MCP Server Quality Scores

Independent quality analysis of 69365 public MCP servers

69365
Discovered
→
33980
Scored
→
2112
Verified
→
16953
Complete

Last updated 47 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
41001
nikira-studio
Agent Core Claim
A local capability layer for AI agents providing persistent memory, credential …
— ○ ⏳ — N/A N/A — — —
41002
nhatho0001
An MCP server that enables reading and managing Microsoft 365 / Outlook emails …
— ○ ⏳ — N/A N/A — — —
41003
bilalrana344
ShaBaas Pay MCP lets AI agents securely create PayTo agreements, initiate payme…
— ○ ⏳ — — — — 81 —
41004
MattCollins-Jones
Exposes Power Platform Pipeline operations as MCP tools for Copilot Studio agen…
— ○ ⏳ — — — — — —
41005
swahlquist
Flask-based server that exposes callable tools via HTTP endpoints for AI agents…
— ○ ⏳ — — — — — —
41006
JeremiahM37
homelab-ai Claim
Self-hosted AI orchestrator that monitors and manages homelab services, exposin…
— ○ ⏳ — N/A N/A — — —
41007
Neuratel-AI
Control your voice AI platform through natural language from any MCP-compatible…
— ○ ⏳ — — — — 81 —
41008
Axel-Jalonen
lego-mcp Claim
An MCP server that enables LLMs to build physically valid Lego models by enforc…
— ○ ⏳ — N/A N/A — — —
41009
spm1001
An MCP server that enables LLMs to search, fetch, and act on Google Workspace (…
— ○ ⏳ — N/A N/A — — —
41010
emanuelmartin
Enables interaction with Parse Server through the Model Context Protocol, provi…
— ○ ⏳ — — — — — —
41011
BoltApp
boltcheckout Claim
MCP server enabling natural language interaction with the Bolt API for managing…
— ○ ⏳ — — — — — —
41012
kaivalyapowale
Enables AI assistants to securely access Okta Identity Governance APIs for mana…
— ○ ⏳ — — — — — —
41013
zxkane
A Model Context Protocol (MCP) server for interacting with Quip spreadsheets. I…
— ○ ⏳ — — — — — —
41014
wajirasls
Agent Helper Claim
Enables AI agents to process files locally — OCR images, extract text from PDFs…
— ○ ⏳ — N/A N/A — — —
41015
atobouh
symapse Claim
Provides code analysis tools for AI coding agents to understand project archite…
— ○ ⏳ — N/A N/A — — —
41016
yv12
An MCP server that exposes Google Docs and Gmail capabilities to LLMs via SSE t…
— ○ ⏳ — — — — — —
41017
de-cryptor
spike-mcp Claim
Connects Claude to Jira and Confluence for researching, designing spike docs wi…
— ○ ⏳ — — — — — —
41018
smaniches
uniprot-mcp Claim
Auditable UniProt MCP server with per-query SHA-256 provenance and offline repl…
— ○ ⏳ — — — — — —
41019
gab61201
MCP server for NTUT iSchool+ that enables AI to query course schedules, syllabi…
— ○ ⏳ — N/A N/A — — —
41020
standbyme626
Turn your Chrome browser into your intelligent assistant - Let AI take control …
— ○ ⏳ — N/A N/A — — —
41021
DVZak
kaiten-mcp Claim
MCP server for interacting with Kaiten project management through its REST API.…
— ○ ⏳ — — — — — —
41022
pipelinescientists
coldsend-mcp Claim
AI-native cold email campaign management via Model Context Protocol. ## What Y…
— ○ ⏳ — — — — 81 —
41023
stubbedev
Helps design, validate, and generate Adobe Experience Manager Assets API reques…
— ○ ⏳ — — — — — —
41024
pavex
A persistent graph-database memory server for Claude and other LLM agents, buil…
— ○ ⏳ — N/A N/A — — —
41025
toolprint
MCPing Claim
Enables AI assistants to send desktop notifications on macOS with rich formatti…
— ○ ⏳ — N/A N/A — — —
41026
rzgrozt
An MCP server that provides AI-powered image generation, format conversion, and…
— ○ ⏳ — N/A N/A — — —
41027
taygunsavas
Control the Unity Editor from any MCP host. One package install, one click, and…
— ○ ⏳ — N/A N/A — — —
41028
fireberry-crm
Enables AI assistants to securely interact with Fireberry CRM, allowing metadat…
— ○ ⏳ — — — — — —
41029 — ○ ⏳ — N/A N/A — 95 —
41030
Yumin-Kim
Enables Claude AI to perform forex trading operations and market data analysis …
— ○ ⏳ — N/A N/A — — —
41031
TejGandham
MCP server for managing ParchMark notes via Claude Code/Desktop. Provides tools…
— ○ ⏳ — N/A N/A — — —
41032
BuildWithBeacon
A collection of over 20 specialized MCP servers that enable LLMs to manage cust…
— ○ ⏳ — — — — — —
41033
tefunamu
A stateless RSS competitive-intelligence MCP server that fetches and filters RS…
— ○ ⏳ — — — — — —
41034
techexpert0119
vector-mcp Claim
Integrates RAG into AI agents via MCP Server, supporting multiple vector databa…
— ○ ⏳ — — — — — —
41035
vineetgoyalhuf
An official MCP server for ConnectMeGuru to search active travel eSIM packages,…
— ○ ⏳ — — — — 81 —
41036
Krushali1511
Enables creating Notion pages from natural language prompts via the Notion API,…
— ○ ⏳ — — — — — —
41037
molpass
mcp-ziwei Claim
Calculates and returns a Ziwei Doushu (Purple Star Astrology) chart based on bi…
— ○ ⏳ — N/A N/A — — —
41038
AETS-MAGI
Manages multi_llm-client operations for MI25/gfx900 GPUs, enabling configuratio…
— ○ ⏳ — N/A N/A — — —
41039
verdier
Enables AI assistants to control and query smart home devices through Homey Pro…
— ○ ⏳ — N/A N/A — — —
41040
bestpractical
Connects AI assistants to a Request Tracker (RT) instance, enabling natural lan…
— ○ ⏳ — — — — — —
41041
kdursunnizam-art
Enables AI agents to control RELION 5.x cryo-EM structure determination softwar…
— ○ ⏳ — — — — — —
41042
0x3at
tasks Claim
— ○ ⏳ — N/A N/A — 95 —
41043
actions-marketplace-validations
MCProbe Claim
A stdio MCP server that audits other MCP servers by linting their tool schemas …
— ○ ⏳ — — — — — —
41044
llm-network-control
mcp-server Claim
MCP server with tools for managing routers, enabling network control through na…
— ○ ⏳ — — — — — —
41045
iterorganization
IMAS Codex Claim
Provides AI assistants with natural language access to IMAS data structures and…
— ○ ⏳ — — — — — —
41046
onatozmenn
KlinikMCP Claim
A drug and clinical information MCP server for Turkish healthcare professionals…
— ○ ⏳ — — — — — —
41047
letzdoo
Enables AI agents to search and retrieve details about Odoo code elements (mode…
— ○ ⏳ — N/A N/A — — —
41048
rodaddy
ProxmoxMCP Claim
A Python-based MCP server for interacting with Proxmox hypervisors, enabling ma…
— ○ ⏳ — — — — — —
41049
omardeiri-cell
A private MCP server that lets Claude generate images using Google Gemini/Image…
— ○ ⏳ — — — — — —
41050
purple-flea
identity-mcp Claim
MCP server that gives AI agents disposable email addresses and real phone numbe…
— ○ ⏳ — N/A N/A — — —
Showing 41001–41050 of 69365 servers
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