MCP Server Quality Scores
Independent quality analysis of 69224 public MCP servers
Last updated 4 hours, 8 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20701 |
Engram
Claim
Headless geometric memory engine for AI agents — no Vector DB, no cloud, no API…
|
B 73 3⁄3 | ||||||||
| 20702 |
Clinical research MCP server for trial coordinators and life sciences teams. Re…
|
B 73 3⁄3 | ||||||||
| 20703 |
An MCP server that provides LLMs with stealth browser automation capabilities v…
|
B 73 3⁄3 | ||||||||
| 20704 |
A production-ready MCP server that integrates OpenAI with FastAPI and Redis to …
|
B 73 4⁄3 | ||||||||
| 20705 |
An MCP server that retrieves Japanese stock market data via J-Quants API v2.
|
B 73 3⁄3 | ||||||||
| 20706 |
Summarizes GitHub discussions, issues, and pull requests by storing data locall…
|
B 73 4⁄3 | ||||||||
| 20707 |
Create agentic AI workflows in ROBLOX Studio
|
B 73 4⁄3 | ||||||||
| 20708 |
Enables AI interaction with embodied humans, autonomous vehicles, and drones th…
|
B 73 3⁄3 | ||||||||
| 20709 |
Shared memory hub for LLMs to persist and share project context, enabling seaml…
|
B 73 3⁄3 | ||||||||
| 20710 |
psyXe MCP Server
Claim
Apple Notes, Reminders, and Contacts for AI assistants. BERT semantic search. m…
|
B 73 3⁄3 | ||||||||
| 20711 |
|
B 73 3⁄3 | ||||||||
| 20712 |
Debugging MCP Server
Claim
Enables LLMs to automatically diagnose coding errors through codebase search, t…
|
B 73 3⁄3 | ||||||||
| 20713 |
Headless browser with SHA-256 audit trails and Ed25519-signed proof bundles for…
|
B 73 4⁄3 | ||||||||
| 20714 |
MCP for Azure DevOps Boards is a MCP server that lets your favourite AI browse,…
|
B 73 4⁄3 | ||||||||
| 20715 |
Personalize AI coding assistants by analyzing local conversation history. Runs …
|
B 73 3⁄3 | ||||||||
| 20716 |
Context-aware MCP server advisor. Tells you what to install for your specific p…
|
B 73 3⁄3 | ||||||||
| 20717 |
ServiceNow MCP server — 450+ tools (ITSM, ITOM, CMDB, scripting) for Claude, Ch…
|
B 73 4⁄3 | ||||||||
| 20718 |
NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tas…
|
B 73 4⁄4 | ||||||||
| 20719 |
Hands-on workshop: Build a multi-agent AI system from scratch — Deep Research A…
|
B 73 3⁄3 | ||||||||
| 20720 |
Enables AI coding agents to locate UI elements on screen with exact pixel coord…
|
B 73 3⁄3 | ||||||||
| 20721 |
A Model Context Protocol (MCP) server that provides persistent memory and conte…
|
B 73 4⁄4 | ||||||||
| 20722 |
Enables AI video automation pipeline: ComfyUI image-to-video, FFmpeg processing…
|
B 73 3⁄3 | ||||||||
| 20723 |
🔍 Perplexity AI MCP without API key
|
B 73 3⁄3 | ||||||||
| 20724 |
SQL Server monitoring and diagnostics for AI agents using Extended Events. No O…
|
B 73 3⁄3 | ||||||||
| 20725 |
Controls the Stata GUI through Windows Stata Automation COM, enabling do-file m…
|
B 73 3⁄3 | ||||||||
| 20726 |
An MCP server for indexing and searching Commodore 64 documentation using full-…
|
B 73 4⁄4 | ||||||||
| 20727 |
Multi-chain EVM blockchain data with companion smart contracts
|
B 73 3⁄3 | ||||||||
| 20728 |
Auto-loads skills into agent sessions. MiniMax vision and search proxy.
|
B 73 3⁄3 | ||||||||
| 20729 |
Connect to VSCode ide and use semantic tools like `find_usages`
|
B 73 4⁄3 | ||||||||
| 20730 |
Gives AI agents real phone numbers to receive SMS and extract verification code…
|
B 73 3⁄3 | ||||||||
| 20731 |
A stealth browser MCP server with 69 tools for undetectable web automation. It …
|
B 73 3⁄3 | ||||||||
| 20732 |
This is a Model Context Protocol (MCP) server that gets answers from your Perfe…
|
B 73 4⁄3 | ||||||||
| 20733 |
writbase
Claim
MCP-native task management for AI agent fleets with scoped permissions and prov…
|
B 73 4⁄4 | ||||||||
| 20734 |
Discover SAP BTP services, browse service catalog, check running instances, que…
|
B 73 3⁄3 | ||||||||
| 20735 |
cortex
Claim
Privacy Agent Memory with best performance and security
|
B 73 3⁄3 | ||||||||
| 20736 |
PerformanceStudio
Claim
Free, open-source SQL Server execution plan analyzer — cross-platform GUI + CLI…
|
B 73 3⁄3 | ||||||||
| 20737 |
A local MCP server that enables direct, persistent communication between multip…
|
B 73 3⁄3 | ||||||||
| 20738 |
Test automation across web, mobile, desktop, API, and SAP GUI via ActionTestScr…
|
B 73 3⁄3 | ||||||||
| 20739 |
Enables AI models like Claude to manage WordPress sites through the WordPress R…
|
B 73 4⁄4 | ||||||||
| 20740 |
Local proxy that cuts your Claude / OpenAI / Gemini bill 70%+. Drop-in for Curs…
|
B 73 3⁄3 | ||||||||
| 20741 |
A middleware to provide an openAI compatible endpoint that can call MCP tools
|
B 73 4⁄3 | ||||||||
| 20742 |
Enables reading, writing, and managing Google Sheets documents with support for…
|
B 73 4⁄4 | ||||||||
| 20743 |
Automates carbon credit project registration document review, transforming 6-8 …
|
B 73 3⁄3 | ||||||||
| 20744 |
Extended reasoning with structured processes, persistence, and workflow guidance
|
B 73 4⁄3 | ||||||||
| 20745 |
Turns Claude Code into a recursive analysis engine that builds explorable decis…
|
B 73 3⁄3 | ||||||||
| 20746 |
civic-ai-tools
Claim
Open-source platform connecting AI assistants to government open data — MCP ser…
|
B 73 3⁄3 | ||||||||
| 20747 |
dvmcp
Claim
DVMCP is a bridge implementation that connects Model Context Protocol (MCP) ser…
|
B 73 4⁄3 | ||||||||
| 20748 |
Enables Claude Code to interact with WhatsApp for reading messages, sending rep…
|
B 73 3⁄3 | ||||||||
| 20749 |
An MCP server that enables AI assistants to control Adobe After Effects through…
|
B 73 4⁄3 | ||||||||
| 20750 |
Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini. Visibili…
|
B 73 3⁄3 | ||||||||