MCP Server Quality Scores

Independent quality analysis of 57357 public MCP servers

57357
Discovered
29820
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 18 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14901
JenHsuan
Retrieves blog articles from an external API with metadata including titles, au…
F 30 55 54 60 27 80 95
14902
the-funky-1
Enables AI assistants to analyze B2C Gold IRA sales call transcripts through 6 …
F 30 55 60 61 17 77 91
14903
twelve-web
Track MCP Claim 1 2
A professional tool for automatically generating enterprise-standard tracking c…
F 30 54 72 62 N/A 30 87 81
14904
whchien
ai-trader Claim 1
Enables AI assistants like Claude to run backtests, fetch market data, list str…
F 30 54 60 33 N/A 75 90 82
14905
aktsmm
skill-ninja-mcp-server Claim 1 2
Agent Skill Ninja for MCP: Search, install, and manage AI agent skills (SKILL.m…
F 30 54 76 55 N/A 34 90 95
14906
enescanguven
fal.ai MCP Server Claim 1
Provides access to over 600 AI models on fal.ai for generating and editing imag…
F 30 54 88 70 N/A 38 89 85
14907
atom2ueki
A bridge between iOS simulators and the Model Context Protocol, enabling progra…
F 30 54 66 60 N/A 51 90 84
14908
PARS-DOE
An MCP server that automatically generates documentation, test plans, and code …
F 30 55 85 63 31 80 97
14909
CortexGuardAI
Enables integration with Cortex Context services through the Model Context Prot…
F 30 55 94 71 51 76 93
14910
CorefluxCommunity
Coreflux MQTT MCP Server Claim 1 2
A Model Context Protocol server that connects to Coreflux MQTT brokers, enablin…
F 30 55 71 43 47 74 95
14911
luvl
mcp-kintone-lite Claim 1 2
A lightweight MCP server that connects AI assistants to Kintone applications fo…
F 30 55 94 68 59 76 93
14912
7836246
claude-team-mcp Claim 1 2
🤖 Multi-Agent MCP Server - Let Claude Code / Windsurf / Cursor orchestrate GPT,…
F 30 55 90 61 N/A 80 76 91
14913
RoyCoding8
ReasonForge Claim 1
Provides a suite of deterministic math tools powered by SymPy to handle algebra…
F 30 54 90 58 45 87 84
14914
Vijay-2005
MCP Gemini Server Claim 1
Enables Claude Desktop to interact with Google's Gemini API, allowing users to …
F 30 55 78 70 21 78 100
14915
DARPAI
DARPEngine Claim 1
Stores metadata for MCP servers and provides smart search capabilities, allowin…
F 30 55 78 66 43 78 85
14916
Scrapybara
Scrapybara MCP Claim 1 2
A Model Context Protocol server that enables AI clients to interact with virtua…
F 30 55 65 68 45 78 95
14917
iRahulPandey
Serves prompt templates through a standardized protocol for transforming basic …
F 30 55 84 31 39 76 89
14918
jjdelorme
SQL Analysis MCP Server Claim 1 2
An MCP server designed for SQL analysis that demonstrates sampling capabilities…
F 30 54 45 25 N/A 21 90 93
14919
alexanderop
mcp-server-starter-ts Claim 1 2
A minimal TypeScript starter template for building Model Context Protocol (MCP)…
F 30 55 72 100 N/A 48 90 45
14920
DappierAI
dappier-mcp Claim 1
Enable fast, free real-time web search and access premium data from trusted med…
F 30 55 76 63 46 80 90
14921
adityapawar327
Enables fact-checking of news headlines using Google Gemini AI and web search v…
F 30 55 100 33 30 77 96
14922
PhialsBasement
Zonos TTS MCP Server Claim 1 2
Facilitates direct speech generation using Claude for multiple languages and em…
F 30 55 56 57 24 76 74
14923
dhakalnirajan
blender-open-mcp Claim 1
Open Models MCP for Blender Using Ollama
F 30 54 68 65 N/A 37 87 100
14924
gerkensm
callcenter.js-mcp Claim 1 2
An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and …
F 30 55 85 72 44 80 88
14925
ahmaxdev
gitrama-mcp Claim 1
AI-powered Git workflow intelligence — 10 tools for commit messages, branch nam…
F 30 54 66 30 61 90 95
14926
btangonan
Smart MCP Claim 1 2
A global framework for creating reusable command shortcuts and slash commands t…
F 30 54 90 56 N/A 26 89 73
14927
wd041216-bit
Universal Search-First Knowledge Acquisition Plugin for LLMs. Enables real-time…
F 30 55 88 0 73 78 96
14928
Oleg200447
MCP Search Server Claim 1 2
An MCP server that provides semantic search capabilities by integrating with an…
F 30 55 45 63 22 78 91
14929
geosp
MCP MixSearch Claim 1
Enables advanced web search across multiple search engines (Brave, DuckDuckGo, …
F 30 55 66 71 47 80 92
14930
davidshtian
MCP Tool Server Claim 1
Facilitates interaction with AWS Bedrock-enabled tools by implementing Anthropi…
F 30 55 84 50 36 71 100
14931
JayArrowz
mcp-arsr Claim 1 2
Adaptive Retrieval-Augmented Self-Refinement MCP Server — a closed-loop system …
F 30 54 84 65 N/A 54 89 88
14932
bob5-tensorslab
TensorsLab MCP Server Claim 1 2
Enables AI-powered image and video generation through the TensorsLab API using …
F 30 55 72 71 30 80 94
14933
bhpark1013
Helps users discover and install MCP servers from PlayMCP using hybrid search (…
F 30 55 80 58 30 80 85
14934
OpenLinkSoftware
mcp-server-sqlalchemy Claim 1 2
An MCP server for generic Database Management System (DBMS) Connectivity via SQ…
F 30 54 69 40 N/A 42 84 90
14935
neuhausi
Generates CanvasXpress data visualization JSON configurations from natural lang…
F 30 55 54 43 22 80 91
14936
d-kimuson
Modular MCP Claim 1
A proxy MCP server that manages multiple upstream MCP servers by grouping them …
F 30 54 88 66 78 90 94
14937
GroundNG
VibeShift Claim 1
[MCP Server] The Security Agent for AI assisted coding
F 30 54 72 31 N/A 48 85 90
14938
burconsult
A comprehensive server that enables AI applications to interact with Microsoft …
F 30 55 84 62 36 76 99
14939
gwyer
Enables Claude to perform hybrid search across local documents by combining sem…
F 30 55 94 57 54 77 96
14940
jadenmaciel
Automatically enhances user prompts by applying expert-level prompt engineering…
F 30 54 84 56 N/A 39 88 96
14941
Gorav22
TerminusAI Claim 1
Execute terminal commands locally or remotely via SSH with session persistence …
F 30 54 94 57 N/A 48 82 91
14942
antonygold59
PostgreSQL MCP Claim 1
Provides AI-driven PostgreSQL database management with secure OAuth 2.1 authent…
F 30 55 88 53 63 82 91
14943
jsuryanm
An AI-powered job recommender built on the Model Context Protocol that provides…
F 30 55 60 17 45 78 85
14944
brightdata
browserai-mcp Claim 1
A powerful Model Context Protocol (MCP) server that provides an access to serve…
F 30 54 76 70 N/A 45 90 91
14945
ober
gerbil-mcp Claim 1
Provides AI assistants with live access to a Gerbil Scheme environment to evalu…
F 30 54 96 56 N/A 37 84 84
14946
adam-paterson
MCP Crew AI Server Claim 1
A lightweight Python-based server designed to run, manage and create CrewAI wor…
F 30 54 76 32 N/A 30 90 91
14947
inkeep
Inkeep MCP Server Claim 1
A server that connects Claude to your documentation via Inkeep's API, enabling …
F 30 55 54 57 45 76 95
14948
veelenga
claude-mermaid Claim 1
A Mermaid diagram rendering MCP server for Claude Code with live reload functio…
F 30 54 90 58 N/A 68 88 92
14949
sjquant
LLM Bridge MCP Claim 1
Enables AI agents to interact with multiple LLM providers (OpenAI, Anthropic, G…
F 30 55 66 60 59 80 98
14950
robertcedwards
A template for deploying remote Model Context Protocol servers to Cloudflare Wo…
F 30 55 60 67 26 78 79
Showing 14901–14950 of 57357 servers
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