MCP Server Quality Scores
Independent quality analysis of 69070 public MCP servers
Last updated 1 hour, 56 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 60201 |
COBOL Bridge MCP
Claim
AI-assisted COBOL to modern stack bridge that parses COBOL programs, maps to Py…
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| 60202 |
codenames-mcp-server
Claim
Enables playing the board game Codenames cooperatively with an AI spymaster (Cl…
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| 60203 |
21st.dev Magic AI Agent
Claim
A powerful AI-driven tool that helps developers create beautiful, modern UI com…
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| 60204 |
sonu-davinceResolve-mcp
Claim
An MCP server that connects LLMs (Ollama, OpenAI, Anthropic) with desktop autom…
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| 60205 |
EightyAndSunny
Claim
A weather-reactive MCP server that renders rich Open-Meteo weather widgets and …
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| 60206 |
freebox-mcp
Claim
A spec-driven MCP server that exposes the entire Freebox OS API as ~230 MCP too…
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| 60207 |
cic-mcp-session
Claim
Stores and serves a single conversation/session context for CIC agents, providi…
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| 60208 |
Trip Tracker MCP Server
Claim
A Model Context Protocol (MCP) server that provides access to a trip tracking S…
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| 60209 |
ksef-mcp
Claim
Enables AI assistants to interact with the Polish National e-Invoice System (KS…
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| 60210 |
gitlab-duo-mcp-bridge
Claim
Wraps GitLab Duo CLI as an MCP tool for code review, enabling agents to get str…
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| 60211 |
hermes-local-agent-lanes
Claim
Provides safe local-model MCP support tools (summarization, classification, cri…
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| 60212 |
ChinaRxiv MCP Server
Claim
Provides tools to search and retrieve papers, metadata, full text, figures, and…
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| 60213 |
Study Database MCP
Claim
An MCP server that provides deterministic math computation (numeric, symbolic, …
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| 60214 |
mcp-server-check
Claim
An MCP server that provides 263 tools for managing payroll operations including…
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| 60215 |
Todo MCP Server
Claim
This MCP server provides tools to manage a todo list with CRUD operations, enab…
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| 60216 |
MCP Feedback Enhanced
Claim
Establishes feedback-oriented development workflows with Web UI and desktop app…
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| 60217 |
hypermnesia
Claim
A semantic memory store for AI agents, enabling persistent memory across sessio…
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| 60218 |
kuik-fileshare-mcp
Claim
Enables KUIK Agent to access on-premise SMB/CIFS shares on a Windows Server usi…
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| 60219 |
CTRL
Claim
Visual DeFi workflow automation on Base + Ethereum mainnet.
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| 60220 |
playwright-mcp-server
Claim
A fully local MCP server for browser automation using Playwright, providing 25 …
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| 60221 |
mcp-server-template
Claim
A TypeScript template for building MCP servers with reusable infrastructure inc…
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| 60222 |
a2a-demos
Claim
Demo agents showcasing CapiscIO Agent Guard and MCP Guard — trust badges, ident…
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| 60223 |
Cisco Meraki MCP Server
Claim
Enables intelligent troubleshooting, monitoring, and configuration of Cisco Mer…
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| 60224 |
eu-ai-act-compliance-mcp
Claim
EU AI Act compliance for AI agents. 410 articles from EUR-Lex via FTS5 search. …
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| 60225 |
Game Logs MCP Server
Claim
Retrieves game logs from the Lumigame platform, including recent logs and sign-…
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| 60226 |
elevenlabs-mcp
Claim
A full-featured MCP server for the ElevenLabs API that brings text-to-speech, s…
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| 60227 |
memora-mcp
Claim
Provides persistent, semantic, cross-session memory for coding agents, backed b…
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| 60228 |
Prisme.ai MCP Plugin
Claim
Provides Prisme.ai tools for workspaces, automations, apps, events, files, AI K…
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| 60229 |
cc-tap
Claim
An MCP server that bridges Claude Desktop and Claude Code by letting Desktop re…
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| 60230 |
Provides persistent, Markdown-based memory for Kimi Code CLI, enabling cross-se…
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| 60231 |
rhino-mcp
Claim
Enables Claude to drive Rhino 8 and Grasshopper for geometry creation, manipula…
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| 60232 |
gridfinity-mcp
Claim
Turns natural-language requests into printable Gridfinity STL/STEP files for bi…
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| 60233 |
regulatory
Claim
Live US federal and state regulatory changes and grant programs, every result c…
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| 60234 |
Workspace MCP Server
Claim
Enables AI agents to query MongoDB databases and project management REST APIs t…
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| 60235 |
agent-webhook
Claim
A webhook management and delivery service with MCP tools for endpoints, deliver…
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| 60236 |
lighter-mcp
Claim
A portable MCP server that exposes Lighter trading to any MCP-capable agent wit…
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| 60237 |
wechat-mcp
Claim
An MCP server for sending and receiving WeChat messages, built on Tencent's iLi…
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| 60238 |
蓝马甲陪护者护航 MCP
Claim
为安宁疗护陪护志愿者提供一站式工具,粘贴群聊对话即可自动识别场景,生成标准化安抚话术和后续陪护行动建议。
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| 60239 |
InvoiceNinja MCP Server
Claim
Enables read-only access to InvoiceNinja data, including invoices, expenses, cl…
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| 60240 |
Enables querying MongoDB collections from the Drivio application using Mongoose…
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| 60241 |
EduPilot
Claim
A multi-agent AI tutor that delivers personalized lessons, resolves doubts with…
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| 60242 |
USAspending MCP Server
Claim
Read-only MCP server for exploring US federal spending data via the USAspending…
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| 60243 |
Rundeck MCP Server
Claim
Enables AI-driven interaction with Rundeck via CLI for managing jobs, execution…
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| 60244 |
abstract-backend-mcp
Claim
Reusable MCP server for Python backend development with FastAPI, MongoDB, and S…
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| 60245 |
Honeypot MCP Server
Claim
Enables querying a honeypot threat-intelligence database via natural language t…
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| 60246 |
OzBridge
Claim
Bridges Warp's Oz coding agent to any IDE or MCP client (Claude Code, Cursor, C…
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| 60247 |
mcp-server-fxmacrodata
Claim
Provides access to macroeconomic indicators, FX rates, COT data, commodities, a…
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| 60248 |
cor-mcp
Claim
Enables AI assistants to manage COR project management platform resources like …
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| 60249 |
Stables MCP Server
Claim
Enables AI agents to manage stablecoin payments including customer management, …
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| 60250 |
Quantum ADS MCP
Claim
A sovereign Google marketing-agency control plane over the Model Context Protoc…
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