MCP Server Quality Scores

Independent quality analysis of 33537 public MCP servers

33537
Discovered
27057
Scored
1725
Verified
16957
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8401
lhstorm
Transforms PDF collections into a searchable knowledge base using TF-IDF indexi…
C 69 54 88 31 N/A 25 95 95
8402
zicez
MCP-PDF2MD Claim
Converts PDF files from local storage or URLs to structured Markdown format usi…
C 69 55 54 82 42 81 82
8403
DanielFluxman
Alexandria2 Claim
An autonomous academic research and publishing platform that enables AI agents …
C 69 55 76 82 45 81 52
8404
amysatterlee
Facilitates retrieval of National Park Services data using the NPS API, allowin…
C 69 55 72 62 17 80 100
8405
Tom-Semple
MCP Apple Notes Claim 2
A Model Context Protocol server that enables semantic search and RAG over your …
C 69 54 63 58 N/A 21 95 98
8406
VinnyCarter05
Parse and query investment statements from multiple institutions (Questrade, In…
C 69 54 88 31 N/A 35 95 89
8407
HGraphPunks
A production-ready Node.js server that enables decentralized communication betw…
C 69 55 72 70 23 76 94
8408
maratsal
Enables querying and analyzing Falco security events from Falcosidekick UI thro…
C 69 55 72 71 19 80 88
8409
hidenorigoto
An MCP server implementation that enables AI assistants to interact with and ma…
C 69 55 63 100 22 81 62
8410
AnCode666
NASA-MCP Claim 1
An MCP server that enables LLMs to query data from various NASA APIs, allowing …
C 69 55 59 46 61 82 99
8411
DynamicEndpoints
Extracts and stores documentation content from Microsoft Learn and GitHub URLs …
C 69 55 72 100 31 80 45
8412
dev-proxy-tools
mcp Claim 1
MCP server for Dev Proxy that enables AI assistants to interact with Dev Proxy.
C 69 54 47 52 N/A 59 95 100
8413
poly-mcp
MCP server for Industrial IoT, SCADA and PLC systems. Unifies MQTT sensors, Mod…
C 69 54 67 50 N/A 45 87 95
8414
soukadao
Enables the previewing of GitHub Flavored Markdown (GFM) as an MCP application.…
C 69 55 66 61 32 82 100
8415
J-Gal02
ClickSend MCP Server Claim 1
This server enables AI models to send SMS messages and initiate Text-to-Speech …
C 69 55 78 45 37 81 96
8416
opsmill
infrahub-mcp Claim 1
An MCP server connects your AI assistants to Infrahub using the open MCP standa…
C 69 55 43 71 N/A 73 72 93
8417
AllenMaxi
ContextGraph Claim 1
Shared memory bus for MCP-compatible agents with permissions, subscriptions, an…
C 69 54 90 0 N/A 79 87 96
8418
GUEPARD98
Enables secure SSH command execution on remote servers and local PowerShell aut…
C 69 55 72 63 32 81 89
8419
jneless
TOS MCP Server Claim 1
Enables interaction with Volcengine's TOS (Object Storage) service through MCP …
C 69 55 72 65 45 80 79
8420
ovlabs
originalvoices Claim 1
MCP server for OriginalVoices - Ask AI twins questions about any audience
C 69 54 55 62 N/A 38 95 91
8421
DMontgomery40
Meta MCP Server Claim 2
A tool that dynamically generates and configures MCP servers by automatically c…
C 69 54 72 51 N/A 40 87 91
8422
GuyenSoto
PBIXRay MCP Server Claim
Enables LLM clients to analyze and interact with Power BI (.pbix) files, provid…
C 69 54 72 31 N/A 45 95 99
8423
freestylefly
12306-MCP Claim 2
A Model Context Protocol server that allows large language models to search for…
C 69 55 37 100 43 81 80
8424
coskun45
Enables searching and retrieving arXiv papers by topic, fetching abstracts by p…
C 69 54 84 41 N/A 21 95 93
8425
ampcome-mcps
An MCP server that enables LLM applications to control web browsers via Browser…
C 69 54 51 70 N/A 23 95 97
8426
ai-tools-all
Enables powerful code search across millions of public GitHub repositories usin…
C 69 55 72 62 24 82 92
8427
escenariosparalatransformacion
Enables humanitarian negotiators to analyze complex situations using proven met…
C 69 55 66 61 45 81 88
8428
mitjaeichhorn
manus-mcp Claim 2
An MCP server that enables interaction with Google Drive through the Google Clo…
C 69 66 45 86 95 25 80 75
8429
progress-all
ACOMO MCP Server Claim 1
Enables interaction with ACOMO API through MCP tools and resources. Provides co…
C 69 55 72 82 51 80 49
8430
zachswift615
Enables AI models to analyze audio files through numerical fingerprints, pitch …
C 69 54 78 47 N/A 31 90 88
8431
WindieChai
Enables VSCode/Cursor to integrate with Confluence Wiki, allowing AI models to …
C 69 55 60 68 38 76 100
8432
xue20010808
word2pdf_hello_mcp Claim
Create friendly, personalized greetings on demand. Toggle pirate mode for playf…
C 69 54 64 55 N/A 23 95 100
8433
christophersutton
InstantDB MCP Server Claim 2
Provides a read-only interface for querying InstantDB data with tools to execut…
C 69 54 84 53 N/A 18 87 90
8434
JonasRackl
labmate-mcp Claim 2
81 chemistry tools — literature, calculations, retrosynthesis
C 69 55 84 70 N/A 58 78 48
8435
mclamee
A secure MCP server for local API credential management using JSON storage and …
C 69 54 42 60 N/A 60 92 98
8436
oculairmedia
Ghost MCP Server Claim 1
A Model Context Protocol server that enables management of Ghost blog content (…
C 69 55 63 68 33 77 99
8437
alexalexalex222
Design-first MCP for coding agents that improves websites with screenshot-groun…
C 69 54 78 27 N/A 59 95 84
8438
pnilan
midi-mcp Claim 1
An MCP server that enables AI models to control electronic music instruments by…
C 69 55 39 82 N/A 30 92 98
8439
aliyun
PolarDB-X MCP Server Claim 1
A Model Context Protocol server that enables AI agents to interact with Alibaba…
C 69 55 75 48 52 76 90
8440
SDILogin
Claude MCP server that enables secure access to browse and read Android project…
C 69 54 70 37 N/A 40 94 100
8441
ssossan
Enables Claude Desktop and other MCP clients to interact with any OAuth2-authen…
C 69 55 84 56 30 81 82
8442
lucad87
Enables migration of test automation projects from WebDriverIO to Playwright us…
C 69 55 78 58 31 81 89
8443
alexhholmes
MCP Obsidian Claim
Enables semantic search across Obsidian vaults using vector embeddings and Chro…
C 69 54 88 25 N/A 42 89 97
8444
davise070893
A Python-based MCP server that extracts football match data from multiple globa…
C 69 55 80 56 22 82 94
8445
CWNApps
TrustAtom MCP Server Claim 1
Provides cryptographic signing and verification for AI decisions to generate ve…
C 69 55 86 45 N/A 35 80 91
8446
sawa-zen
Sound Effects MCP Claim 1
Plays sound effects (completion, newtype, and error sounds) in response to vari…
C 69 54 72 60 N/A 28 92 85
8447
A-Quark2005
WhkerDB MCP Server Claim 1
Enables interaction with the WhkerDB shared PDF editor to manage collaborative …
C 69 55 72 66 24 76 94
8448
iramk11
Claude Data Buddy Claim
Enables conversational analysis of CSV and Parquet files through natural langua…
C 69 54 76 52 N/A 19 95 92
8449
yayoboy
Oxide Claim 1
Intelligent LLM orchestrator that automatically routes tasks to the most approp…
C 69 55 84 43 37 80 92
8450
PierreGode
MCP Time Server Claim 1
Provides time and date functionality with support for multiple formats and time…
C 69 55 92 91 26 81 35
Showing 8401–8450 of 33537 servers
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