MCP Server Quality Scores
Independent quality analysis of 66502 public MCP servers
Last updated 5 hours, 25 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 49701 |
Mockloop MCP
Claim
An Intelligent Model Context Protocol server that generates mock servers from O…
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| 49702 |
Generates formal string diagram visualizations of Lushy brick compositions, ena…
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| 49703 |
test_zikim
Claim
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| 49704 |
cic-mcp-shared
Claim
Enables cross-session memory, weighting, and factory/PR/artifact linking for CI…
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| 49705 |
ralph-wiggum-mcp
Claim
An enhanced Model Context Protocol (MCP) server implementing the Ralph Wiggum t…
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| 49706 |
Zileo Docs
Claim
MCP server for indexing, semantic search, and generation of multi-format docume…
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| 49707 |
Ares DevOps MCP Server
Claim
Enables seamless interaction with Azure DevOps for managing Git repositories, b…
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| 49708 |
simple_snowflake_mcp
Claim
Enables natural language querying and management of Snowflake databases, includ…
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| 49709 |
Scry
Claim
Free IPv4 lookups against a distributed attacker-observation corpus.
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| 49710 |
MCP server for Depyler: Python-to-Rust transpiler with analysis and verificatio…
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| 49711 |
VideoGen Advisor
Claim
A unified MCP server for video generation that intelligently routes requests to…
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| 49712 |
Markets in Crypto-Assets (MiCA) Regulation (EU) 2023/1114 compliance for EU cry…
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| 49713 |
MemoryMCP
Claim
A persistent memory MCP server specialized for Japanese, featuring hybrid searc…
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| 49714 |
Alpaca MCP Server
Claim
An MCP server implementation for Alpaca's Trading API that enables LLMs to inte…
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| 49715 |
pharaoh
Claim
Hosted MCP server that parses TypeScript and Python codebases into Neo4j knowle…
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| 49716 |
Vestel Jira MCP Server
Claim
Connects AI assistants to Jira, enabling retrieval, search, creation, and updat…
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| 49717 |
Gmail MCP Server
Claim
Enables Claude to read, search, send, label, and trash emails in any Gmail acco…
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| 49718 |
mcp-compressor
Claim
A proxy that intercepts MCP responses to reduce token consumption by compressin…
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| 49719 |
codebase-memory
Claim
Provides persistent memory for AI coding agents through the Model Context Proto…
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| 49720 |
study-mcp
Claim
A simple MCP server demonstrating resources, tools, and prompts, including a gr…
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| 49721 |
Swagger MCP Server
Claim
Enables AI assistants to interact with Spring Boot backend APIs through Swagger…
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| 49722 |
Daemoon
Claim
Enables AI coding agents to access and manage multiple dev infrastructure provi…
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| 49723 | — | |||||||||
| 49724 |
MCP server for Claude Code CLI that integrates with Google Workspace, enabling …
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| 49725 |
idamesh
Claim
MCP server for IDA Pro: decompiler, disassembler, and analysis tools for MCP cl…
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| 49726 |
MCP server for Pi-hole v6 that enables management of blocklists, DNS blocking, …
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| 49727 |
@icjia/plausible-mcp
Claim
Enables querying a self-hosted Plausible Analytics instance to retrieve compres…
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| 49728 |
mcp-feedback-ultra
Claim
Interactive feedback server for AI-assisted development with Web UI and desktop…
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| 49729 |
codebase-bridge-mcp
Claim
A read-only MCP server that lets a Claude chat explore your local repository an…
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| 49730 |
arcscope
Claim
A local MCP server that gives AI coding agents symbol definitions, dependency g…
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| 49731 |
ProjectBrain
Claim
Local MCP server providing project cognition capabilities for AI coding agents,…
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| 49732 |
Provides custom tools to the Gemini model for spatially grounding responses usi…
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| 49733 |
argus
Claim
Chrome DevTools Protocol MCP server for browser debugging with tools for consol…
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| 49734 |
mcporacle
Claim
Local MCP server for Roo Code that connects to Oracle DB and returns limited se…
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| 49735 |
mcp-memory-graph
Claim
A personal memory MCP server for Obsidian/markdown vaults that provides hybrid …
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| 49736 |
The human API for AI agents. When your agent hits a task it can't do — verify a…
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| 49737 |
Enables MCP clients to access and manage Microsoft Dynamics 365 Business Centra…
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| 49738 |
MCP Gemini CLI
Claim
A server that allows interaction with Google's Gemini AI through the Gemini CLI…
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| 49739 |
Walkthrough Agent
Claim
An MCP server that reads app source code, generates contextually valid dummy da…
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| 49740 |
mcp-google
Claim
MCP server for Google APIs — Gmail and Calendar tools for LLM agents.
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| 49741 |
mcp-component-finder
Claim
Enables searching for component, function, and type usage in React/TypeScript p…
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| 49742 |
lottery-mcp-server
Claim
A Model Context Protocol server for querying and analyzing double-color ball (双…
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| 49743 |
office-mcp-server
Claim
AI-powered professional document generation server that creates Word and Excel …
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| 49744 |
cloudwatch-mcp
Claim
Enables searching and analyzing AWS CloudWatch logs with support for configurab…
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| 49745 |
i18n-mcp
Claim
MCP server for managing i18n JSON translation files. Provides Claude with struc…
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| 49746 |
RecruitData
Claim
Unified job search MCP server that aggregates live listings from multiple job b…
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| 49747 |
MCP Unity Editor
Claim
Enables AI assistants to interact with Unity Editor, managing scenes, game obje…
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| 49748 |
AgentsID Guard
Claim
MCP server that protects shell, file, database, git, and HTTP operations with p…
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| 49749 |
patchwork-mcp-server
Claim
Enables LLM agents to query Patchwork kernel patches, series, CI checks, and co…
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| 49750 |
mcp-server-toolkit
Claim
Production-ready MCP server starter with authentication, observability, and a p…
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