||||
| 5038 |
Enables programmatic control over tmux terminal sessions for SSH access, comman…
|
B 74 5⁄4 | ||||||||
| 5039 |
Enables interaction with Cadence Virtuoso schematics to inspect hierarchies, ne…
|
B 74 5⁄4 | ||||||||
| 5040 |
A basic educational MCP server that provides simple tools for mathematical calc…
|
B 74 5⁄4 | ||||||||
| 5041 |
MCP server for Shodan API — device search, IP lookup, DNS, and CVE/CPE queries.
|
B 74 5⁄4 | ||||||||
| 5042 |
Outcome-based persistent memory for AI coding tools.
|
B 74 5⁄4 | ||||||||
| 5043 |
Integrates CopyQ clipboard manager with LLM agents, enabling reading, writing, …
|
B 74 5⁄5 | ||||||||
| 5044 |
MITRE ATT&CK
Claim
MCP server exposing the MITRE ATT&CK framework via the official MCP Python SDK.
|
B 74 5⁄4 | ||||||||
| 5045 |
A minimal Model Context Protocol server demonstrating basic MCP capabilities wi…
|
B 74 5⁄4 | ||||||||
| 5046 |
Allows users to see their upcoming and active deliveries, or add new deliveries…
|
B 74 5⁄4 | ||||||||
| 5047 |
Provides access to Korean stock market data, including stock listings, daily hi…
|
B 74 5⁄4 | ||||||||
| 5048 |
Connect your AI models to your favorite SurrealDB database, and let the LLMs do…
|
B 74 5⁄5 | ||||||||
| 5049 |
Quality verification for AI agents and MCP servers. 6-axis scoring, adversarial…
|
B 74 5⁄4 | ||||||||
| 5050 |
This MCP server provides unified diffs of two text inputs using Python's standa…
|
B 74 5⁄4 | ||||||||