MCP Server Quality Scores

Independent quality analysis of 67181 public MCP servers

67181
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3601
trainmyagent
MachineHearts Claim 1
MCP server that gives AI agents the ability to discover, match with, and build …
B 76 54 78 75 47 83 90
3602
KazKozDev
Provides semantic editing tools for Markdown files, allowing structured manipul…
B 76 54 96 30 N/A 70 90 94
3603
talvinder
Carrot AI PM Claim 1
Spec-driven development tool for AI coding assistants that generates specs, val…
B 76 54 84 66 N/A 55 90 76
3604
mvacaporale
Fetches and tracks Claude.ai usage data including session and weekly limits wit…
B 76 54 90 61 N/A 27 90 99
3605
ampcome-mcps
Connects agents to Elasticsearch data using the Model Context Protocol, allowin…
B 76 54 66 70 N/A 48 95 95
3606
eiondb
eion Claim
Shared Memory Storage for Multi-Agent Systems
B 76 54 92 43 N/A 49 95 93
3607
pasinskim
Mender MCP Server Claim 1
Enables AI assistants to interact with Mender IoT platform for device managemen…
B 76 55 84 75 28 82 100
3608
ynivin
Waveform MCP Server Claim 1
Enables analysis of RTL waveform files (VCD, FST) through WAL (Waveform Analysi…
B 76 55 84 91 N/A 37 95 57
3609
push-based
Angular Toolkit MCP Claim 1
A Model Context Protocol server that provides Angular project analysis and refa…
B 76 54 69 58 N/A 77 90 90
3610
AbdallahAHO
Connects AI assistants to Lokalise translation management platform with 59 tool…
B 76 55 82 51 78 81 92
3611
gannonh
memento-mcp Claim 1
Scalable, high-performance knowledge graph memory system with semantic search, …
B 76 55 96 65 85 90 39
3612
vancealexander
Enables users to create, edit, and manage PowerPoint presentations across Windo…
B 76 55 66 82 49 81 100
3613
LetsFG
LetsFG Claim
Agent-native travel search. 5 second flights & hotels $50 cheaper. Free forever…
B 76 55 100 41 66 80 92
3614
M-Pineapple
Msty Admin MCP Claim 1
Comprehensive MCP server for administering Msty Studio Desktop with 36 tools ac…
B 76 54 90 46 71 84 87
3615
florinel-chis
Provides instant, offline access to complete Shopify Liquid documentation (198 …
B 76 55 66 82 51 81 98
3616
kasanova-io
Kaspa MCP Claim
Enables users to manage Kaspa wallets, check balances, and send KAS tokens dire…
B 76 54 68 63 N/A 54 92 100
3617
gabrielchua
Enables users to search for job opportunities in Singapore through the MyCareer…
B 76 55 84 65 45 81 95
3618
rwapipe
Connects AI agents to Real World Asset (RWA) data, enabling queries about token…
B 76 55 94 91 29 82 66
3619
wysh3
MCP web search using perplexity without any API KEYS
B 76 54 100 36 N/A 50 95 92
3620
rohanrav
Screeny MCP Server Claim
A privacy-first macOS MCP server that enables AI agents to capture screenshots …
B 76 54 72 65 N/A 44 95 100
3621
aarora79
MCP server for understanding AWS spend
B 76 55 80 70 N/A 48 81 92
3622
umishra1504
Jenkins MCP Server Claim
Enables comprehensive Jenkins automation through MCP interface, allowing users …
B 76 55 78 68 59 81 91
3623
zcaceres
fetch-mcp Claim 1
An MCP server to flexibly fetch JSON, text, and HTML data
B 76 54 75 52 N/A 60 92 100
3624
MaxwellCalkin
Provides access to satellite tracking data from N2YO, allowing users to query s…
B 76 55 94 100 43 81 42
3625
Lumenore-Platform
Provides AI assistants with access to Lumenore's analytics capabilities, enabli…
B 76 55 82 72 43 81 94
3626
Jordan-Horner
symbols Claim
Fast polyglot source code intelligence: symbols, imports, dependencies, and imp…
B 76 54 94 25 N/A 69 95 98
3627
huegli
Capture Win MCP Claim 1
Enables AI assistants to interact with macOS windows through yabai, providing w…
B 76 55 78 100 N/A 42 95 51
3628
MarlBurroW
TeamSpeak MCP Claim 2
A Model Context Protocol server that enables AI models like Claude to control T…
B 76 55 81 100 59 81 46
3629
eniayomi
GCP MCP Claim 1
A Model Context Protocol server that enables AI assistants like Claude to inter…
B 76 54 79 62 N/A 47 95 90
3630
peakmojo
A MCP server for accessing Zoom recordings and transcripts without requiring di…
B 76 55 85 71 40 80 94
3631
AccelByte
AGS API Claim
Stateless MCP server for AccelByte Gaming Services APIs with OpenAPI integration
B 76 55 96 42 67 76 96
3632
nirholas
Binance MCP Server Claim 1
Provides over 156 tools to interact with the Binance.com global exchange API fo…
B 76 55 76 72 63 78 87
3633
PeakBI
VSCode Debug MCP Claim 1
An MCP server and VS Code extension that enables AI clients to interactively de…
B 76 54 75 61 N/A 60 95 89
3634
3KniGHtcZ
codebeamer-mcp Claim
Codebeamer ALM integration for managing work items, trackers, and projects. Pro…
B 76 55 72 60 72 84 97
3635
jrenaldi79
sidecar Claim
A parallel AI window for Claude Code. Fork conversations to Gemini, GPT, DeepSe…
B 76 54 96 28 N/A 75 90 94
3636
TommyBez
A server that enables querying the dbt Semantic Layer through natural language …
B 76 55 84 70 40 81 94
3637
BrowseAI-HQ
BrowseAI Dev Claim
Evidence-backed web research for AI agents with citations and confidence scores.
B 76 54 70 68 N/A 61 83 98
3638
BlekZz
Enables AI assistants to interact with Metabase analytics platform, allowing th…
B 76 55 90 71 23 81 100
3639
portel-dev
Photon MCP Server Claim 1
Automatically generates MCP tools, CLI, and web UI from TypeScript methods, ena…
B 76 54 96 46 92 87 62
3640
tvh
Saffron MCP Server Claim
Enables AI assistants to interact with Saffron recipe management functionality,…
B 76 55 82 70 47 81 92
3641
Ruddxxy
Real-time currency exchange rates and crypto prices via MCP. Convert between 60…
B 76 54 66 72 N/A 56 95 90
3642
da-okazaki
MCP Neo4j Server Claim
This server enables interaction between Neo4j databases and Claude Desktop, all…
B 76 55 84 58 61 76 98
3643
BearThreat
Imagen Claim
Image generation
B 76 54 90 68 27 90 90
3644
akraradets
A template repository for developing Model Context Protocol (MCP) servers with …
B 76 54 78 58 N/A 48 95 96
3645
sheshbabu
zen Claim
Selfhosted notes app. Single golang binary, notes stored as markdown within SQL…
B 76 55 94 38 N/A 64 82 100
3646
jaggederest
Reviewer MCP Claim
An MCP service that provides AI-powered development workflow tools including sp…
B 76 55 90 65 46 81 87
3647
muah1987
AGI-MCP Claim
An advanced MCP server implementing a cognitive architecture through the GOTCHA…
B 76 55 78 56 73 78 97
3648
alfonsograziano
node-code-sandbox-mcp Claim 1
A Node.js MCP server that spins up isolated Docker-based sandboxes for executin…
B 76 54 90 61 N/A 48 87 88
3649
kelleyblackmore
Vault MCP Server Claim
Enables interaction with HashiCorp Vault to read, write, list, and delete secre…
B 76 55 78 67 47 81 100
3650
gitskyflux
Enables interactions with Google Cloud Tasks queues and tasks through natural l…
B 76 55 86 62 48 80 99
Showing 3601–3650 of 67181 servers
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