MCP Server Quality Scores

Independent quality analysis of 33379 public MCP servers

33379
Discovered
25250
Scored
1416
Verified
16957
Complete

Last updated 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6701
markswendsen-code
yelp Claim 2
MCP server for Yelp - search businesses, read reviews, make reservations
B 71 54 75 57 N/A 32 90 94
6702
michael-denyer
hot-memory-mcp Claim
Two-tier memory: hot cache (0ms) + semantic search. Self-organizing.
B 71 54 84 28 N/A 80 81 88
6703
DemeoStep
Provides secure, read-only access to PostgreSQL databases for schema inspection…
B 71 55 78 61 23 81 100
6704
debugg-ai
Debugg AI MCP Claim
Debugg AI MCP
B 71 66 100 76 0 80 81 91
6705
cyq1017
Enables OpenClaw agents to delegate complex coding tasks to the Antigravity VS …
B 71 54 72 56 N/A 30 95 91
6706
raptor7197
Enables integration of local LLM capabilities with MCP-compatible clients like …
B 71 54 90 53 N/A 23 90 83
6707
sungmin-koo-ai
Enables Claude Desktop users to generate and edit high-quality images using Goo…
B 71 54 62 46 N/A 53 95 99
6708
hj1003862396
draw-flow-mcp-server Claim 1
MCP server for Next AI Draw.io - AI-powered diagram generation with real-time b…
B 71 54 57 71 N/A 36 90 94
6709
focus-digital
Indexes the locally-installed @trussworks/react-uswds package and helps code as…
B 71 54 74 58 N/A 27 95 90
6710
SmartManoj
telegram-bot-mcp Claim
Send messages and notifications to Telegram chats from your workflows. Deliver …
B 71 54 54 71 N/A 26 95 100
6711
hmq19900504
Provides real-time financial market data for stocks across multiple markets (A-…
B 71 55 78 68 25 82 92
6712
MCPJam
A production-ready template for building MCP servers on Cloudflare Workers that…
B 71 55 78 58 32 81 98
6713
saturngod
A server that connects to The Movie Database API, enabling clients to fetch pop…
B 71 54 86 38 N/A 28 95 97
6714
joshuadanpeterson
An intelligent server that transforms local Dash documentation into a context-a…
B 71 55 94 74 N/A 33 95 38
6715
hiromima
lovable-mcp-server Claim 1
Unofficial MCP server for analyzing Lovable-generated projects with Claude Desk…
B 71 54 94 25 N/A 43 90 96
6716
nickzer0
MCP Debug Server Claim 3
An MCP server for debugging Windows processes using WinDbg and CDB. It enables …
B 71 55 81 91 N/A 21 90 54
6717
jagan-shanmugam
open-streetmap-mcp Claim
An OpenStreetMap MCP server with location-based services and geospatial data.
B 71 54 78 31 N/A 53 90 100
6718
horodchukanton
GitLab MCP Server Claim
Enables monitoring of GitLab CI/CD pipelines and job statuses through automatic…
B 71 55 78 66 27 80 92
6719
MediaPublishing
mcp-manager Claim 1
A web-based GUI tool for managing Model Context Protocol (MCP) servers in Claud…
B 71 54 90 32 N/A 44 87 96
6720
G3sparky
A Windows-native MCP server that enables users to paste images, Excel tables, r…
B 71 54 84 56 N/A 24 87 93
6721
AlexKissiJr
GitHub MCP Server Claim 1
Enables comprehensive interaction with the GitHub API, including file operation…
B 71 55 84 63 25 78 93
6722
Yarflam
Weather MCP Server Claim 1
A free Model Context Protocol server that retrieves global weather data and for…
B 71 55 80 68 22 81 88
6723
mjpitz
RFC MCP Server Claim 2
An MCP server that enables programmatic access to IETF RFC documents, allowing …
B 71 55 75 100 42 83 40
6724
mehmetozcan-zz
KnowledgeBaseMCP Claim
Enables AI assistants to extract and analyze text content from various document…
B 71 54 78 53 N/A 40 87 89
6725
Bigsy
clj-kondo MCP Server Claim 1
A Model Context Protocol server that provides clj-kondo linting capabilities fo…
B 71 55 63 100 N/A 41 95 42
6726
gedin-eth
Provides real-time college football game scores, betting odds, player statistic…
B 71 55 78 63 30 81 93
6727
howiehuang220-star
Enables AI assistants to deploy and manage static websites directly through Edg…
B 71 55 88 56 27 82 91
6728
bivex
Analyzes software licenses using Scancode data to help users identify problemat…
B 71 54 84 56 N/A 33 87 85
6729
knustx
Databricks MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to interact with Dat…
B 71 55 71 57 44 81 99
6730
ibuildthecloud
Provides an interactive chess game experience through MCP tools with a web-base…
B 71 54 66 60 N/A 43 95 86
6731
Panzer-Jack
feuse-mcp Claim 1
An MCP server that provides utilities for web developers to automate API integr…
B 71 54 63 62 N/A 67 95 67
6732
coding-pioneers
Integrates Monti APM with the Model Context Protocol to provide AI assistants w…
B 71 55 78 68 24 81 90
6733
ipfind
ipfind-mcp-server Claim
IP Address location service using the [IP Find](https://ipfind.com) API
B 71 55 68 60 40 82 100
6734
JayArrowz
OSRS MCP Server Claim
Enables interaction with Old School RuneScape game data and Wiki through the Mo…
B 71 55 74 100 44 81 43
6735
sniper35
Enables management of Verda Cloud GPU instances through Claude, allowing users …
B 71 55 60 82 24 81 99
6736
nvdpsingh
Enables interaction with Gmail through the Gmail API with OAuth2 authentication…
B 71 55 78 62 21 81 99
6737
geon0078
Provides 20 tools across 6 categories (pension/welfare, health/medical, care, l…
B 71 55 80 72 29 81 80
6738
deanpluse
MCP Sui Tools Claim 1
A toolkit that integrates with the Sui blockchain, allowing Claude to request t…
B 71 55 54 82 45 81 90
6739
bethmaloney
RDL MCP Server Claim
Edit SSRS reports using AI - simple tools to read and modify RDL files
B 71 54 84 30 N/A 49 91 96
6740
microsoft
markitdown Claim
MCP tool access to MarkItDown -- a library that converts many file formats (loc…
B 71 54 72 30 N/A 72 94 94
6741
imatrixme
PocketBase MCP Server Claim 2
Manage your PocketBase databases effortlessly. Perform advanced database operat…
B 71 55 86 62 N/A 39 71 88
6742
nocoo
A Model Context Protocol server that enables AI tools to automatically log thei…
B 71 55 69 100 N/A 40 95 39
6743
tcsenpai
Transforms any documentation website (GitBook, Vercel docs, Next.js sites, etc.…
B 71 55 94 36 44 81 95
6744
mattmahowald
Enables interaction with Salesforce organizations through SOQL queries, object …
B 71 54 60 68 N/A 25 95 100
6745
reflex-dev
MCP Docs Server Claim 1
Makes local markdown documentation files automatically available to AI assistan…
B 71 54 78 37 N/A 44 92 100
6746
N3uraX
Tafa MCP Server Claim
A production-ready Model Context Protocol server that provides comprehensive fi…
B 71 54 54 65 N/A 41 95 99
6747
chacebot
MCP Xcode Server Claim 2
An MCP server that provides tools for programmatically interacting with Xcode p…
B 71 54 71 50 N/A 46 87 99
6748
dinesh-nalla-se
playwright-mcp Claim 1
Playwright Tools for MCP
B 71 55 62 100 N/A 54 83 46
6749
tomek7667
mcp-ctftime Claim
Enables AI assistants to query CTF (Capture The Flag) cybersecurity competition…
B 71 55 60 61 58 81 96
6750
GGoYoungHee
A boilerplate project for quickly developing Model Context Protocol servers usi…
B 71 54 66 61 N/A 26 95 99
Showing 6701–6750 of 33379 servers
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