MCP Server Quality Scores
Independent quality analysis of 46053 public MCP servers
Last updated 1 hour, 55 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 45901 |
A2A Governance Bridge MCP server. Tools: verify agent compliance, authorize a2a…
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| 45902 |
Kakao Map MCP Server
Claim
Provides location-based place recommendations in South Korea using the Kakao Ma…
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| 45903 |
Cartorio Certidao
Claim
MCP server para gerenciamento de certidoes de cartorio via IA.
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| 45904 |
origin-MCP
Claim
Enables AI assistants to control Origin 2025b for scientific plotting via natur…
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| 45905 |
Artemis MCP Server
Claim
Enables interaction with the Artemis API to retrieve and analyze cryptocurrency…
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| 45906 |
principia-mcp
Claim
Enables Claude to access and search a local Zotero library by querying metadata…
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| 45907 |
Enables Claude Desktop to interact with the VeChain blockchain through natural …
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| 45908 |
MCP server for AI-powered image recognition and description using OpenAI vision…
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| 45909 |
Introducing PQS: The Fastest Way to Get Better Output From Any AI Model. Score …
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| 45910 |
hn-tech-signal-mcp
Claim
Aggregates tech and AI signals from HackerNews, arXiv, Lobste.rs, and GitHub in…
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| 45911 |
DSers MCP Product
Claim
An MCP server that automates importing products from AliExpress, Alibaba, and A…
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| 45912 |
An MCP server that delivers various joke types (Chuck Norris, Dad jokes, etc.) …
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| 45913 |
Memory Vault
Claim
Local-first AI memory layer with hybrid search. Postgres + pgvector. Self-hoste…
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| 45914 |
second-brain MCP
Claim
Self-maintaining knowledge vault: figure-level search, auto-wikilinks, and memo…
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| 45915 |
ADB MCP Server
Claim
A MCP server that enables AI assistants to control Android devices via ADB, sup…
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| 45916 |
taxformatter
Claim
Parse crypto CSVs and bank PDFs into clean transaction data for Koinly, TurboTa…
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| 45917 |
Fast, local VM orchestration (QEMU/KVM) with native MCP support for autonomous …
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| 45918 |
dominion-observatory
Claim
Behavioral trust scoring for MCP servers and AI agents. Live registry tracking …
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| 45919 |
connectwise-manage-mcp
Claim
An MCP server for ConnectWise Manage PSA, enabling management of tickets, proje…
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| 45920 |
Gmail MCP Server
Claim
A Model Context Protocol server for Gmail that lets AI assistants read, send, s…
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| 45921 |
intruder-io
Claim
test
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| 45922 |
pyspark-mcp
Claim
SQL to PySpark conversion, AWS Glue job generation, and Spark code optimization.
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| 45923 |
tenderapi-mcp
Claim
MCP server for French (BOAMP) + EU (TED) public procurement data via TenderAPI.
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| 45924 |
pronote-mcp
Claim
A local MCP server that exposes Pronote (French school management system) data …
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| 45925 |
marketing-analytics-ai-mcp MCP server by MEOK AI Labs
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| 45926 |
Flux MCP Server
Claim
Enables AI agents to create, update, list, and delete tasks on a Kanban board v…
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| 45927 |
log-mcp-server
Claim
A log analysis MCP server that enables tailing, searching, filtering, and summa…
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| 45928 |
MySQL MCP Server
Claim
Read-only access to MySQL databases with query sanitization, Cloud SQL Proxy su…
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| 45929 |
samsung-health-mcp
Claim
Unofficial local-first MCP server for Samsung Health personal-data CSV/ZIP expo…
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| 45930 |
oci-mcp-server
Claim
Enables natural-language access to Oracle Cloud Infrastructure resources, allow…
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| 45931 |
Enables AI assistants to interact with humans through GUI dialogs for text inpu…
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| 45932 |
Novu MCP Server
Claim
Enables AI agents to interact with Novu's notification infrastructure, supporti…
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| 45933 |
Grafana FastMCP Server
Claim
Enables MCP-compatible agents to interact with Grafana instances for searching,…
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| 45934 |
MCP Weather Service
Claim
A weather service built using Model-Context-Protocol (MCP) that provides curren…
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| 45935 |
fichapao-mcp-server
Claim
MCP server for managing bakery recipe technical sheets with Postgres. Enables A…
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| 45936 |
Claude MCP Starter
Claim
A production-ready MCP server template with built-in tools for file search, web…
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| 45937 |
nima-career-mcp
Claim
Exposes Nima Karami's curated, public-safe career history. Allows AI to select …
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| 45938 |
OpenAI Ads MCP Server
Claim
An MCP server that exposes the ChatGPT Ads API as tools an LLM host can call.
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| 45939 |
mcp-server-demo
Claim
Example MCP server built with FastMCP, demonstrating tools, resources, and prom…
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| 45940 |
A simple program that helps you connect to many PostgreSQL databases at once, p…
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| 45941 |
DrissionPage-MCP-Server
Claim
基于 DrissionPage 的模型上下文协议 (MCP) 服务,为 AI 助手提供强大的浏览器自动化能力。
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| 45942 |
mcp-pr-reviewer
Claim
Analyzes GitHub Pull Requests using AI via MCP, providing detailed feedback and…
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| 45943 |
WebsiteOps MCP Server
Claim
Bridges AI coding assistants with website codebases, local git repositories, an…
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| 45944 |
Indico MCP Server
Claim
Provides access to CERN Indico public events, enabling search, retrieval of eve…
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| 45945 |
knowledge-to-action-mcp
Claim
Turn Obsidian notes into agent-ready context, preview-only plans, and safe repo…
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| 45946 |
Grants Gov
Claim
Grants.gov MCP — open federal grant opportunities (free, no auth)
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| 45947 |
A framework that supports stdio, streamable HTTP, and SSE protocols for MCP ser…
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| 45948 |
Automated MCP server that listens for Hugging Face discussion comments, extract…
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| 45949 |
LangSearch MCP Server
Claim
Provides access to LangSearch's Web Search and Semantic Rerank APIs for AI assi…
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| 45950 |
ContextualAgentRulesHub
Claim
MCP server for storing and retrieving context-specific agent rules, enabling AI…
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