MCP Server Quality Scores

Independent quality analysis of 33593 public MCP servers

33593
Discovered
28205
Scored
1966
Verified
16957
Complete

Last updated 2 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9851
chuckmeyer
hello-mcp Claim
A minimal learning-focused MCP server that demonstrates core primitives like to…
C 66 55 60 52 35 82 96
9852
zhengyun1008
Provides access to MySQL databases with fine-grained access control, supporting…
C 66 55 78 32 45 81 89
9853
lifestylearb
tokenmonkey Claim
P2P wagering protocol for AI agents on Solana. Coinflip & dice challenges for U…
C 66 54 60 66 N/A 25 74 99
9854
hustcc
hustcc-mcp-mermaid Claim
Generate dynamic Mermaid diagrams and charts with AI assistance. Customize styl…
C 66 66 82 72 0 72 81 92
9855
kychee-com
run402 Claim 1
Autonomous infra for Coding Agents paid by X402
C 66 55 72 58 71 80 49
9856
Garblesnarff
Provides 14 comprehensive tools for geocoding, navigation, and visual mapping u…
C 66 55 58 51 46 82 93
9857
ashenoy95
MCP Chat Claim
A command-line interface application that enables interactive chat with AI mode…
C 66 55 66 53 21 81 100
9858
kozokaAI
AS400 MCP Server Claim
Enables development support for AS400/IBM i systems by providing read-only acce…
C 66 55 66 41 67 80 78
9859
Calvin-Francis
Memory MCP Claim 1
A Model Context Protocol server that provides AI assistants with persistent sem…
C 66 55 69 43 42 83 90
9860
cyberchitta
llm-context.py Claim
Share code context with LLMs via MCP or clipboard
C 66 54 66 22 N/A 69 90 89
9861
GALIAIS
SiYuan MCP Server Claim 1
An MCP server for SiYuan Note that enables comprehensive management of notebook…
C 66 55 63 65 N/A 68 95 39
9862
BobGod
A Model Context Protocol server that enables AI tools to automatically publish …
C 66 54 45 73 N/A 48 90 75
9863
securityfortech
secops-mcp Claim
All-in-one security testing toolbox that brings together popular open source to…
C 66 54 76 27 N/A 48 89 86
9864
jarmentor
Enables semantic code search across multiple repositories using AST-aware chunk…
C 66 54 76 30 N/A 24 95 94
9865
Dublin1231
PDF MCP Flow Claim
Enables AI-driven PDF document processing including PDF to Markdown conversion,…
C 66 54 84 28 N/A 47 90 74
9866
openSVM
An MCP server implementation that enables access to DexScreener API data, provi…
C 66 55 69 83 42 81 42
9867
Hochfrequenz
TransformerBee.MCP Claim
Enables conversion between EDIFACT and BO4E data formats through the transforme…
C 66 55 72 42 49 81 82
9868
Quaestor-Technologies
Connects AI clients to the Standard Metrics API for automated analysis of ventu…
C 66 55 62 40 60 81 93
9869
samihalawa
envmem-mcp Claim
EnvMem
C 66 55 94 0 N/A 62 80 96
9870
yaonyan
gpt-vis-mcp Claim 1
A local/private-favored wrapper for antvis/mcp-server-chart
C 66 54 84 36 N/A 59 89 55
9871
Ghanishtha12
Simple MCP POC Claim
A proof-of-concept MCP server that enables reading local files and performing b…
C 66 54 54 55 N/A 32 87 96
9872
xpn
Mythic MCP Claim
A demonstration server that allows large language models to perform penetration…
C 66 54 80 30 N/A 27 95 88
9873
wangshunnn
bilibili MCP Server Claim 1
A Model Context Protocol server that allows AI assistants to retrieve user info…
C 66 55 53 100 48 81 40
9874
openpoem
spec-score-mcp Claim
Score your specs before feeding them to an LLM. MCP server with radar chart vis…
C 66 64 90 58 0 54 95 100
9875
firozanam
Provides intelligent error detection and debugging capabilities across multiple…
C 66 54 72 28 N/A 51 90 91
9876
cyberbalsa
A Model Context Protocol server that enables querying and analyzing Wazuh secur…
C 66 55 57 100 22 81 53
9877
pmbstyle
A Model Context Protocol (MCP) server that provides AI agents with comprehensiv…
C 66 64 90 62 0 44 95 100
9878
nklymok
Exposes Monobank personal account data through MCP tools, allowing users to fet…
C 66 55 60 68 21 81 92
9879
arnaldo-delisio
Engagio MCP Claim
Enables Twitter engagement intelligence by monitoring accounts and topics to id…
C 66 55 72 38 37 78 99
9880
Joseph19820124
Enables Claude Desktop to trigger and interact with Make.com automation scenari…
C 66 55 84 100 25 81 17
9881
jonmmease
jons-mcp-java Claim
Provides Java development capabilities through Eclipse JDT.LS, enabling symbol …
C 66 54 72 33 N/A 24 94 97
9882
khushiiagrawal
MCP Research Server Claim 1
A Model Context Protocol server that provides tools for searching arXiv papers …
C 66 55 73 55 24 81 85
9883
Hroerkr
A fully self-hosted MCP server that integrates the Mem0 framework to provide pe…
C 66 54 68 32 N/A 34 90 100
9884
JosefGold
Enables agents to convert text to speech using OpenAI's TTS models with voice s…
C 66 54 66 40 N/A 34 95 92
9885
tponscr-debug
oracle-h Claim
Human approval gate for AI agents. Critical actions approved or rejected by a h…
C 66 64 72 73 0 69 95 92
9886
saktheeswar
Enables AI agents to query and interact with Azure DevOps data, including work …
C 66 55 60 63 27 81 91
9887
ThinkFar
Provide systematic thinking, mental models, and debugging approaches to enhance…
C 66 55 86 82 25 81 37
9888
johnnyclem
xcsift-mcp Claim 1
An MCP server that enables AI assistants to parse Xcode and Swift build outputs…
C 66 54 53 51 N/A 46 87 91
9889
joepangallo
Payment gateway for autonomous AI agents. Single gateway key for tool discovery…
C 66 66 78 75 0 67 81 99
9890
I-CAN-hack
pdf-mcp Claim 1
An MCP server for reading, rendering, and searching PDF files, specifically opt…
C 66 54 49 47 N/A 52 90 96
9891
ayyappachinpandi
MCP Calculator Server Claim 1
A minimal Model Context Protocol server that provides basic arithmetic tools an…
C 66 55 62 55 27 82 100
9892
umin-ai
itemit-mcp Claim 1
An MCP server that enables asset tracking by providing a bridge between the ite…
C 66 55 57 68 34 76 92
9893
strangetoucan
Enables AI assistants to manage Todoist tasks, projects, comments, and labels t…
C 66 55 68 43 37 81 97
9894
hummingbot
mcp Claim
MCP server exposing Hummingbot API for automated multi-exchange trading
C 66 54 78 22 N/A 71 81 84
9895
markgregg
Analyzes runtime data objects to suggest optimal UI component instructions for …
C 66 54 60 52 N/A 32 95 83
9896
wjlim
Enables users to manage and navigate nf-core bioinformatics pipeline repositori…
C 66 54 54 57 N/A 22 90 99
9897
neeraj15022001
Curl MCP Server Claim 2
A Model Context Protocol server that provides secure curl command execution cap…
C 66 55 63 65 22 77 96
9898
mapdevsaikat
Geocode addresses, lookup administrative boundaries, and process DigiPin codes …
C 66 64 86 73 0 60 83 93
9899
yukit7s
Provides access to Tokyo's WBGT (Wet Bulb Globe Temperature) heat index forecas…
C 66 55 74 55 21 81 86
9900
GitGuardian
Enables AI agents to scan projects for leaked secrets and manage security incid…
C 66 55 84 33 61 82 67
Showing 9851–9900 of 33593 servers
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