MCP Server Quality Scores

Independent quality analysis of 69027 public MCP servers

69027
Discovered
→
33753
Scored
→
2112
Verified
→
16953
Complete

Last updated 31 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
5101
AdityaRapid
Enables AI assistants to interact with Strapi CMS instances through REST API op…
B 73 5⁄5 ◉ ⏳ 84 57 — 47 81 91
5102
crazyrabbitLTC
MCP Snapshot Server ⚡ Claim 3
A Model Context Protocol server that enables interaction with Snapshot.org, pro…
B 73 5⁄5 ◉ ⏳ 77 63 — 40 82 97
5103
AshDevFr
Discourse MCP Server ⚡ Claim 1
Node.js server that allows searching Discourse forum posts through the Model Co…
B 73 5⁄5 ◉ ⏳ 60 68 — 56 81 100
5104
3viky
Enables AI agents to check domain availability, perform batch domain lookups, a…
B 73 5⁄5 ◉ ⏳ 78 100 — 45 81 46
5105
skydeckai
AiDD MCP Server ⚡ Claim
AiDD MCP Server provides a secure interface for AI agents to perform file syste…
B 73 5⁄5 ◉ ⏳ 84 53 — 47 81 94
5106
zhsama
This is a TypeScript-based MCP server that provides DuckDuckGo search functiona…
B 73 5⁄5 ◉ ⏳ 63 71 N/A 48 82 96
5107
cyberchitta
Scrapling Fetch MCP ⚡ Claim 1
An MCP server that helps AI assistants access text content from websites that i…
B 73 5⁄5 ◉ ⏳ 61 82 — 51 81 86
5108
olafgeibig
knowledge-mcp ⚡ Claim 1
An MCP server that enables AI agents to query specialized, domain-specific know…
B 73 5⁄5 ◉ ⏳ 63 58 — 74 81 93
5109
bmorphism
Penumbra MCP Server ⚡ Claim 1
Enables privacy-preserving interactions with the Penumbra blockchain, offering …
B 73 5⁄5 ◉ ⏳ 90 100 — 17 81 51
5110
Yikizi
Clockify MCP Server ⚡ Claim 1
Enables time tracking and project management through the Clockify API. Supports…
B 73 5⁄5 ◉ ⏳ 80 72 — 47 81 79
5111
LF112
Mermaid Validator MCP ⚡ Claim 1
An MCP server that validates Mermaid diagram syntax and identifies diagram type…
B 73 5⁄4 ◉ ⏳ 63 60 N/A 50 92 100
5112
tevonsb
Access Home Assistant data and control devices (lights, switches, thermostats, …
B 73 5⁄4 ◉ ⏳ 86 37 N/A 53 94 91
5113
jrszilard
Provides access to residential building codes (NEC, IRC, IPC), material specifi…
B 73 5⁄5 ◉ ⏳ 96 56 — 23 82 90
5114
dan6684
Enables Claude to perform semantic search across your Obsidian vault using Smar…
B 73 5⁄4 ◉ ⏳ 94 50 N/A 18 95 91
5115
keeponfirst
Enables image generation using Gemini native models, supporting both single pro…
B 73 5⁄5 ◉ ⏳ 72 72 — 42 80 91
5116
GetSherlog
Sherlog MCP ⚡ Claim
Provides persistent IPython shell sessions per conversation with DataFrame-cent…
B 73 5⁄5 ◉ ⏳ 92 46 — 44 81 95
5117
winninghealth
Provides access to 56 professional medical calculators covering multiple specia…
B 73 5⁄4 ◉ ⏳ 74 58 N/A 43 94 92
5118
big-omega
Mem0 MCP Server ⚡ Claim
Enables persistent storage and semantic search of coding preferences, patterns,…
B 73 5⁄5 ◉ ⏳ 86 66 — 25 81 91
5119
yw0nam
MCP-A2A-Gateway ⚡ Claim
Bridges Model Context Protocol (MCP) with Google's Agent-to-Agent (A2A) protoco…
B 73 5⁄5 ◉ ⏳ 60 82 — 49 81 87
5120
call518
MCP-Ambari-API ⚡ Claim
Manage and monitor Hadoop clusters via Apache Ambari API, enabling service oper…
B 73 5⁄5 ◉ ⏳ 88 38 — 59 81 95
5121
stefanjwojcik
Enables Claude to access and manage a travel company's customer data, trip hist…
B 73 5⁄4 ◉ ⏳ 78 58 N/A 21 95 100
5122
hharte
Enables AI agents to control Digital Loggers (DLI) Web Power Switches for hardw…
B 73 5⁄5 ◉ ⏳ 90 82 N/A 57 91 33
5123
pgEdge
Enables SQL queries against PostgreSQL databases through MCP-compatible clients…
B 73 5⁄4 ◉ ⏳ 84 41 — 77 90 75
5124
zhenkai-dev
Provides real-time weather forecasts for locations across Malaysia by fetching …
B 73 5⁄4 ◉ ⏳ 72 67 N/A 27 92 95
5125
OgumaruSuisan
ExcelReadMCP Claim
Enables reading and searching Excel files through MCP-compatible clients. Provi…
B 73 5⁄4 ◉ ⏳ 72 57 N/A 37 94 100
5126
aatakansalar
Integrates Claude Desktop with the Valhalla routing engine to provide OpenStree…
B 73 5⁄5 ◉ ⏳ 84 65 — 31 82 93
5127
MonadsAG
capsulecrm-mcp ⚡ Claim
📇 ☁️ Allows AI clients to manage contacts, opportunities and tasks in Capsule C…
B 73 5⁄4 ◉ ⏳ 62 68 N/A 49 92 90
5128
CycleChain
skillnet-mcp ⚡ Claim
SkillNet MCP Server - Use 200.000k+ Community Skills with MCP
B 73 5⁄5 ◉ ⏳ 84 82 — 49 81 58
5129
keywaysh
Keyway MCP Server ⚡ Claim
A GitHub-native secrets manager that allows AI assistants to securely manage, g…
B 73 5⁄5 ◉ ⏳ 58 75 — 56 82 94
5130
topskychen
tilde ⚡ Claim 1
Your AI agents' home directory — privacy-first MCP server for portable AI ident…
B 73 5⁄4 ◉ ⏳ 78 57 N/A 35 90 97
5131
mcp-fe
Don't let AI guess from screenshots. Give LLMs direct access to your React stat…
B 73 5⁄5 ◉ ⏳ 80 55 — 58 80 91
5132
freefish1218
Enables users to download HuggingFace models through natural language requests …
B 73 5⁄5 ◉ ⏳ 86 38 — 71 82 88
5133
SunWooBang
Jira MCP Server ⚡ Claim 1
Connects Jira with Claude, enabling users to search issues, view issue details,…
B 73 5⁄5 ◉ ⏳ 80 65 — 43 78 94
5134
freebreaker
Enables developers to interact with self-hosted Supabase instances, providing d…
B 73 5⁄5 ◉ ⏳ 84 71 — 24 81 93
5135
PhiFever
爱发电爬虫(afdian.com)
B 73 5⁄4 ◉ ⏳ 42 68 N/A 74 95 92
5136
dorkydhruv
Squads MCP ⚡ Claim
Enables secure management of Squads multisig accounts on the Solana blockchain,…
B 73 5⁄4 ◉ ⏳ 68 73 N/A 28 90 95
5137
vic3custodio
Automates trade surveillance support workflows by parsing inquiry emails, searc…
B 73 5⁄5 ◉ ⏳ 60 82 N/A 31 95 86
5138
stevereiner
Python, LlamaIndex, LangChain, Docker Compose: 15 Property Graph, 4 RDF , 10 Ve…
B 73 5⁄4 ◉ ⏳ 76 38 N/A 60 95 97
5139
aditya020402
Integrates GitHub Copilot Chat with your Taskboard instance to manage workspace…
B 73 5⁄5 ◉ ⏳ 78 66 — 35 78 100
5140
call518
MCP-Airflow-API ⚡ Claim
Manage Apache Airflow clusters in plain language—monitor DAGs, trigger or pause…
B 73 5⁄4 ◉ ⏳ 88 38 N/A 60 95 78
5141
matthewbergvinson
Fathom MCP Server ⚡ Claim
Enables access to Fathom.video meeting data including AI-generated transcripts,…
B 73 5⁄5 ◉ ⏳ 76 63 — 37 81 99
5142
mholzen
workflowy Claim
Powerful CLI and MCP server for WorkFlowy: reports, search/replace, backup supp…
B 73 5⁄4 ◉ ⏳ 76 41 N/A 80 83 92
5143
spences10
mcp-wsl-exec ⚡ Claim
A secure MCP server for Windows Subsystem for Linux environments, facilitating …
B 73 5⁄4 ◉ ⏳ 60 57 N/A 60 90 99
5144
SamurAIGPT
muapi-cli ⚡ Claim
Official CLI for muapi.ai — generate images, videos & audio from the terminal. …
B 73 5⁄4 ◉ ⏳ 94 38 N/A 35 90 100
5145
gyuco
MCP REST Server ⚡ Claim
Enables interaction with any REST API through token or login authentication, wi…
B 73 5⁄5 ◉ ⏳ 84 82 — 26 81 75
5146
raydeStar
WikiMCP ⚡ Claim 1
An MCP server for Wiki.js projects that enables full-text search, page retrieva…
B 73 5⁄5 ◉ ⏳ 75 75 — 34 78 92
5147
fortunto2
Prefect MCP Server ⚡ Claim
A server that enables interacting with Prefect workflow automation tools throug…
B 73 5⁄4 ◉ ⏳ 74 43 N/A 64 91 96
5148
OTA-Tech-AI
🌐Web Agent Protocol (WAP) - Record and replay user interactions in the browser …
B 73 5⁄4 ◉ ⏳ 96 30 N/A 56 95 82
5149
fstubner
npm-run-mcp-server ⚡ Claim 1
An MCP server that exposes package.json scripts as tools for agents.
B 73 5⁄4 ◉ ⏳ 69 57 N/A 70 95 75
5150
mario-andreschak
Whatsapp-Web MCP
B 73 5⁄4 ◉ ⏳ 60 66 N/A 50 90 98
Showing 5101–5150 of 69027 servers
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