MCP Server Quality Scores
Independent quality analysis of 69224 public MCP servers
Last updated 4 hours, 49 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20801 |
MCP server for any Python command line application
|
B 73 4⁄3 | ||||||||
| 20802 |
Integrates Firecrawl web scraping capabilities, enabling web content extraction…
|
B 73 4⁄4 | ||||||||
| 20803 |
PerformanceStudio
Claim
Free, open-source SQL Server execution plan analyzer — cross-platform GUI + CLI…
|
B 73 3⁄3 | ||||||||
| 20804 |
Sync code to remote servers via SSH/rsync and deploy from any AI IDE.
|
B 73 3⁄3 | ||||||||
| 20805 |
MCP server exposing JetBrains TeamCity CI/CD workflows to AI coding assistants
|
B 73 4⁄3 | ||||||||
| 20806 |
Northern Trust MCP Layer
Claim
A 'Server of Servers' architecture that aggregates domain-specific financial da…
|
B 73 3⁄3 | ||||||||
| 20807 |
MCP server for Litra.ai – AI-powered academic paper search with relevance scori…
|
B 73 3⁄3 | ||||||||
| 20808 |
asc-mcp
Claim
App Store Connect API server with 208 tools for managing apps, builds, TestFlig…
|
B 73 3⁄3 | ||||||||
| 20809 |
Provides access to Leadpipe's intent and data APIs for topic discovery, audienc…
|
B 73 3⁄3 | ||||||||
| 20810 |
|
B 73 3⁄3 | ||||||||
| 20811 |
MCP server for CookUnity meal delivery service. Browse menus, manage carts, con…
|
B 73 4⁄4 | ||||||||
| 20812 |
Naver Real Estate MCP
Claim
Enables automated collection of apartment listing data from Naver Real Estate u…
|
B 73 3⁄3 | ||||||||
| 20813 |
Quadruple consensus MCP server for code validation using Codex, Gemini, and Qwen
|
B 73 4⁄3 | ||||||||
| 20814 |
Enable AI assistants to interact with Meilisearch through a standardized interf…
|
B 73 4⁄3 | ||||||||
| 20815 |
Summarizes GitHub discussions, issues, and pull requests by storing data locall…
|
B 73 4⁄3 | ||||||||
| 20816 |
Enables LLMs and AI agents to access real-time web data, search websites, and n…
|
B 73 4⁄4 | ||||||||
| 20817 |
A stealth browser MCP server with 69 tools for undetectable web automation. It …
|
B 73 3⁄3 | ||||||||
| 20818 |
ClaudeKit Blender MCP
Claim
Enables comprehensive control of Blender 3D from Claude Desktop, offering 26 to…
|
B 73 4⁄3 | ||||||||
| 20819 |
Runtime guardrails and incident read access for coding agents. Query AgentGuard…
|
B 73 3⁄3 | ||||||||
| 20820 |
MCP server for authenticated REST API calls — auto-login, token caching, 2FA/OT…
|
B 73 3⁄3 | ||||||||
| 20821 |
Enables Claude Code to interact with WhatsApp for reading messages, sending rep…
|
B 73 3⁄3 | ||||||||
| 20822 |
MCP server for [RomM](https://github.com/rommapp/romm) retro game library manag…
|
B 73 3⁄3 | ||||||||
| 20823 |
ServiceNow MCP server — 450+ tools (ITSM, ITOM, CMDB, scripting) for Claude, Ch…
|
B 73 4⁄3 | ||||||||
| 20824 |
MCP server for mDNS (Multicast DNS) service discovery
|
B 73 3⁄3 | ||||||||
| 20825 |
A middleware to provide an openAI compatible endpoint that can call MCP tools
|
B 73 4⁄3 | ||||||||
| 20826 |
Context-aware MCP server advisor. Tells you what to install for your specific p…
|
B 73 3⁄3 | ||||||||
| 20827 |
Enables LLMs to create and modify Godot game engine projects by managing scenes…
|
B 73 4⁄3 | ||||||||
| 20828 |
Scan codebases for AI usage, classify risk, generate EU AI Act compliance repor…
|
B 73 3⁄3 | ||||||||
| 20829 |
A production-ready MCP server that integrates OpenAI with FastAPI and Redis to …
|
B 73 4⁄3 | ||||||||
| 20830 |
Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini. Visibili…
|
B 73 3⁄3 | ||||||||
| 20831 |
An MCP server that retrieves Japanese stock market data via J-Quants API v2.
|
B 73 3⁄3 | ||||||||
| 20832 |
Condition watcher for AI assistants — wait for ports, files, URLs, processes, a…
|
B 73 4⁄3 | ||||||||
| 20833 |
Enables AI video automation pipeline: ComfyUI image-to-video, FFmpeg processing…
|
B 73 3⁄3 | ||||||||
| 20834 |
Let AI agents see and interact with terminal/CLI apps via PNG screenshots
|
B 73 3⁄3 | ||||||||
| 20835 |
Personalize AI coding assistants by analyzing local conversation history. Runs …
|
B 73 3⁄3 | ||||||||
| 20836 |
toolhive-catalog
Claim
ToolHive's registry catalog of MCP servers
|
B 73 4⁄3 | ||||||||
| 20837 |
magpipe
Claim
Manage AI voice agents, calls, SMS, contacts, and phone numbers via Magpipe.
|
B 73 4⁄3 | ||||||||
| 20838 |
Headless browser with SHA-256 audit trails and Ed25519-signed proof bundles for…
|
B 73 4⁄3 | ||||||||
| 20839 |
Provides AI assistants with persistent graph database memory using Neo4j, enabl…
|
B 73 4⁄4 | ||||||||
| 20840 |
Enables AI assistants to convert, validate, and deploy websites to the Fast Mod…
|
B 73 4⁄4 | ||||||||
| 20841 |
MCP server exposing Z3 solver API
|
B 73 3⁄3 | ||||||||
| 20842 |
Provides 51 granular tools for Spotify control and data retrieval, optimized fo…
|
B 73 4⁄4 | ||||||||
| 20843 |
NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tas…
|
B 73 4⁄4 | ||||||||
| 20844 |
dvmcp
Claim
DVMCP is a bridge implementation that connects Model Context Protocol (MCP) ser…
|
B 73 4⁄3 | ||||||||
| 20845 |
CONTAM MCP
Claim
A Windows-based MCP server that exposes NIST's CONTAM simulation tools and Cont…
|
B 73 3⁄3 | ||||||||
| 20846 |
Persistent semantic memory API for AI agents via BlueColumn.
|
B 73 3⁄3 | ||||||||
| 20847 |
|
B 73 3⁄3 | ||||||||
| 20848 |
meok-governance-engine-mcp MCP server by MEOK AI Labs
|
B 73 3⁄3 | ||||||||
| 20849 |
MCP server providing cognitive memory tools (remember, recall, think, etc.) for…
|
B 73 3⁄3 | ||||||||
| 20850 |
Enables AI agents like Claude and Cursor to directly query Google's NotebookLM …
|
B 73 4⁄3 | ||||||||