MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 53 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
4901
dbsectrainer
MCP-native health monitoring that probes MCP servers using the list_tools proto…
B 74 44 58 N/A N/A 62 83 96
4902
atharvagupta2003
MCP Stripe Server Claim 1
A server that integrates with Stripe for handling payments, customers, and refu…
B 74 55 84 55 45 81 98
4903
bdfrost
Enables interaction with Sonarr and Radarr APIs to query media libraries, check…
B 74 55 78 61 50 78 99
4904
danielwpz
Enables AI agents to connect to and chat with multiple LLM models (OpenAI, Open…
B 74 55 82 61 42 81 95
4905
th3w1zard1
Enables Claude to search and retrieve Panda3D game engine documentation seamles…
B 74 55 94 61 30 82 91
4906
hlpsxc
Enables comprehensive video quality analysis including metadata extraction, GOP…
B 74 54 90 61 N/A 24 94 86
4907
wuhuangjia
Enables natural language interaction with Azure DevOps to manage work items, pr…
B 74 55 90 68 24 81 93
4908
bmorphism
Slowtime MCP Server Claim 1
A secure Model Context Protocol server that manages time-based operations using…
B 74 54 96 57 N/A 17 90 92
4909
ForceInjection
Enables intelligent Markdown document analysis including extracting table of co…
B 74 54 86 50 N/A 42 95 87
4910
gurdasnijor
Basic MCP Server Claim
A minimal Model Context Protocol server demonstrating basic MCP capabilities wi…
B 74 54 74 51 N/A 45 95 100
4911
anavvathi
BridgeContext is a productivity tool designed to capture and transfer conversat…
B 74 54 90 27 N/A 64 89 98
4912
bxzymy
MCP Recommender Claim
Provides intelligent recommendations for MCP servers based on development needs…
B 74 55 66 82 36 81 95
4913
quinny1187
Enables direct file system access to Obsidian vaults with auto-discovery, full-…
B 74 54 84 56 N/A 23 95 100
4914
nickjlamb
PubCrawl Claim
PubCrawl provides LLMs with access to PubMed, FDA/UK drug labeling, and Clinica…
B 74 55 76 100 54 83 47
4915
bennyzen
A comprehensive toolkit for color conversion, manipulation, and accessibility a…
B 74 55 82 61 50 80 92
4916
dbsectrainer
mcp-eval-runner Claim
A standardized testing harness for MCP servers and agent workflows
B 74 44 58 N/A N/A 62 83 96
4917
hongnoul
mit-dining Claim
Real-time MIT dining hall menus with dietary filtering across all 6 halls
B 74 54 66 68 N/A 38 92 100
4918
roeiba
pmd Claim 1
MCP server for PMD static code analyzer - run code analysis and detect duplicat…
B 74 54 65 62 N/A 58 92 94
4919
carsol
monarch-mcp-server Claim
MCP server providing read-only access to Monarch Money financial data, enabling…
B 74 55 78 66 43 80 94
4920
izaitsevfb
Provides access to PyTorch CI/CD analytics data including workflows, jobs, test…
B 74 55 78 82 27 81 91
4921
Ayaanisthebest
Enables AI assistants to interact with native Apple applications including Mess…
B 74 54 96 37 N/A 42 95 91
4922
Cyreslab-AI
Check if your accounts or passwords have been compromised in data breaches. Uti…
B 74 55 78 100 N/A 36 81 58
4923
X3r0K
A WebSocket server that provides MCP interface for searching and retrieving inf…
B 74 55 94 63 16 80 100
4924
GreatAuk
MCP Server Starter Claim 1
A TypeScript-based template for building Model Context Protocol servers, featur…
B 74 54 90 65 N/A 38 90 75
4925
huchunlinnk
Provides Kubernetes cluster management capabilities through natural language vi…
B 74 55 80 66 45 81 90
4926
Heratiki
LocalLama MCP Server Claim 1
Routes coding tasks to local and remote LLMs with intelligent cost-quality opti…
B 74 54 81 66 N/A 31 95 84
4927
danielefavi
Connects LLMs to GitHub and GitLab to analyze pull and merge requests for logic…
B 74 55 78 57 50 81 100
4928
radireddy
GitHub MCP Server Claim
Enables AI agents to analyze employee GitHub activity including PRs, code revie…
B 74 55 84 72 27 81 90
4929
windsornguyen
Integrates the Sonar API to provide Claude with real-time web-wide research cap…
B 74 55 80 63 41 81 96
4930
The-Focus-AI
Enables AI and LLM systems to interact with the Buttondown newsletter service, …
B 74 55 72 68 48 76 100
4931
tatn
This MCP server provides unified diffs of two text inputs using Python's standa…
B 74 54 78 55 N/A 39 94 95
4932
lupuletic
onyx-mcp-server Claim 1
Connect your MCP-compatible clients to Onyx AI knowledge bases for enhanced sem…
B 74 55 84 100 62 80 34
4933
ctaylor86
Rendi MCP Server Claim
Enables cloud-based FFmpeg video and audio processing through the Rendi API, al…
B 74 55 78 72 37 81 94
4934
CartographAI
atlas-docs Claim
Provide LLMs hosted, clean markdown documentation of libraries and frameworks
B 74 55 78 58 46 83 100
4935
pnmice
Enables natural language management of Docker containers, images, networks, and…
B 74 55 80 61 47 81 95
4936
umshere
UIFlowchartCreator Claim 2
Enables users to create UI flowcharts by generating visualizations of user inte…
B 74 54 86 68 N/A 22 90 90
4937
yoda-digital
An enterprise-grade MCP server that provides specialized tools for legal reason…
B 74 55 78 100 N/A 25 95 52
4938
Domoteek
Search for Airbnb listings and get detailed information about accommodations. A…
B 74 54 84 57 N/A 41 90 91
4939
michaelmckinleyconsulting
Enables AI assistants to programmatically manage Power BI workspaces, reports, …
B 74 55 76 66 43 81 97
4940
arjshiv
Provides quick access to local system utilities including time/date, hostname, …
B 74 54 66 57 N/A 64 89 97
4941
slashprint
Enables AI-powered automation of Adobe Illustrator on Windows by allowing Claud…
B 74 54 84 58 N/A 31 95 93
4942
sunu-py-jp
Qiita MCP Server Claim
A comprehensive MCP server that enables AI to interact with all 68 functions of…
B 74 55 60 72 56 82 100
4943
frstlvl
Enables AI assistants to interact with Obsidian vaults through vector search, v…
B 74 54 72 68 N/A 54 95 76
4944
AICre8dev
AICre8 MCP Server Claim
Enables AI agents to create, modify, and deploy web projects through the AICre8…
B 74 55 76 66 53 76 97
4945
samefarrar
MCP-AnkiConnect Claim 2
An MCP server that integrates Claude with Anki flashcards, allowing users to re…
B 74 55 57 74 N/A 51 95 91
4946
studiomeyer-io
mcp-video Claim
A cinema-grade video production MCP server that enables automated website recor…
B 74 55 84 56 72 82 77
4947
Augmented-Nature
Reactome MCP Server Claim 1
Model Context Protocol server for accessing Reactome pathway and systems biolog…
B 74 55 88 61 34 82 94
4948
IntelagentStudios
A Model Context Protocol server template designed for building custom servers u…
B 74 54 75 45 N/A 53 95 100
4949
ajmastra
Connects Claude to Todoist to intelligently parse meeting notes into actionable…
B 74 55 60 72 67 82 94
4950
leorosignoli
Enables comprehensive test management with JIRA's Zephyr system, allowing users…
B 74 55 92 100 40 81 40
Showing 4901–4950 of 67197 servers
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