MCP Server Quality Scores

Independent quality analysis of 58579 public MCP servers

58579
Discovered
29876
Scored
2112
Verified
16953
Complete

Last updated 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6501
ifmelate
MCP Image Extractor Claim 1
A Model Context Protocol server that extracts images from URLs or base64 data a…
B 72 55 61 52 83 83 91
6502
code4mk
Provides travel planning tools for Cox's Bazar, Bangladesh, including weather f…
B 72 55 78 63 49 81 85
6503
JamesANZ
us-legal-mcp Claim 2
An MCP server that provides comprehensive US legislation.
B 72 55 75 58 47 82 93
6504
sujalpat1810
OrgFlow MCP Claim
Enables comprehensive organizational data management including employee trackin…
B 72 55 84 66 24 81 92
6505
fisknils
Spotify API MCP Claim
Enables interaction with Spotify through OAuth 2.0 authentication, supporting s…
B 72 55 78 68 21 81 100
6506
sangreal-007
Generates witty, citation-backed responses to health myths and misinformation w…
B 72 55 90 56 24 81 97
6507
shaharia-lab
goai Claim 1
AI SDK for building AI-powered applications in Go
B 72 54 86 61 N/A 64 91 51
6508
elchika-inc
Intelligently detects package managers and provides unified access to documenta…
B 72 55 90 58 26 82 93
6509
dubuqingfeng
gitlab-mcp-server Claim 1
GitLab MCP (Model Context Protocol) server for AI agents
B 72 54 66 71 N/A 47 75 96
6510
PedroMarianoAlmeida
ffmpeg-mcp Claim
FFmpeg video/audio tools: cut, convert, concat, remove silence, and raw command…
B 72 55 66 100 N/A 51 95 38
6511
vinhphatfsg
MCP server for CSV/JSON data transformation using YAML rules
B 72 54 75 33 N/A 76 95 88
6512
dheersingh1973
MCP MySQL Server Claim
Enables interaction with MySQL databases through MCP, supporting query executio…
B 72 55 84 100 24 81 48
6513
jschoemaker
driftguard-mcp Claim 1
MCP server for DriftGuard — exposes AI conversation drift scores and session he…
B 72 55 69 75 N/A 30 95 80
6514
QiPanTanYi
Enables natural language database operations on MySQL databases with AI integra…
B 72 54 80 58 N/A 24 95 88
6515
RCSnyder
Analysis MCP Claim
Provides cognitive tools for critical thinking and multi-perspective analysis o…
B 72 55 60 82 N/A 21 95 89
6516
jqlts1
Enhanced Model Context Protocol server that transforms OmniFocus into an AI-pow…
B 72 54 70 63 N/A 51 95 77
6517
archerlliu
Enables users to query and retrieve the current Beijing time in multiple format…
B 72 55 84 60 39 81 89
6518
QuentinCody
Enables querying the Drug Gene Interaction Database (DGIdb) through natural lan…
B 72 55 78 71 35 80 83
6519
Cheffromspace
mcp-nextcloud-calendar
B 72 55 78 72 51 80 74
6520
0x1abin
matter-controller-mcp Claim 1
An MCP server for Matter Controller, enabling AI agents to control and interact…
B 72 54 63 72 N/A 46 95 77
6521
DarkGenius
Zenrus MCP Claim 1
Provides real-time currency exchange rates for USD and EUR against the Russian …
B 72 55 84 60 24 82 100
6522
rkampani
Enables AI assistants to perform real-time web searches, fetch webpage content,…
B 72 55 78 70 22 81 94
6523
pistachiomatt
NanoBanana MCP Claim 2
An MCP server that brings Google Gemini's image generation and editing capabili…
B 72 55 63 71 48 78 97
6524
alpacahq
alpaca-mcp-server Claim
Alpaca’s official MCP Server lets you trade stocks, ETFs, crypto, and options, …
B 72 55 84 38 N/A 58 81 98
6525
ECNU3D
Enables creation and management of structured game worlds for text adventures a…
B 72 55 78 65 34 81 94
6526
indexnetwork
Enables ChatGPT integration with Index Network's discovery protocol through MCP…
B 72 55 78 68 30 81 93
6527
adiom-data
mcp-lancedb Claim 1
A Model Context Protocol (MCP) server that enables LLMs to interact directly th…
B 72 54 72 55 N/A 44 90 92
6528
Darkstar326
Enables natural language access to Denmark's Statistics API (Danmarks Statistik…
B 72 55 68 82 40 81 81
6529
LumabyteCo
clarifyprompt Claim
AI prompt optimization for 58+ platforms across 7 categories with custom platfo…
B 72 54 60 58 N/A 76 81 94
6530
aidancorrell
Spark SQL Claim 1
Query Spark SQL clusters via Thrift/HiveServer2. Works with Spark, EMR, Hive, I…
B 72 54 76 47 N/A 80 67 98
6531
Cumulocity-IoT
Enables interaction with Cumulocity IoT platform for device management, measure…
B 72 55 72 63 55 80 89
6532
LeonNonnast
A lightweight server that provides curated, high-quality prompts for common dev…
B 72 55 86 91 43 81 46
6533
PancrePal-xiaoyibao
ChiCTR MCP Server Claim
Enables querying clinical trial information from the Chinese Clinical Trial Reg…
B 72 55 88 100 45 81 30
6534
billster45
MCP server for Claude to talk to ChatGPT and use its web search capability.
B 72 55 73 70 21 82 100
6535
widjis
SSH MCP Server Claim
Enables SSH operations including connecting to remote servers, executing comman…
B 72 55 84 100 33 81 43
6536
elmariachi111
Proof of Invention Claim
Proof of Invention
B 72 55 78 67 41 81 86
6537
sanjeev23oct
Figma MCP Server Claim
A bridge between Figma designs and React implementations that enables pixel-per…
B 72 55 78 71 27 80 93
6538
sichang824
MCP Terminal Claim
A server that enables AI assistants to execute terminal commands and retrieve o…
B 72 55 66 58 66 80 90
6539
NabiaTech
Enables querying and analyzing code relationships by building a lightweight gra…
B 72 54 74 61 N/A 38 95 86
6540
botanicastudios
A server that bridges MCP tool calls to JSON-RPC function calls over socket con…
B 72 55 78 71 49 81 71
6541
OnePieceLwc
Converts Markdown documents into beautifully styled knowledge cards with 18 dif…
B 72 54 80 61 N/A 24 95 85
6542
solomonneas
cortex-mcp Claim 1
An MCP server for the Cortex observable analysis and active response engine. It…
B 72 55 63 62 53 82 100
6543
intellieffect
odoo-mcp Claim 1
An MCP server that connects AI assistants to Odoo ERP instances via the built-i…
B 72 55 69 66 50 81 91
6544
crybo-rybo
WebSurfer MCP Claim 1
A Model Context Protocol server that enables AI assistants to securely fetch an…
B 72 55 79 62 31 81 98
6545
Jaldekoa
MCP-FREDAPI Claim
Provides access to economic data from the Federal Reserve Bank of St. Louis (FR…
B 72 55 72 70 40 81 91
6546
milind-kulshrestha
FRED MCP Server Claim 1
A Model Context Protocol server that provides access to Federal Reserve Economi…
B 72 55 81 68 16 81 98
6547
yiwenlu66
PiloTY Claim
AI pilot for PTY operations enabling agents to control interactive terminals wi…
B 72 54 78 61 N/A 33 87 90
6548
FreePeak
A high-performance multi-database MCP server built with Golang, supporting MySQ…
B 72 54 82 27 N/A 84 87 84
6549
jpbullalayao
Creates shareable Pokepaste URLs from Pokémon team data, allowing users to form…
B 72 55 86 100 41 81 33
6550
SUSE
suse-ai-up Claim
A comprehensive platform for managing and proxying Model Context Protocol (MCP)…
B 72 54 90 41 N/A 60 95 71
Showing 6501–6550 of 58579 servers
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