MCP Server Quality Scores

Independent quality analysis of 46053 public MCP servers

46053
Discovered
29531
Scored
2112
Verified
16952
Complete

Last updated 34 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
45801
pawanpanpan
server_ Claim
N/A N/A 95
45802
AccountantInc
A Model Context Protocol server for KikoBooks enterprise bookkeeping software t…
45803
oskar
peek-mcp Claim
N/A N/A 95
45804
Zazzles2908
Provides unified development tools including code analysis, debugging, refactor…
81
45805
thepiruthvirajan
Enables programmatic control of AutoCAD through COM automation, allowing natura…
N/A N/A
45806
thehesiod
An MCP server that gives Claude (or any MCP-compatible LLM) read-only access to…
N/A N/A
45807
Sindhura30
Collects page performance metrics using Playwright, CDP, and Lighthouse, and re…
N/A N/A
45808
sandraschi
cursor-mcp Claim
A FastMCP server for Cursor platform APIs enabling spend guardrails, cloud agen…
45809
Flux-Point-Studios
Enables AI assistants to control Unreal Engine through a native C++ Automation …
N/A N/A
45810
pawanthanay
StocksMCP Claim
AI-powered stock research MCP server with real-time data, CRUD operations, and …
N/A N/A
45811
mcpassistant
Manages the lifecycle of MCP services with health monitoring, auto-restart capa…
N/A N/A 95
45812
sandraschi
AI-driven USB oscilloscope control via FastMCP, enabling waveform capture, CSV …
N/A N/A
45813
roamzy-io
mcp-server Claim
Buy and manage a global eSIM through chat. One eSIM for 192 countries, per-MB b…
45814
aicastle-school
Stock Price Claim
Fetch current stock quotes by ticker symbol across global markets. Integrate up…
N/A N/A 95
45815 N/A N/A 95
45816
elliot-evno
A basic MCP server template with example tools for echoing messages and retriev…
N/A N/A 95
45817
3viky
Enables AI agents to monitor and debug GitLab CI/CD pipelines by providing tool…
81
45818
karimodm
angr-mcp Claim
Exposes angr binary-analysis capabilities (symbolic execution, taint analysis, …
N/A N/A
45819
social4hyq
MCP server for HarmonyOS/OpenHarmony ArkWeb that enables browser automation usi…
N/A N/A
45820
choumai1994
choumai Claim
N/A N/A 95
45821
jnilrac
Paid MCP web research for agents: search, extraction, citations, and x402 payme…
45822
ebullient
Vault as MCP Claim
An Obsidian plugin that runs an MCP server, enabling external LLM tools to read…
N/A N/A
45823
lordbasilaiassistant-sudo
Enables GitHub project management from Claude, supporting issue creation, miles…
45824
olegtyshcneko
KSeF MCP Claim
Single-tenant MCP server for Polish KSeF e-invoice workflows, supporting local …
45825
ybolduc
The world's first forensic FX audit MCP server. Detects hidden bank fees, undi…
N/A N/A
45826
kurrent-io
Provides tools to read and write events, list streams, and create, test, and de…
45827
kimjin8
Call For Me Claim
Give your AI agent a phone. Place outbound calls to US businesses to ask, book,…
45828
tsfir
Gives Claude read-only access to EasyCS Learning Firebase data, enabling querie…
N/A N/A
45829
kupl
mcp-ex Claim
N/A N/A 95
45830
ivangr1
walletap Claim
Issue and manage Apple Wallet & Google Wallet passes from any AI assistant.
N/A N/A 83
45831
neovasky
A GitHub integration for Claude Desktop that provides access to GitHub features…
81
45832
es6kr
Browse, search, rename, split, and clean up Claude Code sessions via MCP, Web U…
N/A N/A
45833
shamis6ali
Captures copyable text from Claude Code terminal output before it's mangled by …
N/A N/A
45834
tribal-memory
Tribal Claim
Semantic memory for AI builders: capture the tacit engineering know-how that ne…
45835
martin-nmc8
An MCP (Model Context Protocol) server that exposes the Vincario API to AI agen…
81
45836
sypherin
Comprehensive Singapore government data MCP server - typed tools for SG dataset…
N/A N/A
45837
Supermaxman
Enables AI assistants to manage inventory items, locations, and labels in a sel…
45838
alglb123
Wraps Quartus II 9.1 command-line tools into MCP tools, enabling AI agents to c…
N/A N/A
45839
TamalAdebisi
Provides AI agents with access to PhaseFolio's biotech rNPV and probability-of-…
45840
nguyenph88
Controls Adobe Premiere Pro via Claude, enabling automated beat-synced editing,…
N/A N/A
45841 N/A N/A 95
45842
cygkichi
Enables access to Japanese stock market data via the free J-Quants API, providi…
N/A N/A
45843
Ooak21
CorteX402 Claim
Pay-per-call x402 data products on Base mainnet — sanctions screening, aviation…
45844
Code-for-100k
VaultBridge Claim
Secret management MCP server for AI coding agents that prevents secrets from en…
N/A N/A
45845
AynOps
AynOps Claim
AynOps is a reconnaissance focused MCP Server which gives reconnaissance capabi…
N/A N/A
45846
riditaatexos
Provide a humor-focused agent that delivers concise, engaging jokes upon user r…
N/A N/A 95
45847
julianoczkowski
Secure MCP server for querying Google NotebookLM notebooks. Enables AI assistan…
N/A N/A
45848
xgr-network
An MCP server providing AI-native access to XGR blockchain data, enabling queri…
45849
MK3Core
flickr-mcp Claim
Flickr MCP server — tag photos, write descriptions, set titles, and add photos …
N/A N/A
45850
GlobalFishingWatch
Access Global Fishing Watch data from any MCP-compatible AI assistant or termin…
Showing 45801–45850 of 46053 servers
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