MCP Server Quality Scores

Independent quality analysis of 49876 public MCP servers

49876
Discovered
29726
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 18 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10651
grizzlypeaksoftware
Memory MCP Server Claim 1
A Model Context Protocol server that enables Claude to persistently store, sear…
C 65 55 39 100 N/A 19 95 60
10652
waynebaby
MCP Token Bridge Claim
Bridges MCP tool calls with OpenAI-compatible HTTP endpoints, allowing MCP clie…
C 65 55 72 61 25 81 74
10653
dawnslab
jebmcp Claim
C 65 54 66 40 N/A 24 95 95
10654
Acendas
Enables management of Bitbucket Cloud pull requests through natural language, i…
C 65 55 60 46 52 80 88
10655
jgamblin
A server that retrieves CVE details from the NVD API and fetches EPSS scores to…
C 65 55 66 35 39 82 100
10656
aldrin-labs
Metal MCP Server Claim 1
Enables interaction with the Metal Framework by providing documentation search …
C 65 55 78 53 13 80 89
10657
r3-yamauchi
blastengine-mailer Claim
A TypeScript-based MCP server that implements an email sending system, allowing…
C 65 54 72 25 N/A 37 95 94
10658
yjqian19
Enables extraction of EXIF metadata from JPG and PNG images using publicly acce…
C 65 55 60 61 26 81 90
10659
TakanariShimbo
quickchart-mcp-server Claim 1
This Model Context Protocol (MCP) server provides powerful visualization tools …
C 65 55 70 58 24 80 85
10660
ankitpal181
toon-parse-mcp Claim
MCP server that reduces LLM context by removing code comments and converting da…
C 65 54 60 27 N/A 50 95 96
10661
aaronmeis
Dice MCP Server Claim
Provides dice rolling and coin flipping functionality for AI assistants via the…
C 65 54 60 51 N/A 22 94 92
10662
kukapay
Providing cryptocurrency project data from Mobula.io to AI agents.
C 65 55 72 30 39 82 98
10663
Sunwood-ai-labs
This TypeScript-based MCP server enables users to manage and summarize text not…
C 65 55 78 67 21 80 66
10664
ivelin-web
tempo-mcp-server Claim 1
MCP server for managing Tempo worklogs in Jira
C 65 55 53 66 N/A 65 81 63
10665
pkgxdev
pkgx MCP Claim 1
A Model Context Protocol server that allows AI to run any Open Source tool via …
C 65 54 47 56 N/A 32 95 90
10666
Grandbusta
Solana MCP Server Claim 1
A server that enables interaction with the Solana blockchain using your own pri…
C 65 54 66 57 N/A 30 87 77
10667
fourcolors
Provides a 'reflect' tool that creates cognitive checkpoints for AI assistants,…
C 65 55 60 57 24 81 96
10668
robcerda
Connects Claude to the RentCast API to provide tools for accessing property val…
C 65 55 74 40 23 81 98
10669
marcoeg
mcp-nvd Claim 1
A Model Context Protocol server implementation to query the NIST National Vulne…
C 65 55 67 38 46 81 92
10670
rohitsingh-iitd
Zillow MCP Server Claim 1
A Model Context Protocol server that provides real-time access to Zillow real e…
C 65 55 63 46 34 81 96
10671
monteslu
vibe-eyes Claim
description: "An MCP server that enables LLMs to 'see' what's happening in br…
C 65 55 72 70 N/A 54 90 31
10672
tistaharahap
Binance MCP Server Claim
Enables interaction with Binance cryptocurrency exchange through API integratio…
C 65 55 60 57 18 81 100
10673
benzinamohamed
A structured tool that enables multiple AI agents to simulate reflective debate…
C 65 55 72 56 19 81 85
10674
appricos
mcp-pushinator Claim
Pushinator MCP lets you send push notifications to your devices from your LLM-p…
C 65 55 54 62 41 76 91
10675
funwarioisii
Cosense MCP Server Claim 2
An MCP server that allows Claude to access pages from Cosense projects, support…
C 65 54 63 48 N/A 19 95 90
10676
putchom
v0 MCP Server Claim
Enables generating web application prototypes from natural language requirement…
C 65 55 84 66 21 81 54
10677
vikrantsinghsikarwar
A Model Context Protocol (MCP) server that enables integration of joke delivery…
C 65 55 48 55 41 81 100
10678
KevoDB
KevoDB MCP Server Claim
Implements a Multimodal Communication Protocol server for KevoDB, allowing AI a…
C 65 55 66 37 40 81 99
10679
Yutarop
ros-mcp Claim
MCP server that supports ROS2 topics, services, and actions communication, and …
C 65 54 66 38 N/A 47 84 89
10680
handoing
A lightweight MCP service that enables programmatic downloading of Instagram vi…
C 65 55 68 100 N/A 20 89 26
10681
niahZheng
An MCP server that integrates Alibaba's DashScope platform, providing AI chat t…
C 65 55 57 71 33 76 82
10682
dan24ou-cpu
palate-mcp-server Claim 2
MCP server for Palate Network — query trust-weighted venue recommendations from…
C 65 55 45 68 32 80 96
10683
netflyapp
Enables management of FluentCRM marketing automation directly from Cursor, incl…
C 65 55 94 65 28 81 39
10684
QBT-Labs
openmm-mcp Claim 1
AI-native crypto market making toolkit with 13 tools for DeFi analytics, CEX/DE…
C 65 55 76 0 77 81 100
10685
neep305
Integrates Google Tag Manager with Claude to automate the creation and manageme…
C 65 55 84 38 22 77 91
10686
VibeJaro
A starter template for deploying Model Context Protocol (MCP) servers on Vercel…
C 65 66 86 73 0 48 83 99
10687
ABAKHAR721
A basic MCP server setup guide demonstrating how to configure and run Python-ba…
C 65 54 72 36 N/A 21 95 90
10688
Sasuke-inu
Analyzes app screenshots to identify UI/UX issues, compare designs with impleme…
C 65 55 72 35 40 81 93
10689
aidityasadhakim
A serverless Model Context Protocol (MCP) implementation for Cloudflare Workers…
C 65 54 48 68 N/A 21 95 84
10690
attaelahi
CodeSense MCP Claim
Provides semantic code intelligence to help users search, navigate, and analyze…
C 65 54 70 30 N/A 45 87 92
10691
rinerebox1
Provides Google search grounding capabilities for Gemini AI models through MCP,…
C 65 54 54 71 N/A 42 95 55
10692
liyue1000
Enables secure execution of penetration testing commands on Kali Linux through …
C 65 54 72 61 N/A 24 95 58
10693
AkekaratP
Enables searching for flights (one-way, round-trip, multi-city) and hotels usin…
C 65 55 88 82 23 81 30
10694 C 65 54 72 25 N/A 39 90 98
10695
SANKARAMDAS
A template for deploying authentication-free MCP servers on Cloudflare Workers,…
C 65 55 62 52 24 81 100
10696
dileepgaganr
Integrates with Robinhood API and LLMs like Perplexity to provide AI-powered po…
C 65 55 50 66 21 81 100
10697
hydavinci
Formula 1 Schedule Claim
Provide up-to-date and historical Formula 1 race schedules for any specified ye…
C 65 54 60 32 N/A 44 92 100
10698
jojodiaz
Test MCP Server Claim 1
A basic MCP server implementation for testing purposes. Communicates via stdio …
C 65 54 68 51 N/A 24 84 87
10699
Ransom-Alpha
An Agent Framework Documentation server that enables AI agents to efficiently r…
C 65 54 82 27 N/A 18 89 98
10700
stucchi
Italy OpenData Claim
Italian open data: municipalities, provinces, regions, postal codes, coordinate…
C 65 54 66 33 N/A 29 95 99
Showing 10651–10700 of 49876 servers
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