MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 32 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 48101 |
wg21-wiki-mcp
Claim
A local MCP server that gives an LLM agent read access to the WG21 (ISO C++) co…
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| 48102 |
@ratel-ai/mcp-server
Claim
Exposes a Ratel tool catalog over MCP with two tools (search_tools and invoke_t…
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| 48103 |
Enables fetching HuggingFace daily papers for today, yesterday, or a specific d…
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| 48104 |
Foggy Data MCP Bridge
Claim
A semantic layer query engine with MCP support, enabling AI assistants to query…
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| 48105 |
pdf-toolkit-mcp
Claim
A comprehensive MCP server with 37 tools for PDF operations including reading, …
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| 48106 |
Memory MCP Server
Claim
Enables agents to maintain persistent memory through three-tiered architecture:…
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| 48107 |
mcp-github
Claim
MCP server for the GitHub REST API that enables interaction with repositories, …
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| 48108 |
Assists AI coding agents in understanding and implementing UTCP by providing do…
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| 48109 |
mcp-seo
Claim
Enables AI agents to perform comprehensive SEO audits on web pages, including m…
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| 48110 |
MCP BACEN
Claim
Provides tools to query Brazilian Central Bank public data, including SGS time …
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| 48111 |
context7-smithery-ai2
Claim
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| 48112 |
avalanche-org-mcp-server
Claim
Enables LLMs to query current and historic avalanche danger ratings by location…
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| 48113 |
fakturka-api
Claim
Free Polish VAT invoice generator API (Faktura VAT) with PDF output and preview…
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| 48114 |
Local-MCP-server
Claim
Enables tool-calling LLMs to search the internet, capture website images, extra…
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| 48115 |
zesarux-mcp
Claim
Controls the ZEsarUX ZX Spectrum emulator via ZRCP protocol for debugging, memo…
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| 48116 |
datadog-mcp
Claim
Retrieves logs from Datadog for a specified Kubernetes cluster and namespace, e…
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| 48117 |
agent-guild
Claim
Free self-serve Agent Passports for AI agents: signed, portable, offline-verifi…
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| 48118 |
mcp-odoo-fintech
Claim
Connects Claude Desktop to Odoo ERP via JSON-2 API for searching invoices, crea…
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| 48119 |
Edge DevTools MCP
Claim
Enables control of Microsoft Edge browser via the DevTools protocol, supporting…
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| 48120 |
A Python MCP server that lets you manage Microsoft Fabric through natural langu…
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| 48121 |
Yahoo Finance MCP Server
Claim
Real-time stock market data for Claude Desktop and any MCP-compatible client, p…
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| 48122 |
Dell Unity MCP Server
Claim
An MCP server for Dell Unity storage arrays that automatically generates tools …
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| 48123 |
Switzerland payments for AI agents — TWINT via Stripe. Never holds funds.
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| 48124 |
dnsdumpster
Claim
A Model Context Protocol (MCP) server for interacting with the DNSDumpster API,…
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| 48125 |
schoology-mcp
Claim
An MCP server that automates login to PAUSD Schoology via ClassLink and provide…
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| 48126 |
KernelMind
Claim
Enables monitoring and optimization of Linux system kernel metrics via MCP, wit…
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| 48127 |
DESY MCP Server
Claim
Provides programmatic access to the DESY design system documentation, enabling …
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| 48128 |
opensearch-mcp-server
Claim
Enables interaction with OpenSearch clusters, providing tools to list indices, …
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| 48129 |
marketplace-mcp
Claim
Run a Shopstr / NOSTR marketplace storefront from an AI agent — create and upda…
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| 48130 |
W3 MCP FalkorDB Server
Claim
Enables graph database operations on FalkorDB via MCP, allowing Cypher queries,…
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| 48131 |
Enables AI agents to perform dynamic and reflective problem-solving through a c…
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| 48132 |
discord-mcp
Claim
MCP server for Discord communications, enabling listing guilds and channels, re…
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| 48133 |
fda-mcp
Claim
Provides LLM-optimized access to FDA data through the OpenFDA API and direct re…
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| 48134 |
MCP SSH Proxy
Claim
A human-in-the-loop SSH bridge for AI agents that requires approval for every c…
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| 48135 |
metatrader-mcp-server
Claim
Enables natural language management of MetaTrader 5 accounts, including checkin…
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| 48136 |
obsidian-cli-mcp
Claim
Enables interaction with Obsidian vaults through the official Obsidian CLI, all…
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| 48137 |
mcp-icd10
Claim
Offline MCP server for ICD medical code lookup, search, and crosswalk translati…
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| 48138 |
xray-mcp-server
Claim
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| 48139 |
flipper-ble-mcp
Claim
Drive a Flipper Zero wirelessly over Bluetooth LE from Claude.
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| 48140 |
unreal-mcp
Claim
Enables natural language interaction with Unreal Engine, providing 127 tools ac…
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| 48141 |
comp-web-scraper
Claim
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| 48142 |
Extract DSL from MasterGo design files to analyze structure and generate accura…
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| 48143 |
license-verify-mcp
Claim
Verifies contractor license status mid-task, returning normalized JSON with act…
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| 48144 |
Give Claude direct access to your AWS account, SSH into your servers, run shell…
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| 48145 |
Enables testing and validation of APIs for AI agent compatibility, providing sc…
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| 48146 |
notion-mcp-wrapper
Claim
Wraps Notion's MCP server with health monitoring, auto-reconnect, and fallback …
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| 48147 |
outlook-classic-mcp
Claim
Enables MCP-aware agents to interact with the classic Outlook desktop client fo…
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| 48148 |
chatwoot-mcp
Claim
Local Node/TypeScript MCP server for read-only Chatwoot analytics, providing to…
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| 48149 |
justonce-memory
Claim
Persistent, portable, bitemporal memory layer — recalled proactively across you…
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| 48150 |
keel-core
Claim
Local-first personal cognitive engine that provides MCP tools for managing rela…
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