MCP Server Quality Scores
Independent quality analysis of 43365 public MCP servers
Last updated 32 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 39151 |
cascade-cms-mcp-server
Claim
Enables LLMs to interact with Cascade CMS via REST API, supporting asset CRUD, …
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| 39152 |
GraphRAG MCP Server
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Enables graph-powered semantic search over the Grand Débat National dataset, pr…
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| 39153 |
ai-ebook-generator
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# Scrivibe — AI eBook Generator
Generate complete, professional multi-chapter …
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| 39154 |
LangSearch MCP Server
Claim
Provides access to LangSearch's Web Search and Semantic Rerank APIs for AI assi…
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| 39155 |
total-recall
Claim
Persistent, cross-tool memory for AI coding assistants, enabling context retent…
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| 39156 |
mcp-agent-opt
Claim
Provides code-aware context compression by stripping comments, docstrings, and …
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| 39157 |
seline
Claim
Seline is a local-first AI desktop application that brings together conversatio…
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| 39158 |
mcp-acp
Claim
Enables management of Ambient Code Platform (ACP) sessions, including creating,…
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| 39159 |
mcp-tts
Claim
Adds text-to-speech capabilities to Cursor IDE, allowing your AI assistant to s…
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| 39160 |
domestic-motion
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| 39161 |
Cognitive Browser
Claim
105-tool browser automation with cognitive user simulation, visual testing, per…
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| 39162 |
Homebox MCP Server
Claim
MCP server for managing Homebox inventory via AI assistants, enabling item mana…
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| 39163 |
text-toolkit
Claim
Transform and format text quickly to keep content clean, consistent, and readab…
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| 39164 |
Keycloak MCP Server
Claim
Enables management of Keycloak identity and access management through the Keycl…
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| 39165 |
deckbase
Claim
Turn any study material into flashcards by chatting with AI. Paste notes, URLs,…
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| 39166 |
gmail-mcp-server
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| 39167 |
mcp
Claim
Turn the web into structured, reliable, actionable enterprise data for AI Agents
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| 39168 |
jira-pilot
Claim
Jira Pilot is an MCP server that provides 14 tools for AI assistants to manage …
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| 39169 |
Enables students to securely access and manage their academic data from Isparta…
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| 39170 |
groupdocs-comparison-mcp
Claim
MCP server for GroupDocs.Comparison — compare documents and inspect source info…
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| 39171 |
mcp-server
Claim
Sets up a Model Context Protocol (MCP) server with FastMCP, allowing LLMs to us…
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| 39172 |
MCP Server
Claim
A testing environment for Model Context Protocol that enables exploration of MC…
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| 39173 |
star-trajectory
Claim
Transparent rule-based GitHub star-trajectory classifier + calibrated 100-star/…
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| 39174 |
dora-mcp
Claim
Multi-model AI image and video generator. 14 models behind one OAuth-secured MC…
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| 39175 |
Provides access to the fal-ai/recraft/v3 image generation model for creating hi…
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| 39176 |
twitter-read
Claim
An MCP server for reading Twitter/X engagement data and metrics, enabling AI ag…
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| 39177 |
finance-mcp
Claim
A minimal MCP server that converts company names to stock symbols and fetches f…
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| 39178 |
Search Buenos Aires Province court rulings: summaries, full text, legal topics
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| 39179 |
Sparkle MCP Server
Claim
Provides secure file access and clipboard history management for Claude AI and …
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| 39180 |
datev-mcp-server
Claim
A local MCP server for analyzing DATEV bookkeeping data in natural language. It…
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| 39181 |
youtube-transcript-mcp
Claim
The first remote MCP server that enables Claude AI to extract transcripts from …
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| 39182 |
Read-only MCP server for Microsoft SQL Server — schema discovery, profiling, sa…
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| 39183 |
wayland-mcp
Claim
Provides screenshot, analysis, mouse and keyboard control tools for modern Linu…
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| 39184 |
thunder-compute
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| 39185 |
ssh-mcp
Claim
Enables LLMs to interact with remote servers via SSH, supporting command execut…
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| 39186 |
git-leaderboard
Claim
Official MCP server for Git Leaderboard rankings, profiles, streaks, and user c…
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| 39187 |
Converse MCP Server
Claim
Enables Claude to chat with various AI models and obtain multi-model consensus …
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| 39188 |
Gmail MCP Server
Claim
A high-performance MCP server that enables AI assistants to interact with Gmail…
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| 39189 |
Exposes VSCode's Language Server Protocol features through MCP, enabling AI ass…
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| 39190 |
Fireberry CRM MCP Server
Claim
Enables AI assistants to securely interact with Fireberry CRM, allowing metadat…
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| 39191 |
Zen MCP Server
Claim
Gives Claude access to multiple AI models (Gemini, OpenAI, OpenRouter, Ollama) …
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| 39192 |
mcp-zap
Claim
MCP server for sending and receiving WhatsApp messages through Evolution API, e…
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| 39193 |
Exa MCP Server
Claim
Enables AI assistants like Claude to perform web searches using the Exa AI Sear…
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| 39194 |
MCP server for Prefect. Monitor and debug workflows, deployments, and automatio…
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| 39195 |
Enables AI assistants to search, filter, and analyze Microsoft events (conferen…
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| 39196 |
splitwise-mcp
Claim
Splitwise expense and group management for Claude — shared expenses, settle up,…
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| 39197 |
NovelAI MCP Server
Claim
Enables AI assistants to generate images using NovelAI, supporting text-to-imag…
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| 39198 |
Enables Claude Code to browse, create, edit, and publish Pulse workflows by exp…
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| 39199 |
An MCP server that provides web search and semantic reranking capabilities usin…
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| 39200 |
A framework that supports stdio, streamable HTTP, and SSE protocols for MCP ser…
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