MCP Server Quality Scores
Independent quality analysis of 64636 public MCP servers
Last updated 6 hours, 33 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 37501 |
otto
Claim
Enables AI agents to operate a local financial terminal, including market data,…
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| 37502 |
stripe-billing-mcp
Claim
stripe-billing-mcp MCP server by MEOK AI Labs
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| 37503 |
frankiefin
Claim
Enables identity verification by checking name, address, and date of birth agai…
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| 37504 |
mcp-ddg-research
Claim
Lightweight MCP server for DuckDuckGo search with HTML fallback, safe webpage f…
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| 37505 |
CodeAgent MCP
Claim
An autonomous code-reasoning agent that parses repositories using tree-sitter, …
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| 37506 |
proxmox-mcp
Claim
Provides tools to manage Proxmox VE clusters via Claude Code, enabling listing …
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| 37507 |
minimal-mcp-web-search
Claim
Provides local LLMs with web search and page fetching capabilities via MCP, wit…
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| 37508 |
archilles
Claim
Enables semantic search over local Calibre libraries via MCP, allowing AI assis…
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| 37509 |
kci-openapi-mcp
Claim
Enables searching and harvesting Korean Citation Index literature, citation ind…
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| 37510 |
Enables AI-driven customer support ticket processing, including classification,…
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| 37511 |
raze
Claim
Raze is an MCP server that integrates with AI assistants to analyze, validate, …
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| 37512 |
thinkneo-control-plane
Claim
Enterprise AI governance layer for spend tracking, runtime guardrails, policy e…
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| 37513 |
gpt-image-2-mcp
Claim
Exposes OpenAI's gpt-image-2 (image generation and editing) as an MCP server fo…
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| 37514 |
Infinite Context Keeper
Claim
MCP server providing context usage estimation, conversation compaction, and dur…
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| 37515 |
FusionReactor MCP Server
Claim
Enables AI assistants to query FusionReactor Cloud metrics, logs, and alerts vi…
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| 37516 |
AGI Cognitive MCP Server
Claim
Provides programmatic access to causal discovery, topological data analysis, Ga…
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| 37517 |
ccfolia-mcp-workers
Claim
A Cloudflare Workers MCP server for the TRPG online session tool ccfolia, enabl…
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| 37518 |
coldsend-mcp
Claim
AI-native cold email campaign management via Model Context Protocol.
## What Y…
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| 37519 |
A Model Context Protocol server that provides tools for interacting with databa…
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| 37520 |
Oura MCP
Claim
Local-first MCP server that connects AI agents to your Oura Ring readiness, sle…
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| 37521 |
semantic-kinematics-mcp
Claim
Embedding space analysis toolkit that measures semantic drift, traces trajector…
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| 37522 |
data247
Claim
Phone carrier lookup, append, verification, DNC, and fraud data services.
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| 37523 |
Civitai MCP Server
Claim
Enables AI agents to fully interact with the Civitai platform, including browsi…
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| 37524 |
kifrs-mcp-server
Claim
Enables querying K-IFRS and K-GAAP accounting standards from kifrs.com through …
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| 37525 |
Reminder MCP Server
Claim
Provides AI assistants with reliable reminders, persistent memory, task trackin…
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| 37526 |
codesight
Claim
Provides 13 MCP tools for codebase analysis, wiki generation, and knowledge map…
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| 37527 |
vaibhav-mcp
Claim
Sends Vaibhav Patil's resume via email using SMTP.
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| 37528 |
fidelity-mcp
Claim
Enables AI agents to read balances, positions, and transaction history, and pla…
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| 37529 |
expense-tracker
Claim
Manages personal expenses through natural language with tools for adding, updat…
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| 37530 |
GitHub MCP Server
Claim
Enables AI agents to interact with GitHub repositories, issues, pull requests, …
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| 37531 |
Kitsu MCP Server
Claim
Enables LLMs to interact with Kitsu production tracker via its Zou API, providi…
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| 37532 |
Enables use of the ChatGPT macOS app through the MCP protocol.
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| 37533 |
bamboohr-mcp
Claim
A read-only MCP server for BambooHR that enables safe AI assistant access to em…
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| 37534 |
asdasdasdasdasdds
Claim
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| 37535 |
MCP server for playing a submarine (Battleship-style) game against an AI, with …
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| 37536 |
Point MCP Server
Claim
MCP server for the Point Knowledge API that enables AI coding assistants to sea…
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| 37537 |
mcp-telegram
Claim
A Telegram MCP server that connects agents to a real Telegram user account via …
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| 37538 |
Provides breaking changes analysis for libraries across multiple languages, ena…
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| 37539 |
arc-lite-mcp
Claim
A lightweight MCP server to control Arc Browser on macOS, optimized for fronten…
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| 37540 |
Provides deterministic conversion between YAML and JSON formats, enabling auton…
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| 37541 |
ie-mcp
Claim
Enables LLMs to drive Edge in IE mode for automating legacy IE-only web applica…
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| 37542 |
mnemonic
Claim
MCP server for on-device hybrid search over markdown knowledge bases, combining…
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| 37543 |
AiderMCP
Claim
Enables AI-powered code editing and development tasks through natural language …
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| 37544 |
WHOOP MCP Server
Claim
Exposes WHOOP recovery, sleep, strain, and workout metrics to MCP-compatible AI…
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| 37545 |
Hammer MCP
Claim
Enables generating CAD files through DXF drafting and OpenSCAD operations, with…
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| 37546 |
DongneSOS MCP
Claim
Helps users prepare Korean neighborhood inconvenience reports by classifying is…
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| 37547 |
Validates JSON payloads against JSON Schema deterministically, providing precis…
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| 37548 |
Caduceus Memory MCP
Claim
A local shared-memory MCP server for Claude, Codex, Hermes, and other MCP-aware…
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| 37549 |
retail-price-tracker-mcp
Claim
Enables tracking retail product prices, checking price history, and managing tr…
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| 37550 |
Guardia MCP Server
Claim
A production Model Context Protocol (MCP) server with 70+ tools, OAuth 2.1 auth…
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