MCP Server Quality Scores

Independent quality analysis of 33842 public MCP servers

33842
Discovered
28878
Scored
2088
Verified
16951
Complete

Last updated 38 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15451
henry-ships
SparkForge Claim 1
Access a versatile collection of tools for media generation, web scraping, and …
F 30 66 90 72 0 35 74 99
15452
juspay
FDEP MCP Server Claim 1 2
Provides static code analysis for enterprise-scale Haskell codebases with 40+ c…
F 30 55 96 55 21 77 88
15453
LZMW
MCP Vision Server Claim 1
Provides advanced image analysis capabilities including object recognition, OCR…
F 30 55 54 70 45 80 93
15454
funkytownk
Analyze Gold IRA sales call transcripts to surface key insights, objections, an…
F 30 54 60 62 N/A 17 88 91
15455
Vrivaans
HandsAI Bridge Claim 1
A Node.js MCP server that acts as a communication bridge for the HandsAI Java a…
F 30 54 86 42 N/A 27 88 75
15456
idjohnson
This MCP server enables the generation of structured fitness content, including…
F 30 55 76 47 22 80 89
15457
GaussianGuaicai
MCP GPT Image 1 Claim 1
MCP GPT Image 1
F 30 55 50 57 16 78 91
15458
c-rick
Jimeng MCP Server Claim 1
Integrates Jimeng AI image and video generation services through MCP protocol, …
F 30 55 54 66 42 76 72
15459
00200200
Provides cocktail recommendations using a Retrieval-Augmented Generation (RAG) …
F 30 55 66 27 26 76 93
15460
pixfishx
MCP Epic Free Games Claim 1
Provides tools to retrieve information about current and upcoming free games on…
F 30 55 86 57 52 76 100
15461
youngsupchoi
playwright-mcp Claim 1
F 30 54 72 58 N/A 56 87 93
15462
ranium
Integrates with the Laravel Forge API to provide comprehensive management of se…
F 30 55 78 72 67 80 100
15463
ross-jill-ws
A high-performance MCP server that enables AI assistants to safely interact wit…
F 30 55 90 65 29 76 99
15464
pimisael
Analyzes DevOps findings to automatically recommend and generate AWS Fault Inje…
F 30 55 72 35 45 74 64
15465
heeyo-life
MCP server & Claude Code skills for 100+ AI services (LLMs, image/video gen, TT…
F 30 54 84 66 N/A 66 87 96
15466
doppelgangersai
Context API MCP Server Claim 1 2
Accesses the doppelgangers.ai Social Media Context API to provide contextualize…
F 30 55 78 67 27 76 93
15467
o-b-one
Groceries MCP Server Claim 1 2
Enables searching for groceries and automatically adding items to cart through …
F 30 55 80 63 37 71 92
15468
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
15469
virajsamarasinghe
MCP-Claude Claim 1
TypeScript implementation of the Model Context Protocol that standardizes how L…
F 30 54 56 70 N/A 24 87 100
15470
gallanoe
PTC-MCP Claim 1 2
Enables Claude Code to perform programmatic tool calling by executing Python sc…
F 30 55 96 53 49 71 97
15471
PSYGER02
Enables real-time voice-to-text order processing and chicken business managemen…
F 30 55 72 43 26 74 86
15472
chouaieb161
An AI-powered security agent that utilizes MCP tools and Groq LLMs to analyze A…
F 30 55 78 40 25 76 100
15473
ruifung
Code Mode Bridge Claim 1 2
An MCP server that aggregates multiple upstream MCP tools into a single 'codemo…
F 30 55 81 41 76 80 99
15474
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
15475
tanker327
Prompts MCP Server Claim 1 3
A Model Context Protocol server for managing prompt templates as markdown files…
F 30 54 75 56 N/A 40 90 100
15476
optimaquantum
Automatic enforcement of critical rules for Claude AI preventing 96 documented …
F 30 55 84 61 69 82 94
15477
2slides
2slides MCP Server Claim 1
Enables users to generate presentation slides using 2slides.com's API through C…
F 30 66 54 66 0 57 78 91
15478
marcelaborgarello
ginialtech-mcp Claim 1
Enforces GINIALTECH project conventions and protects critical files while provi…
F 30 54 54 0 N/A 32 90 99
15479
orangebread
SpecLinter MCP Claim 1 2
An AI-powered tool that transforms natural language specifications into structu…
F 30 66 96 100 95 37 76 95
15480
tuesdays-dev
A minimal Model Context Protocol server that provides a safety guardrail tool t…
F 30 54 48 22 N/A 18 87 89
15481
stevenzxs
Crawl4AI MCP Server Claim 1
A locally-hosted MCP server that provides AI assistants with advanced web crawl…
F 30 54 62 41 N/A 35 87 82
15482
PoliTwit1984
Perplexity MCP Server Claim 1 3
Enables intelligent code analysis and debugging through the Perplexity AI's API…
F 30 55 90 68 38 76 91
15483
kamath
scrapegraph-mcp Claim 1
F 30 54 68 63 N/A 48 90 95
15484
yulunjiang
A template for deploying an authentication-free MCP server on Cloudflare Worker…
F 30 55 60 68 32 78 73
15485
sayll
dev-prompt-mcp Claim 1 3
An MCP server that registers customizable prompt templates as tools for natural…
F 30 55 57 87 N/A 54 90 44
15486
DXCHowardB
ABAP MCP Server Claim 1 2
Provides unified ABAP and RAP documentation search, document retrieval, and ABA…
F 30 66 84 96 86 58 78 93
15487
nodlab
Assistant MCP Server Claim 1 3
An MCP server that allows users to define custom tools via a configuration file…
F 30 54 59 55 N/A 42 82 91
15488
Zuga-luga
ZugaShield Claim 1 2
A 7-layer security system for AI agents that detects and blocks prompt injectio…
F 30 55 90 73 65 80 72
15489
r3-yamauchi
Enables secure interaction with kintone through OAuth authentication, supportin…
F 30 55 66 70 41 80 92
15490
identimoji
Maintains consistent LLM interaction styles across conversations by storing emo…
F 30 55 96 71 47 77 96
15491
thisisbhanuj
Enables users to query both structured and unstructured data in Snowflake using…
F 30 54 68 66 N/A 23 90 82
15492
hmake98
nestjs-starter Claim 1
Production-ready NestJS boilerplate with JWT auth, PostgreSQL/Prisma, AWS S3/SE…
F 30 54 78 67 N/A 53 90 100
15493
srinath1
MCP Calculator Server Claim 1
Provides mathematical calculation tools including basic operations, expressions…
F 30 55 72 32 27 74 99
15494
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
15495
lnbits
LNbits-MCP-Server Claim 1 2
Am MCP server for LNbits Lightning Network wallet integration.
F 30 54 86 73 N/A 19 90 92
15496
EyeSeeThru
JIT Tool Synthesis Claim 1 2
Enables on-demand generation of TypeScript tools using an LLM with human-in-the…
F 30 55 88 67 30 71 96
15497
vivekhaldar
Emacs MCP Server Claim 1 2
A Model Context Protocol server that enables generating and executing Elisp cod…
F 30 54 27 27 N/A 24 80 88
15498
embracefailure
GraphRAG MCP Claim 1
Enables enterprise document retrieval using graph-based reasoning and knowledge…
F 30 54 90 66 N/A 29 84 53
15499
R09722akaBennett
NanoPDF Claim 1
AI-powered PDF editing and generation MCP server using Gemini Pro.
F 30 54 70 32 N/A 37 77 93
15500
pouyanafisi
Project MCP Claim 1 3
Intent-based project documentation server that automatically maps natural langu…
F 30 55 94 100 N/A 84 90 56
Showing 15451–15500 of 33842 servers
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