MCP Server Quality Scores

Independent quality analysis of 69261 public MCP servers

69261
Discovered
→
33926
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
24251
dedalus-labs
gcal-mcp ⚡ Claim
A Google Calendar MCP server that provides comprehensive tools for managing cal…
D 53 4⁄4 ◐ ⏳ 56 27 — 45 83 —
24252
LEKKALAGANESH
A FastAPI backend that integrates with ElevenLabs MCP to create an AI agent cap…
D 53 4⁄4 ◐ ⏳ 48 60 — 16 81 —
24253
shopanaio
novaposhta ⚡ Claim 1
MCP Server for Nova Poshta API integration with AI assistants
D 53 4⁄3 ◐ ⏳ 45 22 N/A 67 85 —
24254
sker65
TestRail MCP Server ⚡ Claim 1
A Model Context Protocol server that allows interaction with TestRail's core en…
D 53 4⁄4 ◐ ⏳ 41 37 — 57 81 —
24255
BACH-AI-Tools
Fotocasa1 MCP Server ⚡ Claim 1
An MCP server for accessing the Fotocasa1 API to search real estate listings an…
D 53 4⁄4 ◐ ⏳ 35 55 — 45 81 —
24256
BACH-AI-Tools
Enables access to comprehensive Indian stock market data from the NSE and BSE, …
D 53 4⁄4 ◐ ⏳ 50 50 — 27 81 —
24257
vasayxtx
MCP server for managing and serving dynamic prompt templates using elegant and …
D 53 4⁄3 ◐ ⏳ 33 33 N/A 66 89 —
24258
ethan2000liu
An MCP (Multi-Agent Conversation Protocol) Server that provides an interface to…
D 53 4⁄3 ◐ ⏳ 60 27 N/A 21 95 —
24259
alejofig
A server that allows AI agents to query and retrieve information about upcoming…
D 53 4⁄4 ◐ ⏳ 42 67 — 16 81 —
24260
dogeplusplus
MCP servers for Protein Data Bank, ChemBL, and other life science data (WIP), w…
D 53 4⁄3 ◐ ⏳ 72 17 N/A 14 95 —
24261
AI-Zebra
Control virtual computers through a cloud-based desktop environment. Enable age…
D 53 4⁄3 ◐ ⏳ 60 30 N/A 18 95 —
24262
Shekharmaheswari85
A middleware server that intelligently routes AI model queries to appropriate d…
D 53 4⁄4 ◐ ⏳ 48 55 — 21 81 —
24263
ArjunBhuptani
SparkMango Claim 1
A Model Context Protocol server that converts Solidity bytecode into functional…
D 53 4⁄4 ◐ ⏳ 49 56 — 21 81 —
24264
qingyun-wu
An MCP server that enables interaction with Google Custom Search API through na…
D 53 4⁄3 ◐ ⏳ 45 50 N/A 21 90 —
24265
SafetyReportProject
Provides integrated access to location-based weather, reporting history, and in…
D 53 4⁄4 ◐ ⏳ 42 60 — 26 82 —
24266
guinnessNet
Maipharm Domae MCP ⚡ Claim 1
Enables integrated search and ordering across eight pharmaceutical wholesalers …
D 53 4⁄3 ◐ ⏳ 54 32 N/A 32 89 —
24267
ag2-mcp-servers
This server enables interacting with the National Digital Health Mission's Heal…
D 53 4⁄4 ◐ ⏳ 60 40 — 21 81 —
24268
pravin22kumar
A template for building and deploying custom remote MCP servers on Azure Functi…
D 53 4⁄3 ◐ ⏳ 42 35 N/A 39 95 —
24269
Rixmerz
BigContext MCP ⚡ Claim
Enables working with large documents of any size by intelligently segmenting th…
D 53 4⁄3 ◐ ⏳ 48 40 N/A 24 95 —
24270
enkhbold470
A framework that integrates Brain-Computer Interface technology with the Model …
D 53 4⁄4 ◐ ⏳ 60 36 — 26 82 —
24271
mctrinh
A curated list of excellent Model Context Protocol (MCP) servers.
D 53 3⁄3 ◐ ⏳ 44 N/A N/A 13 95 —
24272
pomazanbohdan
memory-mcp-1file ⚡ Claim
A self-contained Memory server with single-binary architecture (embedded DB & m…
D 53 4⁄3 ◐ ⏳ 42 28 N/A 55 91 —
24273
joeseesun
An MCP server that automates converting diverse content sources like WeChat art…
D 53 4⁄4 ◐ ⏳ 43 25 — 65 83 —
24274
WangTingYeYe
Provides a Model Context Protocol server for managing shipping orders and addre…
D 53 4⁄4 ◐ ⏳ 54 35 — 36 81 —
24275
bansalkanav
Learn GenAI and Agentic AI from Zero to Production
D 53 3⁄3 ◐ ⏳ 36 N/A N/A 27 95 — JU
24276
saidsef
A Model Context Protocol (MCP) application for automated GitHub PR analysis and…
D 53 5⁄5 ◐ ⏳ 70 43 0 75 80 —
24277
adiom-data
grpcmcp Claim 1
MCP server that will proxy to your gRPC backends via reflection or descriptors …
D 53 4⁄3 ◐ ⏳ 45 37 — 45 87 —
24278
wklee610
kafka-mcp ⚡ Claim 1
MCP server for Apache Kafka that allows LLM agents to inspect topics, consumer …
D 53 4⁄4 ◐ ⏳ 41 28 — 68 80 —
24279
ag2-mcp-servers
An MCP server that enables interaction with Twilio Frontline API for customer c…
D 53 4⁄4 ◐ ⏳ 45 60 — 21 81 —
24280
rashhh22
Enables users to generate rental agreements and receipts as PDFs through an AI-…
D 53 4⁄4 ◐ ⏳ 48 57 — 19 81 —
24281
RA86-dev
Provides instant access to 700+ programming documentation sources and creates i…
D 53 4⁄4 ◐ ⏳ 54 31 — 45 81 —
24282
mkerchenski
Reddit Ads MCP Claim 1
MCP server for the Reddit Ads API. List accounts, campaigns, ads, and pull repo…
D 53 3⁄3 ◐ ⏳ 39 N/A N/A 47 75 —
24283
eclipsevr-live
twitch-mcp Claim
This project is a fork and expansion of TomCools' Twitch MCP Server, which impl…
D 53 4⁄4 ◐ ⏳ 64 41 — 16 81 —
24284
mschuchard
A third-party MCP server for interacting with HashiCorp Vault to manage ACL pol…
D 53 4⁄4 ◐ ⏳ 50 30 — 49 81 —
24285
AgentWings
turbopuffer-mcp ⚡ Claim
Enables interaction with the Turbopuffer vector database, providing tools for m…
D 53 4⁄3 ◐ ⏳ 56 27 N/A 27 94 —
24286
vksinghh25
A multi-agent system that analyzes meeting transcripts to generate summaries, e…
D 53 4⁄4 ◐ ⏳ 72 26 — 21 81 —
24287
foxywolf-hub
MCP Server ⚡ Claim
Model Context Protocol server that enables API test automation across various A…
D 53 4⁄3 ◐ ⏳ 50 31 N/A 39 90 —
24288
MatheusgVentura
An API that enables document querying through a Retrieval-Augmented Generation …
D 53 4⁄4 ◐ ⏳ 42 66 — 18 81 —
24289
AlexandreProenca
Enables comprehensive management of Tiendanube and Nuvemshop stores, supporting…
D 52 4⁄4 ◐ ⏳ 66 35 — 27 71 —
24290
zhewenzhang
Tushare MCP Server ⚡ Claim
A server based on Model Context Protocol that enables AI assistants to query an…
D 52 4⁄4 ◐ ⏳ 42 40 — 45 81 —
24291
bdeda
maya_mcp ⚡ Claim 1
A Model Context Protocol server that enables AI assistants to interact with act…
D 52 4⁄3 ◐ ⏳ 45 31 N/A 36 94 —
24292
the-artinet-project
cli Claim
An interactive command-line interface that uses the Agent2Agent (A2A) & Model C…
D 52 3⁄3 ◐ ⏳ 34 N/A N/A 23 95 —
24293
jamalexfo
FastAPI server with Google Gemini AI integration that provides auto-routing to …
D 52 4⁄4 ◐ ⏳ 42 61 — 19 81 —
24294
fitcloud
Zendesk MCP Server ⚡ Claim
Enables AI agents to interact with Zendesk ticket data for customer support ana…
D 52 4⁄4 ◐ ⏳ 42 55 — 27 80 —
24295
kishanrao92
Enables interactive Kubernetes cluster monitoring and troubleshooting through n…
D 52 4⁄4 ◐ ⏳ 60 35 — 21 81 —
24296
QuantGeekDev
Filesystem MCP Server ⚡ Claim 1
A Model Context Protocol server that extends AI capabilities by providing file …
D 52 4⁄3 ◐ ⏳ 41 52 N/A 21 87 —
24297
ag2-mcp-servers
An MCP Server that enables interaction with Ticketmaster's Discovery API for ac…
D 52 4⁄4 ◐ ⏳ 45 61 — 21 76 —
24298
lvhungdev
GitLab MCP ⚡ Claim
Enables AI assistants to manage GitLab projects by providing tools for issues, …
D 52 4⁄3 ◐ ⏳ 48 32 N/A 32 92 —
24299
vionwinnie
A Model Context Protocol server that enables language models to interact with A…
D 52 4⁄3 ◐ ⏳ 41 33 N/A 36 95 —
24300
pshivapr
selenium-mcp ⚡ Claim
Selenium Tools for MCP
D 52 5⁄5 ◐ ⏳ 62 62 0 76 64 —
Showing 24251–24300 of 69261 servers
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