MCP Server Quality Scores

Independent quality analysis of 66495 public MCP servers

66495
Discovered
31828
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13451
schogini
This adds a border to an image and returns base64 encoded image
C 58 55 62 43 9 86 76
13452
jkang8
mcp-obsidian Claim 1
An MCP server that enables AI assistants to interact with Obsidian vaults by pr…
C 58 54 33 35 N/A 30 95 97
13453
Ayesha0300
MCP server that fetches LinkedIn profile information using the Fresh LinkedIn P…
C 58 55 48 37 23 81 100
13454
lsfusion
lsfusion-mcp Claim
Enables RAG-powered documentation search using OpenAI embeddings and Pinecone v…
C 58 55 54 30 28 81 96
13455
JudiniLabs
Enables seamless interaction with public or private code graphs from DeepGraph …
C 58 66 72 36 0 73 81 94
13456
E00N777
just a simple test for education
C 58 55 54 27 34 81 92
13457
kukapay
An MCP server that tracks newly created pools on Pancake Swap.
C 58 55 49 31 40 80 93
13458
gitCarrot
A Model Context Protocol server implementation that connects to AWS Cognito for…
C 58 55 45 66 20 81 71
13459
narinzar
Handles SQL query execution for a natural language interface to SQLite database…
C 58 54 72 25 N/A 34 88 65
13460
DeepSeekMine
A PDF processing server that extracts text via normal parsing or OCR, and retri…
C 58 54 48 28 N/A 18 95 98
13461
kickflow
Enables interaction with the kickflow workflow management API through MCP, supp…
C 58 66 50 65 0 80 80 87
13462
ActiveCampaign
postmark-mcp Claim 1
Experimental MCP server for Postmark, built by Postmark Labs. Designed for tink…
C 58 66 57 76 0 44 81 92
13463
Kyure-A
mcp-booth Claim
Booth.pm
C 58 55 38 82 N/A 35 95 34
13464
WhenjaySun
MCP Time Server Claim
Provides current time information with support for multiple IANA timezones, def…
C 58 55 48 35 24 81 100
13465
futhgar
A minimal, well-structured starter template for building Model Context Protocol…
C 58 54 60 0 N/A 45 89 99
13466
nicknochnack
A server that integrates trained Random Forest models with Bee Framework, enabl…
C 58 54 56 30 N/A 26 95 80
13467
JackKuo666
Enables AI assistants to search academic literature and retrieve detailed metad…
C 58 55 64 27 16 80 98
13468
kukapay
bitcoin-utxo-mcp Claim 1
An MCP server that tracks Bitcoin's Unspent Transaction Outputs (UTXO) and bloc…
C 58 55 45 27 38 83 100
13469
abudhu
Hello MCP Server Claim
A simple greeting server that responds to messages, particularly answering 'how…
C 58 55 48 35 22 81 100
13470
debabhinav1-hub
Enables automatic generation of test scenarios from user stories uploaded to Cl…
C 58 54 50 32 N/A 24 95 87
13471
OptLTD
MCP PDF Server Claim
Provides tools for extracting text, performing OCR on scanned documents, and re…
C 58 54 42 32 N/A 23 92 98
13472
greatSumini
ChillMCP Claim
Enables AI agents to take breaks and manage stress levels through various休息 act…
C 58 55 60 20 24 81 100
13473
sandovalmedeiros
MCP Agentic RAG Claim
Enables querying a vector database of machine learning FAQs and performing web …
C 58 54 48 27 N/A 24 95 96
13474
Pakvothe
i1n Claim
Agent-complete localization: extract strings, push keys, AI-translate, pull typ…
C 58 55 66 0 N/A 50 81 99
13475
xindong888999
A Model Context Protocol server that allows AI assistants to create and manage …
C 58 54 51 33 N/A 34 80 91
13476
juanrave
A Model Context Protocol (MCP) server implementation that uses Server-Sent Even…
C 57 55 42 45 26 81 91
13477
Soham-bakshi
A server that powers an interactive chatbot for querying and managing tax alert…
C 57 54 64 22 N/A 19 77 100
13478
v587d
A free, plug-and-play knowledge base server that provides access to 10,000+ ins…
C 57 54 66 22 N/A 41 95 55
13479
Abu-BakarYasir
mcp_slack Claim
fetch the latest channels messages chat
C 57 55 42 41 23 81 98
13480
gsmethells
preflight-mcp Claim
TrustPilot for APIs — independent reliability ratings for APIs and MCP servers,…
C 57 55 66 0 46 81 94
13481
chaitanyaatlan
A demonstration MCP server providing basic tools for returning greetings and pe…
C 57 54 42 27 N/A 22 95 98
13482
Luis-E-Dev
Enables AI assistants to query Salesforce data including retrieving accounts by…
C 57 55 54 28 24 81 95
13483
xiaohui
Enables sending messages and scheduling reminders through multiple platforms in…
C 57 55 42 33 48 81 87
13484
demixid
An MCP server that indexes local Python projects into a SQLite database to enab…
C 57 54 39 25 N/A 25 95 100
13485
haojiasheng
Notes MCP Server Claim
Enables creating and managing text notes through MCP resources and tools. Provi…
C 57 54 30 52 N/A 14 95 91
13486
nibzard
A Model Context Protocol server that allows execution of Python code within Day…
C 57 66 69 65 0 43 81 86
13487
ryanmccauley
d2-mcp Claim
Enables AI assistants to compile, validate, and explore D2 diagrams using the o…
C 57 66 66 66 0 32 81 96
13488
aviralksingh
MCP_Basics Claim
A crash course for Python developers on building and integrating Model Context …
C 57 54 40 22 N/A 39 95 91
13489
kkyy3402
Enables semantic search and document retrieval from OpenAI Vector Store, allowi…
C 57 55 54 30 19 80 96
13490
laksh-krishna-sharma
Weather MCP Server Claim
A Model Context Protocol (MCP) server that provides real-time weather alerts an…
C 57 55 60 31 24 81 86
13491
Facets-cloud
Enables creation and management of Terraform modules for Facets.cloud infrastru…
C 57 66 86 41 0 46 76 91
13492
hwibalyu
edinet-mcp Claim 1
An MCP server that interfaces with the Japanese EDINET API v2 to search, downlo…
C 57 55 39 46 25 82 93
13493
yura9011
Scythe MCP REAPER Claim
Enables AI-powered music composition and control for REAPER DAW through OSC and…
C 57 54 54 16 N/A 26 95 90
13494
junmer
LottieFiles Server Claim
Search and retrieve Lottie animations effortlessly. Access detailed information…
C 57 66 78 52 0 40 81 92
13495
EEGRCENEM
A proof-of-concept MCP server that allows LLM agents to query live flight booki…
C 57 54 48 22 N/A 22 95 98
13496
tamu960925
Redmine MCP Server Claim 2
Enables AI assistants to interact with Redmine instances to manage issues, proj…
C 57 55 84 43 32 82 31
13497
forevercjh
A Python framework for developing and managing tool instances through a registr…
C 57 55 72 40 18 83 60
13498
format37
Enables AI assistants to securely execute shell commands on local machines thro…
C 57 54 54 33 N/A 18 80 93
13499
zrax-x
Assists in Advanced Persistent Threat malware analysis by providing tools to se…
C 57 54 48 33 N/A 22 87 90
13500
mattcoatsworth
Zoom API MCP Server Claim 2
A comprehensive Model Context Protocol server that enables interaction with the…
C 57 55 56 82 25 82 27
Showing 13451–13500 of 66495 servers
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