MCP Server Quality Scores

Independent quality analysis of 58579 public MCP servers

58579
Discovered
29876
Scored
2112
Verified
16953
Complete

Last updated 57 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
57701
keaizuizui
CodeRef AI Claim
A tool for vibecoding personnel and non-programmers to perform static code audi…
N/A N/A
57702
jordan-s648
Real-time Polymarket analytics for AI agents. Query live prediction market data…
81
57703
redhat-community-ai-tools
An MCP server for OpenShift Baremetal IPI cluster provisioning, allowing users …
N/A N/A
57704 N/A N/A 95
57705
jegriffi91
An MCP server that gives AI agents the power to record, replay, and mock mobile…
N/A N/A
57706
asamiile
logic-lab Claim
A read-only reference server for 303 curated generative art algorithms implemen…
N/A N/A
57707
eddy06260626
saqz Claim
N/A N/A 95
57708
Ashraf2hub
Enables AI agents to create, manage, and download 3D models, textures, images, …
57709
mpuhacz
Say Hello Claim
Create friendly, personalized greetings by name. Switch to a playful pirate voi…
N/A N/A 95
57710
godrix
An agnostic MCP server that reads arc.yaml from the workspace, exposing tools t…
N/A N/A
57711
CSOAI-ORG
UK Waste Carrier Registration, EA waste codes, hazardous waste consignment note…
N/A N/A
57712
ivyyy0601
Exposes Asian ETF Tracker data (HK, A-Share, Taiwan, South Korea, US) as tools …
N/A N/A
57713
truongdva2
cds-kb-mcp Claim
A dataless MCP server that searches the SAP CDS knowledge base, allowing users …
N/A N/A
57714
mguozhen
Agent-native Amazon review intelligence — fetches verified reviews from 10 mark…
57715
caffeineworks-ai
Calcifier Claim
MCP server for the Calcifier smart camping lamp, enabling control of lamp state…
57716
tomerose
A lightweight MCP server that lets AI assistants publish notes to Xiaohongshu (…
N/A N/A
57717
lynxx007
test Claim
N/A N/A 95
57718
xiaobenyang-com
Break down complex problems into adjustable, multi-step reasoning. Plan, revise…
N/A N/A 95
57719
airlabs-co
Provides AI assistants with access to real-time flight data, airport schedules,…
57720
nguyenanhducdeveloper86
Enables discovery of Fabric/Power BI workspaces and semantic models, execution …
N/A N/A
57721
RusticEagle
Serves the Australian Cyber Security Centre Information Security Manual (ISM) v…
57722
sena-labs
OzBridge Claim
Bridges Warp's Oz coding agent to any IDE or MCP client (Claude Code, Cursor, C…
57723
sdm7001
envato-mcp Claim
MCP server for Envato API that enables searching the marketplace catalog, viewi…
57724
mailgun
Enables AI agents to interact with Mailjet's contact, campaign, segmentation, s…
57725
Trashwbin
Provide a simple notes system with capabilities to create, list, and summarize …
N/A N/A 95
57726
lisamaraventano-spine
First Dollar Claim
A curriculum that teaches AI agents how to spend their own money. Sixteen lesso…
N/A N/A
57727
AI-Scarlett
Enables read-only interaction with App Store Connect via MCP tools, including l…
N/A N/A
57728
wdavidce
Enables AI assistants to autonomously interact with Kommo CRM, providing tools …
57729
Dworf
omdb-mcp Claim
MCP server for the OMDb API - search movies, series, and episodes from any MCP-…
57730
denizguzeloglu
Enables executing SQL queries on DuckDB databases locally or on MotherDuck clou…
57731
gregorydickson
memory-graph Claim
N/A N/A 95
57732
MLMecham
eda-mcp Claim
Enables exploratory data analysis through an MCP server, allowing AI assistants…
N/A N/A
57733 N/A N/A 95
57734
Raghvendra-Raghuvanshi
A Model Context Protocol server for browser automation using Selenium WebDriver…
N/A N/A
57735
opportunity-co
Hosted MCP Claim
Integrate and extend LLM capabilities with external data and tools.
N/A N/A 95
57736
srvrsoorg
A basic MCP server that implements a calculate tool for arithmetic operations (…
N/A N/A
57737
haldir
haldir Claim
Haldir is a security and governance layer for AI agents. Session-scoped permiss…
81
57738
qmrkt
MCP server for question.market prediction markets on Algorand. Enables market b…
57739
dgoo2308
Enables querying, searching, and controlling Kodi media center libraries and pl…
57740
ccpopy
codesign-mcp Claim
Local MCP server for Tencent CoDesign sharing links, exposing artboards, layer …
N/A N/A
57741
dynamike
Enables read-only querying of Snowflake databases through Claude, supporting mu…
N/A N/A
57742
prmichaelsen
acp-mcp Claim
MCP server for remote machine operations via SSH, providing a single tool to ex…
57743
weiyongxu
mne-docs Claim 1
MCP server for MNE-Python documentation, source code, GitHub issues, and forum
N/A N/A 83
57744
thein-art
Enables interaction with Google Search Console via MCP, offering search analyti…
57745
rithvik318
Validates biological sample metadata against ENA checklists, recommends appropr…
N/A N/A
57746
daveyproctor
Extracts text and metadata from various file formats (PDF, DOCX, images with OC…
N/A N/A
57747
stuartphilp
Enables interaction with Incident.io to manage incidents, severities, and healt…
57748
MukundaKatta
password-mcp Claim
Generates strong passwords and evaluates password strength using zxcvbn, with u…
57749
kirti676
Enables QA/SDET engineers to test APIs by ingesting Swagger/OpenAPI specs and P…
N/A N/A
57750
jiandong0718
Converts XMind mind map files into structured Markdown documents, preserving hi…
N/A N/A
Showing 57701–57750 of 58579 servers