MCP Server Quality Scores

Independent quality analysis of 57597 public MCP servers

57597
Discovered
29848
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16151
rhylthyme
Enables the creation of interactive schedule visualizations on rhylthyme.com fe…
F 25 66 96 86 96 65 82 88
16152
SpanishST
Hue MCP Server Claim 1
Enables AI assistants to interact with Hadoop Hue for executing SQL queries usi…
F 25 55 60 65 29 76 92
16153
ja2z
Sigma MCP Server Claim 2
Enables users to interact with the Sigma Computing API to analyze documents and…
F 25 55 78 68 29 74 95
16154
xiaobenyang-com
Extract-Image Claim 2
The MCP server offers the function of extracting images from local files and ur…
F 25 55 72 65 N/A 50 71 60
16155
apireno
DOMShell Claim 1
Drive Chrome with filesystem commands (ls, cd, grep, click, type). One MCP tool…
F 25 54 84 46 N/A 65 88 88
16156
kukapay
uniswap-price-mcp Claim 1 2
An MCP server that tracks newly created liquidity pools on Uniswap across multi…
F 25 55 51 61 43 80 95
16157
PostHog
Official PostHog MCP Server for product analytics, feature flags, experiments, …
F 25 66 60 10 0 77 77 82
16158
crawde
chartforge Claim 1 2
MCP server for ChartForge — generate stunning charts and diagrams from natural …
F 25 55 61 0 N/A 37 69 98
16159
kvncampos
nautobot_mcp Claim 2
A Model Context Protocol (MCP) server for interacting with Nautobot APIs using …
F 25 64 94 67 0 77 87 95
16160
jagmarques
asqav-mcp Claim 1
AI agent governance MCP server with policy enforcement, quantum-safe audit trai…
F 25 54 66 0 N/A 62 90 98
16161
dylangroos
A streamlined Model Context Protocol server that enables AI models to perform s…
F 25 55 72 56 51 77 99
16162
ar-codelabs
Notion Page Viewer Claim 2 3
Enables viewing and browsing Notion page content through a web interface with m…
F 25 55 60 32 21 76 58
16163
DankeyDevDave
Connects Garmin Connect data to MCP-compatible clients, providing access to fit…
F 25 55 72 0 40 72 99
16164
CelestoAI
agentor Claim 1
Open source version of Claude Managed Agents. Fastest way to build and deploy r…
F 25 66 96 79 95 84 76 66
16165
gfb-47
WhatsApp MCP Server Claim 1
A Node.js application that enables programmatic interaction with WhatsApp deskt…
F 25 54 84 58 N/A 28 82 100
16166
plainsignal
Provides tools for retrieving analytics reports and metrics from PlainSignal th…
F 25 55 80 73 54 78 83
16167
ClueoFoundation
ClueoMCP Claim 1
🎭 The Personality Layer for LLMs- Transform any MCP-compatible AI with rich, co…
F 25 55 90 71 N/A 52 80 92
16168
finite-sample
Provides econometric modeling capabilities through R, enabling AI assistants to…
F 25 55 78 68 70 78 89
16169
snowyegret23
UnityInfoMCP Claim 1
A runtime inspection and automation toolkit that enables MCP clients to interac…
F 25 54 66 45 N/A 69 87 86
16170
contextstream
ContextStream MCP Server Claim 1 2
ContextStream MCP server for code context, memory, search, and AI tools.
F 25 66 100 87 0 83 80 57
16171
eesb99
Provides read-only access to Microsoft 365 services including SharePoint, OneDr…
F 25 55 94 56 45 76 91
16172
iHackSubhodip
A Model Context Protocol server that enables AI assistants to interact with iOS…
F 25 55 63 33 N/A 35 80 93
16173
davidamom
Snowflake MCP Service Claim 1 3
A Model Context Protocol server that provides access to Snowflake databases for…
F 25 55 75 70 41 76 96
16174
Upsonic
Upsonic Claim 1
Build autonomous AI agents in Python.
F 25 54 86 38 N/A 80 87 84
16175
DynamicEndpoints
An MCP server that automates the backup of Cloudflare projects to a GitHub repo…
F 25 55 69 63 25 76 98
16176
windopper
Takeoff. Claim 1
AI trend collect service
F 25 54 36 55 N/A 30 92 97
16177
arpe-io
fastbcp-mcp Claim 1 4
MCP server for FastBCP — high-performance parallel database export to files and…
F 25 55 77 74 N/A 71 87 59
16178
marc-shade
Network Scanner MCP Claim 1
Enables network discovery, port scanning, and infrastructure monitoring with de…
F 25 54 72 40 N/A 30 87 98
16179
Raistlin82
Enterprise SAP OData to MCP Server with AI capabilities and Cloud Foundry integ…
F 25 55 90 41 N/A 55 70 91
16180
402md
@402md/mcp Claim 2 3
An MCP server that transforms SKILL.md files into executable tools for AI agent…
F 25 55 63 0 35 74 94
16181
Traia-IO
Enables AI agents and LLMs to interact with the Test MCP Mar19 TRAIA API throug…
F 25 55 72 0 27 76 96
16182
awkoy
notion-mcp-server Claim 1
Notion MCP server for Claude, Cursor, ChatGPT & Claude Desktop. Connect AI agen…
F 25 54 72 68 N/A 53 90 36
16183
markswendsen-code
Chase MCP Server Claim 1 2
Enables AI agents to interact with Chase Bank accounts to view balances, transa…
F 25 54 94 63 N/A 30 87 100
16184
niko91i
A Model Context Protocol server that combines DeepSeek R1's reasoning capabilit…
F 25 55 63 70 41 76 94
16185
handaas
Provides comprehensive enterprise qualification and certificate data, including…
F 25 55 60 37 18 76 70
16186
github
github-mcp-server Claim 1
Official GitHub server for integration with repository management, PRs, issues,…
F 25 66 92 57 0 90 80 99
16187
xiaobenyang-com
bingcn Claim 2
A Chinese Bing search tool based on MCP protocol, which supports calling throug…
F 25 66 72 65 0 50 76 12
16188
salesforcecli
Enables secure interaction with Salesforce orgs through LLMs, providing tools f…
F 25 54 78 58 N/A 87 94 75
16189
protagolabs
Enables secure cloud-based execution of code across 14+ programming languages w…
F 25 55 72 75 39 78 86
16190
ClickHouse
mcp-clickhouse Claim 1
ClickHouse database integration with schema inspection and query capabilities
F 25 55 66 40 73 80 94
16191
FacundoLucci
plsreadme Claim 1 2
Share markdown files and text as clean, readable web links via `plsreadme_share…
F 25 66 78 100 98 71 78 96
16192
teddyzxcv
ntfy-mcp Claim 1
The MCP server that keeps you informed by sending the notification on phone usi…
F 25 54 54 58 N/A 51 92 90
16193
SmoothSend
SmoothSend MCP Server Claim 1
Enables AI assistants to help developers integrate gasless transactions on the …
F 25 55 84 67 30 82 97
16194
rbidou
pyrasp Claim 1
PyRASP is a Runtime Application Self Protection package for Python-based Web Se…
F 25 55 50 37 N/A 45 77 91
16195
skedgo
tripgo-mcp-server Claim 1
Provides tools from the TripGo API for multi-modal trip planning, transport loc…
F 25 66 86 71 100 38 78 84
16196
DLHellMe
Telegram MCP Server Claim 1 2
A Model Context Protocol server that enables Claude to interact with Telegram c…
F 25 55 79 66 52 77 89
16197
symphonyno10
wholesale-mcp Claim 1 4
An MCP server that enables AI assistants to browse, analyze, and automate inter…
F 25 54 39 0 N/A 45 77 61
16198
bmaranan75
Provides a standardized interface to interact with LangGraph agents through Cha…
F 25 55 92 63 27 76 95
16199
tmdaidevs
Provides live optimization analysis and health checks for Microsoft Fabric item…
F 25 55 78 71 36 76 96
16200
g2dgaming
Spotify MCP Server Claim 1
Connects Claude with Spotify, allowing users to control playback, search for mu…
F 25 54 78 67 N/A 23 90 89
Showing 16151–16200 of 57597 servers
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