MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 1 day ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9801
digithree
AutoMac MCP Claim
An experimental MCP server providing full control over the macOS user interface…
C 66 54 72 28 N/A 42 89 99
9802
anupamsharnagat
A Python-based demonstration server showcasing multiple Model Context Protocol …
C 66 55 86 30 22 83 100
9803
saralegui-solutions
Enables autonomous learning from interactions through pattern recognition and m…
C 66 55 96 32 24 81 86
9804
gongjiaben
A powerful speech-to-text MCP server that supports multiple audio formats and r…
C 66 54 54 68 N/A 22 95 82
9805
dpshade
Provides access to WakaTime coding analytics data through MCP tools. Enables qu…
C 66 55 56 51 45 84 95
9806
smartzan63
lucid-mcp-server Claim
C 66 54 60 60 N/A 69 95 44
9807
pallaprolus
mendeley-mcp Claim 1
MCP server for Mendeley reference manager. Search your library, browse folders,…
C 66 55 61 41 51 81 99
9808
cornelcroi
french-tax-mcp Claim
MCP server for French tax calculations and information - enables AI assistants …
C 66 55 78 82 N/A 35 81 41
9809
RadonX
MCP TriliumNext Claim 1
A Model Context Protocol server enabling AI assistants to interact with Trilium…
C 66 55 69 100 25 81 35
9810
convertguru
File Convert MCP Server
C 66 55 72 41 39 81 92
9811
Adyen
adyen-mcp Claim
Typescript library for integrating Adyen APIs via an MCP server
C 66 66 90 70 0 66 82 93
9812
jon2allen
Enables execution of shell commands, directory navigation, and interactive prog…
C 66 54 58 36 N/A 45 95 94
9813
qso-graph
solar-mcp Claim
Solar indices and space weather MCP server. SFI, SSN, Kp, DSCOVR, NOAA alerts.
C 66 54 66 28 N/A 38 94 100
9814
T1Trit
Enables comprehensive control and automation of Yandex Browser, including tab m…
C 66 55 84 100 N/A 26 87 11
9815
sksudeepvarma
ClickUp MCP Server Claim
Provides integration with ClickUp's API, allowing you to retrieve task informat…
C 66 55 70 50 23 81 98
9816
nan-qin
MCP MongoDB Claim
Enables interaction with MongoDB databases through MCP, supporting database que…
C 66 54 72 53 N/A 26 95 72
9817
doomdagadiggiedahdah
Enables programmatic access to the IACR Cryptology ePrint Archive, facilitating…
C 66 55 78 82 37 81 39
9818
security-use
Enables AI assistants to scan project dependencies and Infrastructure as Code f…
C 66 55 84 31 29 76 100
9819
AnotherStream
Enables integration with Evernote API to access and manage Evernote resources i…
C 66 55 80 58 23 81 77
9820
demomagic
Dune MCP Server Claim
Provide a server implementation that integrates with the Model Context Protocol…
C 66 55 60 66 N/A 23 81 89
9821
randyandrade
AGI MCP Server Claim 1
Enables persistent memory for AI systems by providing tools for episodic, seman…
C 66 55 78 82 33 78 41
9822
go-rod
rod-mcp Claim
Rod-MCP provides browser automation capabilities for your applications by using…
C 66 54 68 31 N/A 45 87 99
9823
wjlim
Enables users to manage and navigate nf-core bioinformatics pipeline repositori…
C 66 54 54 57 N/A 22 90 99
9824
YuChenSSR
mindmap-mcp-server Claim
A Model Context Protocol (MCP) server for generating a beautiful interactive mi…
C 66 54 74 25 N/A 45 90 96
9825
yaonyan
gpt-vis-mcp Claim 1
A local/private-favored wrapper for antvis/mcp-server-chart
C 66 54 84 36 N/A 59 89 55
9826
danielmiranda
Provides stealthy browser automation capabilities using a custom Firefox build …
C 66 55 60 55 31 80 97
9827
gentiku
Enables comprehensive Spotify integration through natural language commands, su…
C 66 55 78 41 24 81 98
9828
lourencomaciel
sift-gateway Claim
Reliability gateway for AI tool output: schema-stable, secret-safe, pagination-…
C 66 64 90 42 0 86 87 100
9829
OpalDecisionSciences
Provides intelligent OpenAI API token management with automatic switching betwe…
C 66 55 78 91 21 81 37
9830
iamnotagentleman
Provides tools for working with iOS Localizable.xcstrings files, enabling autom…
C 66 55 68 38 44 81 99
9831
qitianfeng
Enables reading and processing various document formats including Word, PDF, RT…
C 66 54 72 48 N/A 19 95 84
9832
Quaestor-Technologies
Connects AI clients to the Standard Metrics API for automated analysis of ventu…
C 66 55 62 40 60 81 93
9833
LuniaKunal
twitter-mcp Claim
All-in-one Twitter management solution providing timeline access, user tweet re…
C 66 54 66 43 N/A 24 95 92
9834
RusianHu
Enables high-quality conversion of SVG files to PNG, ICO, and JPG formats with …
C 66 55 62 100 N/A 39 92 23
9835
sidharthrajaram
MCP Weather Server Claim 1
This SSE-based MCP server allows users to connect and interact with National We…
C 66 55 84 36 28 81 92
9836
warengonzaga
Enables cross-chain bridging, multi-chain token swaps, and real-time pricing ac…
C 66 66 96 67 0 59 81 91
9837 C 66 54 54 60 N/A 13 95 98
9838
Abdullah-1121
MCP Chat Claim
A command-line interface application that enables interaction with LLMs through…
C 66 54 78 31 N/A 24 95 95
9839
mlsloynaz
mcp-sqlserver Claim 1
An MCP server for Microsoft SQL Server that enables executing read-only queries…
C 66 55 59 100 30 81 44
9840
wer8956741
lint-mcp Claim
Enables intelligent Go code quality checking with smart change detection throug…
C 66 54 78 28 N/A 45 95 80
9841
n-ochs
Provides Python and FastAPI coding best practices with searchable guidelines, c…
C 66 55 78 41 24 81 94
9842
pr0cf5
GhidraMCP Claim
Enables LLMs to autonomously reverse engineer applications by exposing Ghidra's…
C 66 54 66 33 N/A 40 95 91
9843
marcosviniweb
Enables dynamic exploration of Angular library components by reading and analyz…
C 66 54 54 55 N/A 27 95 94
9844
pepo1275
MCP4GVA Claim
Enables access to GVA GIS (Generalitat Valenciana) geographic data through ArcG…
C 66 55 78 87 21 81 43
9845
sascodiego
A comprehensive Model Context Protocol server that integrates Vibe Coding metho…
C 66 55 90 31 24 81 90
9846
mikegc-aws
Creates a simple MCP tool server with "streaming" HTTP.
C 66 54 64 36 N/A 42 95 90
9847
d4vydm
sliverc2-mcp Claim
sliverc2-mcp
C 66 54 64 33 N/A 37 95 100
9848
NoveltyEngine
A simple Machine Conversational Protocol server for Warp Terminal that provides…
C 66 55 66 82 N/A 40 95 36
9849
AnshuML
Provides AI agents with access to file metadata, vector search, and workflow me…
C 66 55 60 57 29 82 94
9850
Dublin1231
PDF MCP Flow Claim
Enables AI-driven PDF document processing including PDF to Markdown conversion,…
C 66 54 84 28 N/A 47 90 74
Showing 9801–9850 of 30006 servers
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