MCP Server Quality Scores

Independent quality analysis of 58691 public MCP servers

58691
Discovered
29883
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 12 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
5551
memextech
HT-MCP Claim
ht-mcp is useful for enabling Agents to use terminals (e.g. bash, zsh, fish) i…
B 73 55 96 56 88 81 43
5552
AmemiyaLai
Connects Grasshopper and Cursor through MCP protocol, enabling natural language…
B 73 54 84 40 N/A 49 95 91
5553
cluic
wxauto MCP Server Claim
Provides WeChat automation capabilities for AI development tools via the Model …
B 73 54 78 43 N/A 64 95 87
5554
kcodes0
inked Claim 1
inked
B 73 55 86 65 30 82 90
5555
asterixix
Provides tools for AI models to search and retrieve information from five major…
B 73 55 67 80 39 81 91
5556
ANSH-RIYAL
MCP-RAG Claim
An agentic AI system that orchestrates multiple specialized AI tools to perform…
B 73 55 90 61 16 80 100
5557
reedm121
pty-mcp Claim
Provides a pseudo-terminal (PTY) interface that allows AI agents to interact wi…
B 73 54 66 63 N/A 50 90 95
5558
ishayoyo
Excel MCP Server Claim 1
Enables conversational data analysis of Excel/CSV files through natural languag…
B 73 55 84 83 N/A 55 90 39
5559
seankim-android
humanaway-mcp-server Claim 1
MCP server for humanaway, a social network for AI agents. Tools: register agent…
B 73 44 57 57 83 96
5560
AshDevFr
Discourse MCP Server Claim 1
Node.js server that allows searching Discourse forum posts through the Model Co…
B 73 55 60 68 56 81 100
5561
samos123
PPTX MCP Server Claim
A FastMCP-powered server for programmatically creating, editing, and rendering …
B 73 54 88 36 N/A 43 95 98
5562
annenpolka
MCP server that automatically logs AI coding assistant activities such as comma…
B 73 54 51 65 N/A 68 94 90
5563
junzzhu
OpenShift MCP Server Claim 1
Enables diagnostics and troubleshooting of OpenShift clusters through storage a…
B 73 55 70 74 N/A 29 90 94
5564
NehoraiHadad
Enables AI assistants to create, edit, and manage Telegraph pages programmatica…
B 73 55 94 82 51 81 44
5565
moontmsai
Manages persistent work memories and context across AI tools, enabling structur…
B 73 55 94 75 N/A 47 95 36
5566
Ansvar-Systems
rwandan-law-mcp Claim
Rwandan legislation via MCP — full-text search across statutes and provisions
B 73 55 90 32 N/A 71 82 91
5567
JamesANZ
bitcoin-mcp Claim 1
An MCP server that enables AI models to query the Bitcoin blockchain.
B 73 54 51 68 N/A 51 94 100
5568
ozten
cantrip Claim 1
MCP server for Cantrip — AI-powered GTM engine for solo founders
B 73 55 45 100 N/A 56 83 79
5569
duhlink
A server that allows fetching Instagram posts using Chrome's existing login ses…
B 73 54 84 61 N/A 20 95 89
5570
michaeltrilford
Converts Figma designs into production-ready MUI (Michael UI) web components th…
B 73 55 90 100 N/A 21 95 37
5571
ofershap
mcp-server-sqlite Claim
SQLite operations — query databases, inspect schemas, explain queries, and expo…
B 73 54 70 56 N/A 60 88 91
5572
spences10
mcp-wsl-exec Claim
A secure MCP server for Windows Subsystem for Linux environments, facilitating …
B 73 54 60 57 N/A 60 90 99
5573
gzpaitch
An API that exposes Unsplash image search, listing, and random photo capabiliti…
B 73 55 74 65 37 80 100
5574
ssdeanx
Hi-AI Claim
AI development assistant with 36 specialized tools for memory management, code …
B 73 55 78 58 55 81 87
5575
MidOSresearch
Curated knowledge for AI agents — 19K chunks, 121 skills, semantic search via M…
B 73 55 76 61 N/A 64 70 96
5576
vogler75
Enables AI assistants to interact with SIEMENS WinCC Unified SCADA systems thro…
B 73 55 78 72 46 76 84
5577
sakimototwingarc-spec
Provides tools to authenticate, search, and manage sessions within WingArc's iA…
B 73 55 86 66 27 80 93
5578
ncukondo
PubMed MCP Server Claim
Enables searching and retrieving scientific articles from PubMed using NCBI E-u…
B 73 55 78 68 36 81 91
5579
perrypixel
Enables executing SQL queries on PostgreSQL databases with configurable read-on…
B 73 55 94 57 24 81 96
5580
antivirusakash
Generate images using the OpenAI gpt-image-1 model seamlessly within your appli…
B 73 54 72 70 N/A 20 92 97
5581
felipeadeildo
whatsapp-mcp Claim
WhatsApp Unofficial MCP Server
B 73 54 74 41 N/A 55 95 100
5582
jatinderbhola
A TypeScript-based REST API that integrates project and task management with MC…
B 73 55 94 60 27 81 88
5583
jmceleney
Enables AI assistants to interact with GoCardless payment data, providing tools…
B 73 55 86 100 39 81 42
5584
aberemia24
Universal MCP server for executing TypeScript and Python code with progressive …
B 73 55 78 31 86 81 97
5585
thuanpham582002
Tabby MCP Server Claim
A plugin for the Tabby terminal emulator that allows AI assistants to execute c…
B 73 54 68 38 N/A 76 90 98
5586
ssatama
Search and discover rescue dogs from European and UK organizations with AI-powe…
B 73 55 60 65 69 82 91
5587 B 73 54 78 58 N/A 22 95 99
5588
stape-io
This server supports remote MCP connections, includes built-in Google OAuth, an…
B 73 55 66 71 61 80 84
5589
gyuco
MCP REST Server Claim
Enables interaction with any REST API through token or login authentication, wi…
B 73 55 84 82 26 81 75
5590
jgravelle
jCodemunch MCP Claim
Token-efficient code exploration via tree-sitter AST parsing. 25+ languages, 95…
B 73 55 96 20 N/A 72 83 95
5591
lucianoayres
Provides a simple addition tool and an API key retrieval tool, serving as a boi…
B 73 54 66 58 N/A 42 95 100
5592
angheljf
nyt Claim 2
Search articles using the NYTimes API
B 73 55 78 57 40 82 100
5593
nguyenxtan
Enables real-time system monitoring and automation through MCP protocol with SS…
B 73 55 78 68 40 81 91
5594
y1hanh
A minimalist indexing tool that provides AI agents with semantic search and str…
B 73 55 72 70 37 80 98
5595
PamithWelikala123
XAPIHub MCP Extension Claim 1
Integrates XAPIHub API services with the Cursor IDE to enable user authenticati…
B 73 55 84 68 21 80 100
5596
SirTenzin
An unofficial MCP server that provides an interface to access the Autumn pricin…
B 73 55 68 70 38 81 100
5597
pgEdge
Enables SQL queries against PostgreSQL databases through MCP-compatible clients…
B 73 54 84 41 77 90 75
5598
OgumaruSuisan
ExcelReadMCP Claim
Enables reading and searching Excel files through MCP-compatible clients. Provi…
B 73 54 72 57 N/A 37 94 100
5599
zhiwei5576
Excel MCP Server Claim
Enables seamless reading, writing, and analyzing of Excel files through Model C…
B 73 55 60 62 67 82 100
5600
TickHaiJun
MCP MySQL Server Claim
A tool service that enables AI agents to interact with MySQL databases through …
B 73 55 84 57 42 81 94
Showing 5551–5600 of 58691 servers
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