MCP Server Quality Scores

Independent quality analysis of 50632 public MCP servers

50632
Discovered
29751
Scored
2112
Verified
16952
Complete

Last updated 57 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15251
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
15252
kukapay
bridge-metrics-mcp Claim 1
Providing real-time cross-chain bridge metrics.
F 30 55 72 25 40 82 100
15253
nmontoro44
Enables Claude to collect and search for product feedback directly from Slack w…
F 30 55 78 56 27 82 93
15254
iflytek
A server implementation of the Model Context Protocol that enables calling iFly…
F 30 55 96 57 43 74 83
15255
dhakalnirajan
blender-open-mcp Claim 1
Open Models MCP for Blender Using Ollama
F 30 54 68 65 N/A 37 87 100
15256
wizd
A ModelContextProtocol server providing high-quality translation services with …
F 30 55 66 71 28 76 70
15257
BJW101102
A Python starter template for building MCP servers with client connection manag…
F 30 55 62 37 21 74 97
15258
Kevthetech143
Hivemind MCP Claim 1 3
Provides access to a community knowledge base of 16k+ debugging solutions and 2…
F 30 55 90 100 45 77 43
15259
Jaggerxtrm
Rovodev MCP Tool Claim 1 4
Integrates the Atlassian Rovo Dev CLI with the Model Context Protocol, allowing…
F 30 55 72 100 N/A 21 89 53
15260
FreePeak
Tracks and manages code changes from Git repositories, generates documentation …
F 30 55 90 55 53 76 92
15261
wenb1n-dev
mysql_mcp_server_pro Claim 1
Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also inclu…
F 30 54 90 45 N/A 68 87 83
15262
aneeshkp
PTP MCP Server Claim 1 2
A Model Context Protocol server that enables monitoring and analysis of Precisi…
F 30 54 79 53 N/A 34 90 98
15263
mobb-dev
mobb-vibe-shield-mcp Claim 1
[Mobb Vibe Shield](https://vibe.mobb.ai/) identifies and remediates vulnerabili…
F 30 66 96 60 0 55 77 90
15264
ssdeanx
Enables running arbitrary JavaScript code in isolated Docker containers with on…
F 30 54 100 71 N/A 29 88 91
15265
jarrettmeyer
A demonstration MCP server built with TypeScript and Bun that implements a clas…
F 30 55 66 50 30 82 100
15266
scmcphub
Liana-MCP Claim 1
Enables natural language interface for single-cell RNA-Seq analysis using Liana…
F 30 55 72 62 44 76 90
15267
mustafa-can
Node.js MCP Server Claim 1 2
A basic MCP server that provides arithmetic calculation tools and system inform…
F 30 54 84 55 N/A 29 84 83
15268
kriasoft
mcp-client-gen Claim 1
Turn any MCP server into a type-safe TypeScript SDK in seconds - with OAuth …
F 30 66 96 10 0 77 78 100
15269
stass
lldb-mcp Claim 1 2
A MCP server for LLDB enabling AI binary and core file analysis, debugging, dis…
F 30 54 45 33 N/A 40 89 91
15270
anyiba
Spec Kit MCP Server Claim 1
Enables AI assistants to interact with Spec Kit templates and workflows for man…
F 30 54 78 50 N/A 31 87 86
15271
madhusudan-kulkarni
Enables AI-powered image generation from text prompts using fal.ai models direc…
F 30 54 84 72 N/A 50 90 99
15272
optimaquantum
Automatic enforcement of critical rules for Claude AI preventing 96 documented …
F 30 55 84 61 69 82 94
15273
gogabrielordonez
mcp-ragchat Claim 1
Add RAG-powered AI chat to any website with one command. Local vector store, mu…
F 30 54 72 61 N/A 54 90 90
15274
YoussefSahnoun
PentestMCP Claim 1
Enables LLMs to perform Active Directory penetration testing using tools like N…
F 30 54 66 37 N/A 46 84 87
15275
MacJedi42
A debug tool for platform developers to verify that their MCP App hosts correct…
F 30 55 66 57 47 82 58
15276
Pgarciapg
MCP Nano Banana Claim 1 2
Exposes Google Gemini's Nano Banana image generation models to Claude, enabling…
F 30 55 78 63 45 76 90
15277
willFreed1
NOMIK Claim 1
AI-native code intelligence graph that builds a persistent knowledge graph of y…
F 30 64 94 68 0 40 88 95
15278
keleshteri
MCP MySQL Server Claim 1
Enables Claude Desktop to interact with MySQL databases through secure query ex…
F 30 55 84 60 26 80 91
15279
lirantal
An MCP Server for Node.js API documentation
F 30 55 77 60 83 80 96
15280
mcpc-tech
Docsmith MCP Claim 1
Enables processing of Excel, Word, and PDF documents through reading, writing, …
F 30 54 90 56 N/A 64 87 86
15281
gatahcha
DOCX Document Creator Claim 1
A FastMCP-powered microserver that allows users to programmatically generate we…
F 30 54 46 26 N/A 21 90 96
15282
yikakia
godoc-mcp-server Claim 1 2
Query Go package information on pkg.go.dev
F 30 55 72 62 62 82 57
15283
ezbiz-services
AI business intelligence: competitor analysis, web scoring, reviews, market res…
F 30 66 100 86 95 67 80 90
15284
aidant64
A secure middleware that intercepts AI agent tool calls to evaluate risks and m…
F 30 55 60 68 24 76 98
15285
adaofeliz
A bridge between LLMs and OpenWebUI workspaces that enables managing projects, …
F 30 55 78 71 50 80 100
15286
SimplyLiz
ckb Claim 1
Code intelligence MCP server — 80+ tools for navigation, impact analysis, and a…
F 30 54 90 28 N/A 75 89 100
15287
johan-perso
MCP Shop Server Claim 1
Enables AI models to find the best online deals by browsing and interacting wit…
F 30 55 72 100 N/A 41 90 63
15288
mrexodia
zeromcp Claim 1
Zero-dependency MCP server implementation.
F 30 54 92 62 N/A 84 90 96
15289
StoyPenny
Telegram MCP Server Claim 1
Enables AI assistants to interact with users via Telegram to request decisions,…
F 30 55 66 43 22 80 93
15290
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
15291
LZMW
MCP Vision Server Claim 1
Provides advanced image analysis capabilities including object recognition, OCR…
F 30 55 54 70 45 80 93
15292
pserein
Skincare MCP Claim 1
An ingredient-based recommendation engine that identifies similar products usin…
F 30 54 60 36 N/A 35 88 90
15293
dl4rce
flaiwheel Claim 1
Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with…
F 30 55 76 0 N/A 58 80 95
15294
isaacphi
mcp-gdrive Claim 1 2
Model Context Protocol (MCP) Server for reading from Google Drive and editing G…
F 30 55 96 60 49 76 92
15295
fengyinxia
fengyinxia-jimeng-mcp Claim 1
Create images and videos from prompts, with options for image mixing, reference…
F 30 66 54 66 0 40 76 78
15296
DiscreteTom
Mock MCP Server Claim 1
A mock MCP server for testing MCP client implementations and development workfl…
F 30 55 66 17 61 82 98
15297
particlefuture
MCPDiscovery Claim 1 2
MCP of MCPs. Automatic discovery and configure MCP servers on your local machin…
F 30 55 66 38 60 76 72
15298
0x-Professor
Twilio SMS MCP Server Claim 1 2
Enables AI agents to send, receive, schedule, and manage SMS and MMS messages u…
F 30 55 72 75 45 80 93
15299
XPE-7
An MCP server that integrates with Claude to provide smart documentation search…
F 30 55 27 40 23 76 94
15300
hongxianzhi
SeeDream Image MCP Claim 1
Enables AI-powered image generation using Volcano Engine's SeeDream 4.0 model. …
F 30 66 66 67 0 52 80 72
Showing 15251–15300 of 50632 servers
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