MCP Server Quality Scores

Independent quality analysis of 49876 public MCP servers

49876
Discovered
29726
Scored
2112
Verified
16952
Complete

Last updated 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
49751
techniondigitalsolutions
Odoo MCP Claim
Safety-first Model Context Protocol server for Odoo that enables AI assistants …
N/A N/A
49752
halans
Enables querying halans.com content via search, section retrieval, full content…
49753
Kreminskaya
MCP server that lets AI agents produce print-ready, typographically correct PDF…
N/A N/A
49754
giuliobracci
MCP server that enables AI agents to read and edit Ableton Live sets, including…
N/A N/A
49755 N/A N/A 95
49756
aandersen2323
A complete MCP server enabling AI assistants to manage cPanel hosting through n…
49757
teatak
An MCP server that runs in the browser, letting web pages register custom tools…
N/A N/A
49758
Darkflib
MCP server that provides standardized tools for querying and retrieving notes f…
49759
mysplitifi
Outcome predictions and judge profiles from 2,741 ML models trained on 30.3M co…
N/A N/A
49760
isagelswann
Find GitHub implementations of arXiv research papers — paper lookup, ranked cod…
N/A N/A
49761
ivan-loh
mcp-excel Claim
Enables querying Excel and CSV files using SQL via natural language, allowing A…
N/A N/A
49762
karlcc
image_mcp Claim
Enables text-only LLMs to analyze images by routing them to an OpenAI-compatibl…
49763
RFingAdam
mcp-openems Claim
Enables AI-assisted design of antennas and electromagnetic structures using ope…
N/A N/A
49764
HelloWorld-Open
MCP server for real-time Microsoft Word document manipulation via COM automatio…
N/A N/A
49765
Rotwang9000
A generic MCP + REST payments gateway enabling agents to charge and accept paym…
49766
bowlofarugula
texting Claim
Enables Claude to send and read iMessages on macOS, with human approval require…
N/A N/A
49767
hbhszy
Enables real-time web search via DeepSeek's search-enhanced dialogue, providing…
N/A N/A
49768
junhyeok0703
policy-mcp Claim
Connects policy documents to Claude.ai via vector search, allowing natural lang…
N/A N/A
49769
research-developer
iTerm MCP Claim
Controls iTerm2 terminal sessions with multi-pane support, allowing parallel co…
N/A N/A
49770
frankiewarren
An interactive tutorial MCP server that teaches Model Context Protocol through …
49771
AnCarsenat
MineCode MCP Claim
MineCode is a local MCP server that provides AI assistants with real-time acces…
N/A N/A
49772
anthonyd23
Enterprise-grade MCP server providing 102 production-ready tools for Jira, Conf…
49773
dkmaker
A Model Context Protocol server that implements a simple notes system with reso…
N/A N/A
49774
sosadly
Enables AI assistants to build Minecraft models, textures, and animations direc…
N/A N/A
49775
DerLegatLabienus
MCP server for Trello that enables comprehensive management of boards, cards, l…
N/A N/A
49776
8vdx1
fundos-mcp Claim
AI-native MCP server for fund managers — deal pipeline, LP management, covenant…
49777
skroes
whisper-mcp Claim
MCP server that provides a transcribe_audio tool to convert voice messages from…
N/A N/A
49778
ARXNDEV
MCP server for Apple container to manage, build, inspect, and diagnose Linux co…
N/A N/A
49779
lethanhbinh3920
personal Claim
N/A N/A 95
49780
zoltan0803
Provides redacted access to a private local knowledgebase for coding agents, al…
N/A N/A
49781
AmAzing129
mcp-demo Claim
A minimal MCP server example demonstrating Tools, Resources, and Prompts. It en…
N/A N/A
49782
CSOAI-ORG
An MCP server for AI economy infrastructure with built-in EU AI Act compliance,…
N/A N/A
49783
found402
Permission Guard — validates an agent's requested action against its defined sc…
81
49784
PeanutSplash
chelaile-mcp Claim
A Chelaile-powered MCP server that lets LLMs query realtime bus and metro data …
N/A N/A
49785
QiGoki
ncbi-mcp Claim
A server providing access to NCBI E-utilities API for searching and retrieving …
49786
multi
mcp-server Claim
N/A N/A 95
49787
G5L-Ventures
globick-mcp Claim
A local MCP server that connects the Globick activities API to Claude Desktop, …
N/A N/A
49788
longbiao7498
remote-mcp Claim
A local MCP server that proxies file and shell tools (Read, Write, Edit, Bash, …
N/A N/A
49789
ahmetem
pbs-mcp Claim
MCP server for Proxmox Backup Server. Exposes datastore status, snapshot invent…
49790
8899you
claude Claim
N/A N/A 95
49791
vitron-ai
alethia-mcp Claim
MCP bridge that lets any MCP client drive the Alethia runtime for agent-native …
N/A N/A
49792
mozhaa
Enables executing sbt commands in a persistent shell session for Scala projects…
N/A N/A
49793
VasileiosTs
agribrain Claim
Enables AI assistants to access free, open agronomic data for field briefings, …
49794
yakuphanycl
instinct Claim
Self-learning memory for AI coding agents. Observes tool sequences, user prefer…
N/A N/A 95
49795
999aryaDharma
docctx Claim
Local-first context retrieval engine that serves precise documentation chunks t…
N/A N/A
49796
sthio90
Enables querying and analyzing medical cohorts from CogStack via the Model Cont…
N/A N/A
49797
thebtf
Enables AI coding agents to debug .NET applications with breakpoints, stepping,…
N/A N/A
49798
MTCMarkFranco
Enables algorithmic trading with Interactive Brokers, including market data, or…
N/A N/A
49799
ericchansen
mcp-tester Claim
Instrumented MCP server for testing client conformance to list_changed notifica…
N/A N/A
49800
KarthikatLilly
An AI-native incident response server that exposes diagnostic tools (system sta…
N/A N/A
Showing 49751–49800 of 49876 servers