MCP Server Quality Scores

Independent quality analysis of 69070 public MCP servers

69070
Discovered
→
33788
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 57 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9001
AVIMBU
Allows AI models to query and retrieve analytics data from Plausible Analytics …
C 68 5⁄5 ◉ ⏳ 80 52 — 27 82 90
9002
taskhub-sh
Enables AI agents to interact with terminal-based TUI applications by capturing…
C 68 5⁄4 ◉ ⏳ 66 41 N/A 44 95 93
9003
w-jeon
mcp-brave-search ⚡ Claim 1
brave search
C 68 5⁄5 ◉ ⏳ 78 61 — 22 81 87
9004
JovanHsu
Enhanced knowledge graph memory server for AI assistants that uses Neo4j as the…
C 68 5⁄5 ◉ ⏳ 60 55 — 52 80 92
9005
CaChiJ
kakao navigation mcp server using kakao mobility & kakao map api
C 68 5⁄5 ◉ ⏳ 62 68 — 52 76 77
9006
kyuheon-kr
shell-use ⚡ Claim 1
Let agents use the shell like a human.
C 68 5⁄4 ◉ ⏳ 68 36 N/A 49 92 95
9007
TORIFUKUKaiou
Enables counting characters or bytes in text with options to include or exclude…
C 68 5⁄4 ◉ ⏳ 48 65 N/A 40 95 92
9008
strzhao
Enables downloading videos from platforms like YouTube and converting them to t…
C 68 5⁄4 ◉ ⏳ 60 61 N/A 32 87 96
9009
N-Erickson
AetherLink SDR MCP ⚡ Claim
Enables control of Software Defined Radios and decoding of radio protocols thro…
C 68 5⁄5 ◉ ⏳ 84 74 N/A 34 95 36
9010
ricleedo
A starter template for building MCP (Model Context Protocol) servers that integ…
C 68 5⁄5 ◉ ⏳ 54 100 N/A 26 95 49
9011
lharries
whatsapp-mcp Claim 1
An MCP server for searching your personal WhatsApp messages, contacts and sendi…
C 68 5⁄4 ◉ ⏳ 51 50 N/A 56 87 98
9012
Xuanwo
mcp-server-opendal ⚡ Claim 1
Access any storage with Apache OpenDAL™
C 68 5⁄5 ◉ ⏳ 68 33 — 64 80 100
9013
MAIMOONA-ISLAM
A demonstration MCP server built with FastAPI that provides basic mathematical …
C 68 5⁄4 ◉ ⏳ 74 41 N/A 21 94 100
9014
tracymacding
StarRocks MCP Server ⚡ Claim 1
An implementation of the Model Context Protocol that provides AI clients with i…
C 68 5⁄5 ◉ ⏳ 84 100 — 29 81 26
9015
arthurcolle
Substack MCP Server ⚡ Claim 1
Enables AI tools to programmatically manage Substack content, including creatin…
C 68 5⁄5 ◉ ⏳ 90 74 N/A 24 90 39
9016
JMRMEDEV
Enables web scraping, React app testing, and React Native web app inspection us…
C 68 5⁄5 ◉ ⏳ 78 82 N/A 26 95 40
9017
YeomYuJun
Manages knowledge graph data synchronized with GitHub repositories, enabling re…
C 68 5⁄5 ◉ ⏳ 86 63 — 45 81 56
9018
miames
Enables querying both Google Cloud SQL (PostgreSQL) and BigQuery public dataset…
C 68 5⁄5 ◉ ⏳ 78 53 — 22 81 97
9019
vandewilly
MCP Dice Roller ⚡ Claim 1
An MCP server that provides tools for rolling dice using standard notation, fli…
C 68 5⁄4 ◉ ⏳ 54 37 — 58 94 100
9020
sisilet
Provides access to the Internet Archive Wayback Machine to list snapshots, fetc…
C 68 5⁄5 ◉ ⏳ 54 82 — 47 81 73
9021
Nicolasvegam
Boma MCP Claim 1
An MCP server designed to manage meeting room reservations on the Boma platform…
C 68 5⁄5 ◉ ⏳ 63 60 — 35 76 100
9022
giovannicocco
An MCP server that generates AI agent tools from Postman collections and reques…
C 68 5⁄5 ◉ ⏳ 69 57 — 40 81 86
9023
Gelberm
Provides tools to interact with the Chess.com Public API for fetching real-time…
C 68 5⁄5 ◉ ⏳ 54 82 — 27 81 88
9024
lumile
Access MercadoLibre's API to search products, retrieve reviews, and check selle…
C 68 5⁄5 ◉ ⏳ 78 75 N/A 42 95 37
9025
MaheshDoiphode
An MCP server that provides access to project files and their contents, allowin…
C 68 5⁄4 ◉ ⏳ 63 55 N/A 36 87 93
9026
Rwb3n
Provides an MCP server that allows AI assistants to interact with Obsidian vaul…
C 68 5⁄4 ◉ ⏳ 48 60 N/A 43 92 98
9027
arjunkmrm
A minimal ChatGPT app demonstrating interactive greeting widgets with confetti …
C 68 5⁄5 ◉ ⏳ 66 61 — 26 81 99
9028
sndani
A server that enables Claude AI to interact with Weaviate vector databases, sup…
C 68 5⁄5 ◉ ⏳ 78 48 — 40 81 89
9029
ashishpatel26
A server exposing intelligent tools for enhancing RAG applications with entity …
C 68 5⁄5 ◉ ⏳ 74 56 — 18 81 98
9030
sanliunanjue
A TypeScript-based MCP server that implements a simple notes system, allowing u…
C 68 5⁄5 ◉ ⏳ 84 95 N/A 23 95 17
9031
hyperb1iss
lucidity-mcp ⚡ Claim
Enhance AI-generated code quality through intelligent, prompt-based analysis ac…
C 68 5⁄4 ◉ ⏳ 70 40 N/A 47 90 91
9032
Meerkats-Ai
Ocean.io MCP Server ⚡ Claim 1
A Model Context Protocol server that enables finding lookalike companies based …
C 68 5⁄5 ◉ ⏳ 69 67 — 21 82 87
9033
kgand
Document Parser MCP ⚡ Claim 1
An MCP server that uses the Docling toolkit to convert various document formats…
C 68 5⁄5 ◉ ⏳ 75 33 — 60 81 94
9034
tositon
OpenDeepSearch ⚡ Claim
A research tool that performs comprehensive, in-depth research on complex topic…
C 68 5⁄5 ◉ ⏳ 84 46 — 38 81 84
9035
FradSer
将各种格式的文件转换为Markdown描述,帮助用户轻松获取文件内容的结构化信息。通过Cloudflare AI服务,支持多种文件类型的转换,提升文档处理效率。
C 68 5⁄5 ◉ ⏳ 60 67 N/A 31 81 93
9036
gts360
Django MCP Server ⚡ Claim 1
An implementation of the Model Context Protocol for Django that enables AI agen…
C 68 5⁄5 ◉ ⏳ 72 60 — 59 81 62
9037
MR901
mcp-plots ⚡ Claim 1
MCP server for data visualization with Mermaid charts.
C 68 5⁄4 ◉ ⏳ 69 38 N/A 55 95 84
9038
kongyo2
Discord Webhook MCP ⚡ Claim 1
A Model Context Protocol server that enables LLMs to send, edit, and delete Dis…
C 68 5⁄5 ◉ ⏳ 51 61 — 73 82 78
9039
infinitimeless
LMStudio-MCP Claim
A bridge that allows Claude to communicate with locally running LLM models via …
C 68 5⁄4 ◉ ⏳ 60 41 N/A 51 92 99
9040
oculairmedia
Tandoor MCP Server ⚡ Claim
Enables interaction with the Tandoor Recipe Manager via the Model Context Proto…
C 68 5⁄5 ◉ ⏳ 70 65 — 35 76 86
9041
ToKiDoO
Provides AI agents with complete web search, crawling, and RAG capabilities thr…
C 68 5⁄5 ◉ ⏳ 88 31 — 43 81 91
9042
sriharsha-inthub
A demonstration MCP server that provides calculator functionality through both …
C 68 5⁄4 ◉ ⏳ 62 65 N/A 21 90 94
9043
gldc
Enables AI agents to interact with PostgreSQL databases through the Model Conte…
C 68 5⁄5 ◉ ⏳ 72 46 — 53 80 89
9044
mtane0412
Twitch MCP Server ⚡ Claim 1
Enables interaction with the Twitch API, allowing users to retrieve comprehensi…
C 68 5⁄5 ◉ ⏳ 90 63 — 20 81 70
9045
109naoki
minimal-mcp-server ⚡ Claim
A minimal MCP server implementation designed for learning how to integrate tool…
C 68 5⁄5 ◉ ⏳ 60 100 N/A 30 95 41
9046
hafizrahman
An integration tool that allows users to fetch weather alerts/forecasts from th…
C 68 5⁄5 ◉ ⏳ 64 58 — 28 82 100
9047
roycedamien
Universal Microsoft Graph API gateway providing access to 1000+ endpoints for m…
C 68 5⁄5 ◉ ⏳ 78 82 — 48 81 41
9048
benpeke
Provides tools to create, update, delete, and search catalog items through the …
C 68 5⁄5 ◉ ⏳ 72 68 — 22 78 90
9049
patw
A vector search system that enables semantic retrieval of document chunks using…
C 68 5⁄5 ◉ ⏳ 76 40 — 38 81 98
9050
latecheckout
Enables content generation and style application using Jasper AI's marketing pl…
C 68 5⁄5 ◉ ⏳ 60 66 — 29 81 98
Showing 9001–9050 of 69070 servers
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