MCP Server Quality Scores

Independent quality analysis of 33790 public MCP servers

33790
Discovered
28875
Scored
2088
Verified
16951
Complete

Last updated 1 hour, 37 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13401
ryaker
appstore-connect-mcp Claim 3
MCP server for Apple Store Connect API integration with OAuth authentication su…
C 58 64 85 66 0 45 50 99
13402
ashotchumore
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 58 54 48 58 N/A 31 92 56
13403
mix0z
Enables AI agents to perform semantic search over codebases by converting natur…
C 58 55 66 82 21 77 29
13404
abckiran
MCP Server Deepdive Claim 1
A Model Context Protocol server implementation that provides mathematical opera…
C 58 55 39 82 N/A 22 95 40
13405
NBWolfer
An MCP server that integrates with local Ollama LLMs to provide financial analy…
C 58 54 63 36 N/A 18 92 72
13406
shoumikdc
Discover the latest arXiv papers by category and keyword. Control how many resu…
C 58 66 76 57 0 34 82 100
13407
soniankur948
Intelligently analyzes codebases to enhance LLM prompts with relevant context, …
C 58 54 48 33 N/A 21 95 89
13408
douglasqsantos
A minimal Model Context Protocol server that facilitates network-based client c…
C 58 55 50 17 48 83 100
13409
kickflow
Enables interaction with the kickflow workflow management API through MCP, supp…
C 58 66 50 65 0 80 80 87
13410
thechandanbhagat
Demo MCP Server Claim
A demonstration server designed to showcase core Model Context Protocol (MCP) p…
C 58 55 60 25 24 83 93
13411
neeraj-somani
Enables web search capabilities through the Tavily API, allowing users to perfo…
C 58 55 60 30 26 81 89
13412
ericlistin
Provides audio feedback by playing sound effects when Cursor AI completes code …
C 58 54 54 25 N/A 22 95 88
13413
ZatesloFL
Provides comprehensive natural language control over Google Workspace services …
C 58 66 82 43 0 49 81 92
13414
pdogra1299
Jira MCP Server Claim
Enables AI assistants to interact with Jira Cloud instances for comprehensive i…
C 58 66 78 63 0 33 81 88
13415
ramaiyaKushal
AVA MCP Server Claim
A custom MCP server that provides AI applications with access to an Artificial …
C 58 55 50 22 43 81 97
13416
Stratoforce-AI-LLC
15 AI revenue intelligence tools for Salesforce — pipeline, deals, coaching, co…
C 58 66 72 66 0 35 77 99
13417
pratham-svg
A Model Context Protocol server that requires user authentication via Auth0 bef…
C 58 55 33 68 18 81 88
13418
JackKuo666
Enables AI assistants to search academic literature and retrieve detailed metad…
C 58 55 64 27 16 80 98
13419
ch1nhpd
An MCP server that integrates various penetration testing tools, enabling secur…
C 58 54 59 26 N/A 16 95 88
13420
ruslankf777
MongoDB MCP Server Claim
Provides a standardized interface for AI assistants to interact with MongoDB da…
C 58 55 60 31 18 81 96
13421
gitCarrot
A Model Context Protocol server implementation that connects to AWS Cognito for…
C 58 55 45 66 20 81 71
13422
ShresthaAnkit
MCP Server Claim
Integrate your applications with real-world data and tools seamlessly. Access f…
C 58 54 36 35 N/A 24 95 98
13423
gleb-roma
A Model Context Protocol server that provides secure, sandboxed file system ope…
C 58 54 39 38 N/A 23 92 99
13424
Narasimhaponnada
mermaid-mcp Claim
AI-powered Mermaid diagram generation with 22+ diagram types including flowchar…
C 58 66 84 58 0 23 80 96
13425
nicknochnack
A server that integrates trained Random Forest models with Bee Framework, enabl…
C 58 54 56 30 N/A 26 95 80
13426
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
13427
abhiemj
A local MCP server that generates animations using Manim.
C 58 54 48 28 N/A 39 87 89
13428
PabloLec
KeyProbe Claim
Audit certificates and keystores to surface expiry risks, weak algorithms, and …
C 58 54 40 26 N/A 45 95 88
13429
Ayesha0300
MCP server that fetches LinkedIn profile information using the Fresh LinkedIn P…
C 58 55 48 37 23 81 100
13430
chrishayuk
MCP Time Server Claim 1
A Python microservice that provides utilities for retrieving current times and …
C 58 55 54 74 46 82 27
13431
Jameswlepage
A Model Context Protocol server that provides AI assistants with comprehensive …
C 58 64 77 51 0 24 95 95
13432
arunlakshmikabilan1982
Shopify MCP Server Claim
Enables management of Shopify orders through the Admin REST API, allowing users…
C 58 66 72 68 0 25 81 94
13433
SupenBysz
Gitea MCP Tool Claim 1
Enables AI assistants to interact with Gitea repositories through intelligent t…
C 58 66 78 55 0 51 82 83
13434
joaovitor2763
Provides real-time stock market data through Yahoo Finance without requiring an…
C 58 66 78 65 0 19 81 100
13435
yixiaowang2001
Enables interaction with Bilibili (B站) platform through API and web scraping. S…
C 58 55 60 31 21 81 91
13436
E00N777
just a simple test for education
C 58 55 54 27 34 81 92
13437
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
13438
alperenkocyigit
Enables analysis of academic author networks and research collaborations by ret…
C 58 55 64 26 19 81 95
13439
Juan-Andres-Motta
Enables scheduling and managing appointments through a PostgreSQL database, all…
C 58 55 48 33 25 81 100
13440
polydev-ai
polydev Claim
Query GPT-5, Claude, Gemini, and Grok simultaneously through one MCP server
C 58 64 94 38 0 37 83 90
13441
StepanCooleague
file-finder-mcp Claim 2
A MCP server that allows searching for files in the filesystem based on path fr…
C 58 54 63 56 N/A 20 92 46
13442
enciyo
KAP MCP Tools Claim
A Model Control Protocol server that provides access to Turkey's Public Disclos…
C 58 54 48 25 N/A 22 95 99
13443
taciturnaxolotl
traverse Claim
Enables AI models to generate interactive, clickable code walkthrough diagrams …
C 58 66 78 57 0 46 80 85
13444
JoseGarayar
Enables AI assistants to manage employee data through a REST API with full CRUD…
C 58 54 48 25 N/A 24 95 94
13445
peterj
An MCP server that enables Git repository operations and GitHub PR workflows, a…
C 58 55 55 36 23 81 91
13446
kukapay
An MCP server that tracks Ethereum’s validator activation and exit queues in re…
C 58 55 45 27 41 83 100
13447
mhyrr
SketchupMCP Claim 1
Connects Sketchup to Claude AI through the Model Context Protocol, allowing Cla…
C 58 55 68 28 29 74 83
13448
VRUSHIL1
Enables AI assistants to interact with MySQL databases through natural language…
C 58 55 60 36 22 76 88
13449
Jsgordon420365
Google Sheets MCP Claim 1
An MCP server that enables AI agents to read, create, and modify Google Spreads…
C 58 66 63 60 0 48 81 100
13450
ryuichi1208
FastMCP Claim
A lightweight Model Context Protocol server that enables creating, managing, an…
C 58 55 60 30 18 81 96
Showing 13401–13450 of 33790 servers
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