MCP Server Quality Scores
Independent quality analysis of 57357 public MCP servers
Last updated 29 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 55201 |
Classroom Suite MCP
Claim
Unified MCP server for Google Classroom, Drive, and Docs, enabling AI assistant…
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| 55202 |
Fetches GitHub PR comments and intelligently applies fixes directly in workspac…
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| 55203 |
obsidian-mcp-router
Claim
Routes Claude MCP tool calls to multiple Obsidian vaults (local or remote) via …
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| 55204 |
Magni MCP Server
Claim
Enables AI-powered browser automation and test development within the Magni aut…
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| 55205 |
Provides MCP-callable workflow rails for agents, enabling bounded work executio…
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| 55206 |
Library Access MCP
Claim
Enables AI assistants to access authenticated academic databases via browser se…
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| 55207 |
sargel
Claim
Lets AI agents visually inspect web elements, test CSS edits in real-time, and …
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| 55208 |
mcp-sonarcloud
Claim
Enables interaction with SonarCloud projects, issues, quality gates, and securi…
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| 55209 |
MCP Playlist Generator
Claim
Generates .m3u playlists on the user's PC based on their current mood or theme,…
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| 55210 |
ds-mcp-server
Claim
Test prompts by instantly reflecting your message back. Validate formatting and…
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| 55211 |
Jedox MCP Server
Claim
Local MCP server for the Jedox OLAP platform enabling LLM clients to interact w…
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| 55212 |
An MCP server that exposes Prof. Null, an uncensored cybersecurity professor, a…
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| 55213 |
Math MCP Server
Claim
A Python-based MCP server providing mathematical computation tools and plotting…
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| 55214 |
CloudChampion MCP Server
Claim
MCP server to query Cloud Champion's training catalog. Enables AI agents to sea…
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| 55215 |
@flexpa/mcp-fhir
Claim
Enables interaction with FHIR servers to access, search, and manage FHIR resour…
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| 55216 |
全球海关贸易数据 MCP
Claim
提供全球238个国家/地区的进出口贸易数据查询,支持按企业名称、产品关键字、HS编码等多维度联合搜索。
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| 55217 |
Claude Memory MCP Server
Claim
A persistent memory system for Claude using LanceDB, enabling semantic search, …
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| 55218 |
Vaultak
Claim
Runtime security for AI agents. Score your agent's risk level across 5 dimensio…
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| 55219 |
candice-ai
Claim
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| 55220 |
test
Claim
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| 55221 |
defillama-mcp
Claim
DefiLlama DeFi data: chain/protocol TVL, yields, stablecoins, token prices. No …
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| 55222 |
An MCP server implementation that integrates with Backlog API, enabling project…
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| 55223 |
memoire
Claim
Design system MCP server. 20 tools: extract design tokens from any URL, pull fr…
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| 55224 |
Fantasy Gamebook Engine
Claim
An MCP server that provides 18 tools for dice rolling, luck tests, character ma…
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| 55225 |
PM-Skills MCP
Claim
MCP server exposing 40 best-practice product management skills plus workflows a…
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| 55226 |
ebenova-reddit-monitor
Claim
Monitor Reddit and Nairaland for product keywords with AI drafts.
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| 55227 |
affinity-mcp-bridge
Claim
Bridges MCP clients to Affinity by Canva's local MCP server, exposing tools for…
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| 55228 |
gemini-nano-banana-mcp
Claim
MCP server that enables Claude Code to generate images using Google's Gemini im…
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| 55229 |
hermes-mcp-server
Claim
Bridges MCP-compatible AI clients to over 100 Hermes Agent skills for web brows…
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| 55230 |
gemini-cli-mcp-slim
Claim
Thin MCP server wrapping the Gemini CLI for AI assistants, supporting workspace…
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| 55231 |
Enables managing recipes via a web UI and MCP tools, allowing retrieval and sav…
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| 55232 |
map-mcp
Claim
Enables AI agents to perceive and control a live MapLibre GL map over MCP, allo…
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| 55233 |
cmux-mcp
Claim
MCP server wrapping the cmux CLI to let agents control terminal panes, workspac…
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| 55234 |
Enables running multiple isolated browser sessions simultaneously and importing…
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| 55235 |
Early MCP Server
Claim
A Model Context Protocol server for the Early time tracking API, enabling natur…
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| 55236 |
mappls-mcp
Claim
MCP server for Mappls (MapMyIndia) — India-first maps API for AI agents
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| 55237 |
SteadyFetch
Claim
Provides AI agents with reliable web fetching capabilities, handling retries, c…
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| 55238 |
Search MCP Server
Claim
A Node.js MCP server providing browser search and web page access capabilities,…
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| 55239 |
nd-quirks
Claim
An MCP Server that leverages notes written in Markdown, tailored for developing…
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| 55240 |
umbra
Claim
Stealth Chrome MCP server for AI agents providing 77 tools, perfect bot detecti…
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| 55241 |
Harvest MCP Server
Claim
Connect your AI assistant to Harvest time tracking. Query time entries, analyze…
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| 55242 |
mcp-outline
Claim
A Model Context Protocol server for interacting with Outline document managemen…
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| 55243 |
vibeops
Claim
Enables agents to read and drive a local-first Kanban board for issue tracking,…
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| 55244 |
Enables LLMs to analyze images, videos, audio, and text files for AI-generated …
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| 55245 |
anaplan-user-mcp
Claim
A read-only MCP server for Anaplan that exposes 5 tools for business users to e…
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| 55246 |
effect-mcp
Claim
A Model Context Protocol server that provides real-time access to Effect ecosys…
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| 55247 |
nano-banana-mcp
Claim
MCP server that generates images using Gemini 3 Pro Image on Vertex AI, with su…
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| 55248 |
First-party funnel, rage-click, checkout, A/B test, and page-speed CRO intellig…
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| 55249 |
A remote MCP server that lets you analyze HTTP request logs and WAF/Firewall ev…
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| 55250 |
MCP Docs Server
Claim
A centralized MCP server for internal technical documentation that integrates w…
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