MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 55 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11851
huang-sh
SCMCP Claim 2
An MCP server that enables single-cell RNA sequencing analysis through natural …
C 62 55 77 51 59 83 36
11852
HowardQin
fastmcp-opengauss Claim
Enables interaction with openGauss databases through multiple transport methods…
C 62 55 80 28 23 71 99
11853
Cyreslab-AI
A Model Context Protocol (MCP) server that provides access to Crunchbase data f…
C 62 66 84 72 0 42 81 92
11854
helloHupc
Pixabay MCP Server Claim
Enables AI assistants to search for and retrieve images, illustrations, and vid…
C 62 55 54 37 45 82 91
11855
mattjegan
swarmia-mcp Claim
Read-only MCP server to help gather metrics from [Swarmia](swarmia.com) for qui…
C 62 66 90 68 0 37 81 91
11856
qqzhangyanhua
Provides real-time stock information for Chinese A-shares and US stocks using t…
C 62 55 48 62 24 78 91
11857
kukapay
blockbeats-mcp Claim 1
An MCP server that delivers blockchain news and in-depth articles from BlockBea…
C 62 55 57 31 43 83 97
11858
HasnainAli47
TOON MCP Server Claim 1
Converts JSON data and system prompts to and from TOON (Token-Oriented Object N…
C 62 55 62 36 40 84 85
11859
prashalruchiranga
arXiv MCP Server Claim 1
A Model Context Protocol server that enables natural language interaction with …
C 62 55 57 30 46 81 99
11860
Preston-Harrison
Enables secure filesystem operations with directory sandboxing and optional rea…
C 62 54 60 32 N/A 23 95 93
11861
Lynxe-public
Bing CN MCP Enhanced Claim 2
An MCP server optimized for Chinese users that enables AI models to perform Bin…
C 62 55 59 82 56 76 30
11862
mori-mmmm
A collection of custom MCP servers providing various AI-powered capabilities in…
C 62 54 62 58 N/A 37 95 49
11863
cremich
Allows AI assistants to access prompts from promptz.dev API without copy-pastin…
C 62 66 86 66 0 47 78 94
11864
lborjigi
Enables AI assistants to manage BookStack documentation through natural languag…
C 62 55 72 35 21 81 94
11865
addity3
Enables AI assistants to interact with Supabase databases through standardized …
C 62 55 68 30 43 81 86
11866
nsachin08
Enables interaction with Google Kubernetes Engine (GKE) to list clusters, manag…
C 62 55 62 40 27 76 99
11867
Rev4nchist
An MCP server that connects Claude.ai to a Notion-based marketing knowledge bas…
C 62 55 57 50 25 80 93
11868
sichang824
Figma MCP Server Claim
A server implementation that enables interaction with Figma API through Model C…
C 62 55 90 28 27 81 74
11869
the-real-py
Enables management of your home bar inventory and cocktail discovery through Ba…
C 62 66 94 65 0 27 81 97
11870
Muzain187
TG_MCP Claim
A lightweight Python interface that exposes TigerGraph database operations as s…
C 62 55 72 22 40 76 97
11871
larasrinath
BLS MCP Claim 1
Enables users to query U.S. labor statistics, including employment, CPI, and wa…
C 62 55 70 0 64 84 98
11872
gonzalo123
Provides a suite of business tools for interacting with a SQLite sales database…
C 62 54 66 30 N/A 30 87 90
11873
psikosen
Enables AI systems to reason through emergent thinking by breaking queries into…
C 62 54 72 20 N/A 25 95 90
11874
openfused
openfuse-mcp Claim
Encrypted mail, shared memory, and persistent context for AI agents.
C 62 55 72 0 N/A 67 81 100
11875
zekker6
mcp-helm Claim 1
MCP server for Helm package manager
C 62 66 63 68 0 76 81 97
11876
antonscap
MCP Server Sample Claim
An educational implementation of a Model Context Protocol server that demonstra…
C 62 54 48 30 N/A 42 94 100
11877
TomCat2357
Enables centralized management and unified interface for multiple child MCP ser…
C 62 55 72 36 32 80 82
11878
fean-developer
Enables LLMs and agents to interact with relational databases (SQL Server, MySQ…
C 62 55 66 33 41 80 87
11879
t-daiki96
Enables users to retrieve Pokémon statistics, sprite images, and complete infor…
C 62 55 78 95 26 81 7
11880
Ansvar-Systems
georgian-law-mcp Claim
Georgian legislation via MCP — full-text search across statutes and provisions
C 62 64 90 33 0 66 95 90
11881
dreamingms
16 AI-native tools with dual SSE + streamable-http transport. Free tier availab…
C 62 66 94 53 0 50 81 95
11882
RRP12
A template for deploying authentication-free MCP servers on Cloudflare Workers.…
C 62 55 48 70 24 81 79
11883
amyfan7
Automates Java/Maven test generation, JaCoCo coverage analysis, and Checkstyle …
C 62 54 50 47 N/A 26 95 90
11884
jeromewoody
Enables interaction with FreshRSS RSS feed readers through the Google Reader co…
C 62 55 60 43 23 80 99
11885
opentofu
OpenTofu MCP Server Claim 1
A Model Context Protocol server that allows AI assistants to search for and ret…
C 62 66 79 61 0 58 81 94
11886
stevehorn
Enables searching and filtering Telegram group messages with advanced options f…
C 62 55 60 48 32 81 84
11887
SaintDoresh
An MCP tool that provides cryptocurrency market data using the CoinGecko API.
C 62 55 60 31 36 84 99
11888
jhlia0
A Model Context Protocol server that integrates with Azure DevOps, enabling use…
C 62 54 45 56 N/A 24 90 88
11889
montevive
penpot-mcp Claim
Penpot MCP server
C 62 55 48 41 N/A 48 81 97
11890
FuzzyCZX
A Model Context Protocol server implementation that enables real-time data comm…
C 62 54 45 62 N/A 19 95 84
11891
stanfrbd
MCP server for Cyberbro IOC extraction, enrichment and reputation analysis.
C 62 55 53 22 N/A 70 82 94
11892
frankausberlin
AdminMCP Claim
Provides LLMs with administrative capabilities to execute shell commands on loc…
C 62 54 62 26 N/A 27 95 98
11893
0GiS0
Demonstrates how to implement sampling in MCP servers, allowing tools to reques…
C 62 54 60 27 N/A 30 95 94
11894
wmoto-ai
MCP Outlook Tools Claim 1
A Model Context Protocol server that enables AI assistants to interact with Mic…
C 62 54 45 43 N/A 45 95 84
11895
githejie
This server enables LLMs to use calculator for precise numerical calculations
C 62 54 62 22 N/A 50 87 94
11896
ggumgil
Enables access to Korean public data services through OpenAPI integration. Supp…
C 62 54 68 41 N/A 24 95 73
11897
BjornMelin
Automates Grammarly's web interface to check AI detection and plagiarism scores…
C 62 66 84 62 0 50 81 93
11898
rainbowgore
Stealthee MCP Claim
Enables detection and analysis of pre-public product launches through web searc…
C 62 66 78 71 0 48 81 91
11899
AndrewDavidRivers
A Model Context Protocol server for coordinating multiple parallel agents worki…
C 62 54 53 28 N/A 35 95 100
11900
JunkaiWang-TheoPhy
A template for deploying MCP servers on Cloudflare Workers without authenticati…
C 62 55 48 67 21 81 84
Showing 11851–11900 of 67226 servers
« Prev 1 236 237 238 239 240 1345 Next »