MCP Server Quality Scores
Independent quality analysis of 69313 public MCP servers
Last updated 9 hours, 31 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 43201 |
Claude-Code MCP Runner
Claim
This MCP server enables remote control and management of Claude Code agents, al…
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| 43202 |
PTY Debug MCP Server
Claim
Enables spawning, interacting with, and capturing screen output from terminal-b…
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| 43203 |
MCP Network Tools
Claim
A secure MCP server for network diagnostics, providing tools like ping, tracero…
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| 43204 |
postgresdb-mcp
Claim
Enables AI assistants to interact with PostgreSQL databases, providing tools fo…
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| 43205 |
agenda-intelligence-md
Claim
Auditable strategic-risk memos for AI agents — sanctions, regulatory, geopoliti…
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| 43206 |
Cisco SD-WAN MCP Server
Claim
Enables natural language automation of Cisco SD-WAN vManage, including device m…
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| 43207 |
Automates Microsoft Excel spreadsheet creation and editing via MCP tools for an…
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| 43208 |
Korea Stats MCP
Claim
Enables natural language querying of Korean statistical data from KOSIS, includ…
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| 43209 |
Provides over 300 medical calculator tools for AI assistants, supporting eviden…
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| 43210 |
KubeWhisper
Claim
An AI-DevOps MCP server that gives LLMs read-only-by-default access to Kubernet…
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| 43211 |
Gemini Image MCP Server
Claim
Enables image generation and prompt enhancement within Claude.ai by leveraging …
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| 43212 |
mcpvault
Claim
Local, encrypted credential vault for AI agents that enables secure multi-accou…
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| 43213 |
whitelabel-fleet-mcp
Claim
Exposes file, shell, git, and memory tools from a host Mac to remote Claude cli…
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| 43214 |
MCP Atlassian Server
Claim
Enables AI assistants to interact with Atlassian Jira and Confluence, supportin…
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| 43215 |
snmp-mcp
Claim
An MCP server that wraps the IETF SNMP standard so AI agents can poll any SNMP-…
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| 43216 |
sentry-mcp-server
Claim
MCP server for Sentry — error tracking, issues, releases, events, and projects …
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| 43217 |
Airbrowser
Claim
Open-source browser automation API with anti-detection for AI agents, web scrap…
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| 43218 |
smishing-stop-mcp
Claim
Analyzes suspicious messages to detect smishing, messenger phishing, and voice …
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| 43219 |
Cassini Mission Plan MCP
Claim
Enables querying of the Cassini-Huygens mission dataset with tools for listing,…
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| 43220 |
scpr
Claim
A web scraping CLI tool that converts web pages to markdown and also runs as an…
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| 43221 |
aik-mcp
Claim
Enables AI agents to discover, read, search, and install Markdown-based knowled…
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| 43222 |
LinkedIn Post MCP
Claim
An MCP server that lets you publish posts to your LinkedIn profile using the of…
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| 43223 |
claude-code-traceparent
Claim
Echo tool MCP server that extracts and logs W3C Trace Context from requests to …
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| 43224 |
An MCP server that gives AI assistants structured access to App Store Connect d…
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| 43225 |
Paper Reader MCP
Claim
Enables searching arXiv papers and retrieving full paper content as Markdown, w…
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| 43226 |
mcp-Docuplete
Claim
Docuplete automates document completion for businesses — PDF templates, client …
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| 43227 |
bag-epl-mcp
Claim
Enables natural language queries about Swiss mandatory health insurance coverag…
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| 43228 |
mcp-veggie
Claim
Enables tracking of weekly vegetable box deliveries, translating Danish produce…
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| 43229 |
confluence-mcp-server
Claim
Integrates Confluence with Claude Desktop, enabling natural language search, co…
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| 43230 |
mcp-eu-compliance
Claim
MCP server for EU compliance grounding (GDPR, AI Act, DORA, NIS2, eIDAS 2.0, CR…
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| 43231 |
ssh-alias-mcp
Claim
Enables AI agents to SSH into Linux servers, run commands, deploy code, and man…
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| 43232 |
Aki
Claim
Aki is a local stdio MCP server that gives AI coding assistants durable project…
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| 43233 |
A universal MCP server that runs creative sub-agents (chapter writer, auditor, …
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| 43234 |
An MCP server that provides persistent memory and context management across ses…
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| 43235 |
Apptics MCP Server
Claim
Provides tools to query Zoho Apptics analytics data (crashes, devices, etc.) an…
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| 43236 |
mnemo
Claim
Enables AI agents to have persistent, self-managing memory with bi-temporal sup…
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| 43237 |
waste-for-agents
Claim
MCP server that silently monitors state changes in structured data sources (e.g…
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| 43238 |
@yawlabs/aws-mcp
Claim
A small AWS MCP for AI assistants: one server, one config entry, SSO re-auth ba…
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| 43239 |
MCP Knowledge Service
Claim
Enables semantic search and management of development knowledge including globa…
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| 43240 |
XMemo
Claim
XMemo is a secure, user-owned memory substrate and context engine for AI agents…
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| 43241 |
mcp-server
Claim
Production-ready TypeScript MCP server exposing utility, GitHub, and Microsoft …
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| 43242 |
naver-works-mail-mcp
Claim
Enables reading and sending Naver Works emails (Korean business email service) …
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| 43243 |
minecraft-schematic-lab
Claim
Enables building and previewing Minecraft schematics from natural language desc…
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| 43244 |
MSG - MCP Swarm Gateway
Claim
Turns web-based AIs into full-powered agents with local PC access, 33 tools acr…
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| 43245 |
@calmesh/mcp-server
Claim
MCP server that connects AI agents to calendars, bookings, and scheduling polls…
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| 43246 |
Tenzir MCP Server
Claim
An MCP server that enables AI assistants to interact with Tenzir, a data pipeli…
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| 43247 |
aria-mcp-drivetime-dk
Claim
Computes car driving time, distance, and 'leave by' time between places in Denm…
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| 43248 |
SlimWeb Client MCP
Claim
Consumer-side MCP server for Webless storefront operations, enabling catalog br…
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| 43249 |
PostgreSQL MCP Server
Claim
Exposes PostgreSQL database operations as tools for AI assistants, allowing exe…
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| 43250 |
proxmox-mcps
Claim
Enables AI assistants to manage Proxmox VE infrastructure, including VMs, conta…
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