MCP Server Quality Scores

Independent quality analysis of 66427 public MCP servers

66427
Discovered
31773
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 33 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
5851
ryaker
day-planner-mcp Claim 1
An MCP App that renders an interactive dashboard in Claude conversations to uni…
B 72 55 84 60 30 82 90
5852
gunjanjp
A Model Context Protocol server that enables Claude Desktop to execute bash com…
B 72 54 57 53 N/A 60 95 100
5853
OguntolaIbrahim
image-viewer Claim 1
InChat Image Viewer MCP - View images inline in AI chat by just providing the f…
B 72 54 78 55 N/A 26 90 100
5854
marlenezw
publish-mcp-server Claim 1
An MCP server that helps developers publish their MCP servers to the registry
B 72 55 41 87 N/A 49 95 88
5855
vinnividivicci
Integrates Claude with Wave Accounting to automate expense tracking and income …
B 72 54 86 40 N/A 34 95 94
5856
ZachFlint
ssh-mcp-server Claim
Enables AI assistants to securely execute remote SSH commands, perform file tra…
B 72 55 66 72 47 76 94
5857
scanpower
Enables interaction with ScanPower's inventory and shipment management system t…
B 72 55 92 87 26 74 64
5858
baking-bread
Provides access to real-time and historical water conditions of the Aare river …
B 72 55 84 53 41 81 96
5859
indexnetwork
Enables ChatGPT integration with Index Network's discovery protocol through MCP…
B 72 55 78 68 30 81 93
5860
wqhui
Enables AI clients to manage GitLab pipelines through natural language commands…
B 72 55 78 72 21 81 92
5861
keegancsmith
An MCP server providing read-only access to Linear issues for language models, …
B 72 55 61 70 43 82 100
5862
marc-shade
Enables real-time communication and shared vector memory between Claude Code, O…
B 72 55 90 56 29 78 96
5863
KianSalem
griptape-mcp Claim
Provides AI assistants with direct access to official Griptape framework docume…
B 72 54 70 35 N/A 72 95 92
5864
andradehenrique
Dokploy MCP Server Claim
Exposes Dokploy functionalities as tools consumable via the Model Context Proto…
B 72 55 60 68 53 82 99
5865
hnmr293
GDB-MCP Claim 1
An MCP server that provides programmatic access to the GNU Debugger (GDB), enab…
B 72 55 75 91 N/A 47 95 39
5866
sujalpat1810
OrgFlow MCP Claim
Enables comprehensive organizational data management including employee trackin…
B 72 55 84 66 24 81 92
5867
web-agent-master
Provides real-time Google search capabilities to AI assistants like Claude, byp…
B 72 54 76 63 N/A 38 90 82
5868
kydlikebtc
This server provides a robust interface for Binance spot trading operations, in…
B 72 55 78 66 25 81 99
5869
NiuTrans
MCP Document Parse Claim
Parses various document formats (PDF, Word, Excel, PowerPoint) into Markdown co…
B 72 55 66 68 49 81 91
5870
NeilKuo-opennet
Slack MCP Claim
A simple Model Context Protocol server for Slack integration that enables messa…
B 72 55 78 68 24 81 98
5871
MyunghoBae
Provides secure and efficient tools for codebase analysis, including file manag…
B 72 55 60 60 70 81 93
5872
mordechaipotash
brain-mcp Claim 1
Cognitive prosthetic for AI agents. Indexes conversation history from ChatGPT, …
B 72 54 84 20 N/A 76 92 93
5873
mako10k
MCP-Confirm Claim 1
An MCP server implementing AI-user confirmation protocols, providing tools for …
B 72 55 75 100 46 81 43
5874
hmatt1
mcp4mcp Claim
A Meta MCP Server that provides persistent memory and intelligent guidance for …
B 72 55 80 55 50 74 95
5875
fandungptit
Provides access to Google Search Console to retrieve and analyze search perform…
B 72 55 88 61 21 82 94
5876
Yoon-jongho
Enables Claude to use Google Gemini as a secondary AI through MCP for large-sca…
B 72 55 78 58 45 81 92
5877
gurkanfikretgunak
Enables LLMs to interact with a CRM system through natural language to manage e…
B 72 55 84 66 21 81 96
5878
pkt-lab
mcp-svd Claim 2
An MCP server that provides AI coding assistants with access to official ARM CM…
B 72 54 71 58 N/A 30 91 100
5879
geosp
Bible MCP Server Claim
Enables AI assistants to retrieve Bible passages from multiple translations (ES…
B 72 55 76 71 39 81 86
5880
SAIPRANAY-GANGULA
Provides comprehensive access to Angular documentation with 84 topics across 15…
B 72 55 78 58 38 81 97
5881
IBM
Provides constraint satisfaction and optimization capabilities to LLMs and AI a…
B 72 55 72 58 62 81 89
5882
scald
A Model Context Protocol server that connects to the Tesla Fleet API, allowing …
B 72 55 81 67 53 74 80
5883
azharlabs
MCP Jupyter Server Claim
Enables inspection and editing of Jupyter notebook files (.ipynb) through tools…
B 72 55 78 82 N/A 42 95 51
5884
amgadabdelhafez
Enables interaction with Dropbox through the Model Context Protocol, providing …
B 72 55 92 40 44 81 94
5885
Cumulocity-IoT
Enables interaction with Cumulocity IoT platform for device management, measure…
B 72 55 72 63 55 80 89
5886
mario-andreschak
A Model Context Protocol server that enables LLMs to interact with a GameBoy em…
B 72 54 59 58 N/A 45 95 100
5887
misiektoja
kill-process-mcp Claim
List and terminate OS processes via natural language queries
B 72 54 70 47 N/A 54 92 95
5888
madebygps
Enables AI-powered journaling in Obsidian with dynamic reflection prompts gener…
B 72 54 76 60 N/A 27 95 90
5889
franktheglock
SearXNG MCP Server Claim 1
Enables web search capabilities via a SearXNG instance, allowing for filtered s…
B 72 55 78 100 24 83 55
5890
xianminx
Flomo MCP Server Claim
Enables users to create and save notes in Flomo directly through AI chat intera…
B 72 55 70 62 51 81 94
5891
ShenghaiWang
xcodebuild Claim
Build iOS Xcode workspace/project and feed back errors to llm.
B 72 54 78 52 N/A 48 87 92
5892
hemanth
Paws-on-MCP Claim
A comprehensive Model Context Protocol (MCP) server implementing the latest MCP…
B 72 55 96 43 27 80 100
5893
jimmcq
A Model Context Protocol server that enables Claude Desktop to play the classic…
B 72 55 75 100 N/A 34 95 40
5894
sam-david
pg-pool-mcp Claim
A PostgreSQL MCP server that enables querying and managing multiple databases t…
B 72 55 78 56 35 82 99
5895
manateeit
Enables AI assistants to interact with Confluence by converting Markdown docume…
B 72 55 72 72 26 80 100
5896
dubuqingfeng
gitlab-mcp-server Claim 1
GitLab MCP (Model Context Protocol) server for AI agents
B 72 54 66 71 N/A 47 75 96
5897
bzsasson
A lightweight Claude MCP gateway that dynamically loads tools only when needed,…
B 72 54 78 37 N/A 48 95 98
5898
automateyournetwork
ISE MCP Server Claim 1
A Model Context Protocol server that enables programmatic interaction with Cisc…
B 72 55 65 73 43 81 94
5899
alpermdr
A production-ready MCP server that enables Claude to interact with local codeba…
B 72 54 96 31 N/A 40 88 99
5900
Revenant30102000
Provides AI assistants with access to authentic World of Tanks Blitz game data …
B 72 54 66 57 N/A 42 95 95
Showing 5851–5900 of 66427 servers
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