MCP Server Quality Scores
Independent quality analysis of 64698 public MCP servers
Last updated 3 hours, 9 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 34201 |
Marrow
Claim
Marrow is a persistent multi-project memory backend that provides AI agents wit…
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| 34202 |
Generate production-ready Product Requirement Documents with full AINative plat…
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| 34203 |
CodeCartographer
Claim
Evidence-backed reverse engineering and human-gated software planning for Pi an…
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| 34204 |
zxoar
Claim
Agent-first trading on the ZXOAR launchpad (Uniswap V4): scan, vet, guarded buy…
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| 34205 |
psychosynth
Claim
Psychometric data marketplace: Big Five profiles, cognitive biases & behavioral…
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| 34206 |
mcp-file-oper
Claim
file operation
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| 34207 |
Close API
Claim
Walk, bike, and transit travel times from every US census block to nearby ameni…
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| 34208 |
Basecamp 2 MCP
Claim
Connects AI assistants to the Basecamp 2 API, enabling management of projects, …
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| 34209 |
alpine-mcp
Claim
Provides the complete Alpine.js documentation as resources, enabling AI assista…
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| 34210 |
SharePoint-Cleyrop MCP
Claim
Enables users to access SharePoint files via Microsoft Graph and transfer them …
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| 34211 |
Provides AI assistants with comprehensive, precise BigCommerce developer docume…
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| 34212 |
bitbucket-mcp
Claim
A Model Context Protocol server for Bitbucket Cloud that lets agents read pull …
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| 34213 |
Homespun
Claim
Hand a human a rich interactive UI by URL and get structured data back, from an…
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| 34214 |
claude-oracle-mcp
Claim
An MCP server for discovering Claude Code skills, plugins, and MCP servers by s…
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| 34215 |
monocle
Claim
Gives AI agents the ability to interact with iOS simulators through 21+ tools f…
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| 34216 |
React Native MCP Server
Claim
Enables automation and monitoring of React Native apps by providing tools to ta…
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| 34217 |
apple-music
Claim
Enables control of Apple Music on macOS, including playback, track info, volume…
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| 34218 |
gns3-mcp
Claim
Enables AI agents to control GNS3 network emulation labs. Supports building top…
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| 34219 |
FreshRSS Agent
Claim
MCP server for FreshRSS RSS reader enabling feed reading, subscription manageme…
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| 34220 |
mcp_oi_assistant
Claim
A secure MCP server for competitive programming that compiles, runs, and tests …
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| 34221 |
Claude Chrome MCP
Claim
Enables browser automation through the Claude Chrome Extension, allowing agents…
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| 34222 |
MCP Knowledge Viz
Claim
Enables storage and semantic search of facts, and interactive 3D visualization …
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| 34223 |
qnexus-mcp
Claim
MCP server for Quantinuum Nexus, wrapping the qnexus SDK. Not affiliated with Q…
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| 34224 |
Public read-only MCP HTTP gateway for the Solapur software developers registry.
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| 34225 |
Meals MCP Server
Claim
MCP server for discovering and retrieving meal recipes from TheMealDB API, enab…
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| 34226 |
server-employee
Claim
Enables querying employment rates by sector (agriculture, industry, services) f…
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| 34227 |
canvas3d-mcp
Claim
Enables AI agents to create, render, and validate 3D scenes, 2D art, and games …
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| 34228 |
studiosphere-pulse-mcp
Claim
Privacy-first audio intelligence: BPM, key, waveform. Audio never stored. Pay p…
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| 34229 |
SuperInstance MCP Server
Claim
Enables Claude Code to query and control the SuperInstance fleet, including fle…
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| 34230 |
Deploy to Agents
Claim
Audit agent-distribution surfaces and create an evidence-based distribution pla…
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| 34231 |
marketplace
Claim
Search and discover credentialed operational systems on the GallanDigital marke…
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| 34232 |
mcp-server
Claim
Elixium AI — XP-native agile platform. TDD-gated stories, team decisions, learn…
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| 34233 |
misakanet
Claim
Agent failure memory network. Search 235+ verified debugging lessons from real …
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| 34234 |
ContextBridge
Claim
Local-first code retrieval for AI agents — cuts codebase context from thousands…
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| 34235 |
mcp_flutter
Claim
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| 34236 |
MCP server for GPT-4o Image model line, enabling text-to-image task creation, s…
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| 34237 |
Unified MCP server for Ignite UI — documentation, API, and CLI scaffolding
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| 34238 |
BlenderMCP
Claim
Connects Blender to Claude AI and Cursor via MCP, enabling 3D modeling and scen…
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| 34239 |
ppk2-mcp
Claim
MCP server for Nordic Semiconductor's Power Profiler Kit II (PPK2), enabling cu…
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| 34240 |
MCP UJI Academic Server
Claim
Enables querying academic data from Universitat Jaume I, including subjects, de…
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| 34241 |
mcp-server-rt
Claim
Connects AI assistants to a Request Tracker (RT) instance, enabling natural lan…
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| 34242 |
@yawlabs/postgres-mcp
Claim
Query and manage PostgreSQL databases from Claude Code, Cursor, and any MCP cli…
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| 34243 |
strajkpolski-mcp
Claim
Verified Polish open data for AI agents: debt, budget, 460 MPs, votings, judici…
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| 34244 |
SlideMaster
Claim
Create AI presentation videos with slides, narration, TTS audio, and MP4 export…
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| 34245 |
yieldagentx402
Claim
Policy-gated x402 MCP for agent workflows with TEE receipts, 18 tools, and no c…
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| 34246 |
Django ORM Lens
Claim
Static-analysis MCP server for Django models. 5 read-only tools. No DB, no boot…
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| 34247 |
kitepass-mcp
Claim
Enables LLMs to query Kite Passport user info, sessions, wallet balance, and ba…
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| 34248 |
macos-mcp-tools
Claim
A collection of MCP servers for Apple macOS apps (Mail, Contacts, Notes, Memory…
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| 34249 |
meican-mcp
Claim
美餐MCP服务器,支持查询餐次、餐厅、菜单和订单,以及下单和取消订单操作。
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| 34250 |
MCP Panel
Claim
AI-powered CAD design copilot for acoustic products (splitter silencers and str…
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