MCP Server Quality Scores

Independent quality analysis of 69261 public MCP servers

69261
Discovered
→
33946
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
24751
csc-0812
MCP Server Demo ⚡ Claim
A WebSocket-based Model Control Protocol (MCP) server that processes model requ…
D 47 4⁄3 ◐ ⏳ 42 22 N/A 24 95 —
24752
fefergrgrgrg
Cloudflare API MCP ⚡ Claim
A lightweight MCP server that enables agents to interface with Cloudflare's RES…
D 47 4⁄4 ◐ ⏳ 32 35 — 41 81 —
24753
Bigbagofchips
docsite Claim
D 47 4⁄3 ◐ ⏳ 38 22 N/A 35 92 —
24754
tsiongk
Sponge MCP Server ⚡ Claim
Provides a Model Context Protocol interface to the Sponge wallet API for managi…
D 47 4⁄4 ◐ ⏳ 48 25 — 27 81 —
24755
georgi-terziyski
A Model Context Protocol server that provides tools for connecting to and inter…
D 47 4⁄4 ◐ ⏳ 33 56 — 16 78 —
24756
woohq
Godette Claim 1
An MCP server for Godot game development that provides 45 tools for reading, an…
D 47 4⁄3 ◐ ⏳ 45 0 N/A 56 91 —
24757 D 47 3⁄3 ◐ ⏳ 18 N/A N/A 33 95 —
24758 D 47 3⁄3 ◐ ⏳ 30 N/A N/A 13 95 —
24759
umdoyuun
mcp_project Claim
D 47 4⁄3 ◐ ⏳ 42 26 N/A 18 95 —
24760
JMReader
MCP Shell Server ⚡ Claim
A secure interface that enables language models to execute shell commands on th…
D 47 4⁄3 ◐ ⏳ 50 17 N/A 18 95 —
24761
IsaiahDupree
An Apify Actor implementing the Model Context Protocol for Perplexity API, enab…
D 47 4⁄4 ◐ ⏳ 48 38 — 18 76 —
24762
paulabaal12
Kitchen MCP Server ⚡ Claim
Enables querying food nutritional information, discovering recipes by ingredien…
D 47 4⁄3 ◐ ⏳ 48 12 N/A 27 95 —
24763
HuzaifaIrfan-AI
Ping MCP Server ⚡ Claim 1
An MCP server that allows users to ping other hosts to check network connectivi…
D 47 4⁄4 ◐ ⏳ 35 32 — 45 80 —
24764
MaxisTechnology-Dev
Maximo Enterprise MCP ⚡ Claim 3
MCP server for IBM Maximo, by Maxis Technology — assets, work orders, inventory…
D 47 3⁄3 ◐ ⏳ 33 N/A N/A 45 67 —
24765
madhavi-opsera
Bug Detector Claim
Analyzes code for bugs, security vulnerabilities, and code smells
D 47 3⁄3 ◐ ⏳ 26 N/A N/A 17 95 —
24766
SaViGnAnO
A Model Context Protocol server that enables LLMs to interact with VS Code's Si…
D 47 4⁄3 ◐ ⏳ 45 20 N/A 24 95 —
24767
AkhatorKing1
Playwright MCP Server ⚡ Claim 1
A Model Context Protocol server that enables LLMs to interact with web pages th…
D 47 4⁄3 ◐ ⏳ 23 33 N/A 44 95 —
24768
robobobby
An MCP server that provides current weather conditions and hourly forecasts for…
D 47 4⁄4 ◐ ⏳ 45 31 — 30 80 —
24769
siarhei-fedziukovich
Enables molecular visualization and analysis from SMILES strings using multiple…
D 47 4⁄4 ◐ ⏳ 48 33 — 25 76 —
24770
Cdalwadi
MCP Weather Server ⚡ Claim
Exposes weather forecast APIs as MCP tools, allowing LLMs to retrieve current w…
D 47 4⁄4 ◐ ⏳ 50 27 — 25 81 —
24771
liqiongyu
Xueqiu MCP Claim
A MCP service based on the Xueqiu (Chinese stock market) API that enables users…
D 47 4⁄4 ◐ ⏳ 42 22 — 45 81 —
24772
mediar-ai
A multi-agent orchestrator that enables multiple AI agents to share a single Ch…
D 47 4⁄3 ◐ ⏳ 54 7 N/A 27 95 —
24773
rongcloud
Rongcloud Native ⚡ Claim
Native MCP Overview RongCloud Native MCP is a lightweight RongCloud IM service…
D 47 4⁄4 ◐ ⏳ 42 36 — 24 81 —
24774
Mokksh-bhatt
Enables AI-powered resume scoring and feedback through secure Google OAuth auth…
D 47 4⁄4 ◐ ⏳ 42 27 — 39 81 —
24775
couchrishi
kjlahsdjkashd
D 47 4⁄4 ◐ ⏳ 50 33 — 16 81 —
24776
ajkeast
A personal AI coding assistant that connects to various development environment…
D 47 4⁄3 ◐ ⏳ 48 22 N/A 16 95 —
24777
CryptoRadi
Provides AI-IDEs with real-time access to PostgreSQL and Supabase database sche…
D 46 4⁄4 ◐ ⏳ 50 11 — 40 81 —
24778
thpeng
timetable for llms
D 46 4⁄3 ◐ ⏳ 38 15 N/A 39 92 —
24779
geka-evk
A TypeScript-based server project with comprehensive development tooling includ…
D 46 4⁄3 ◐ ⏳ 42 7 N/A 42 95 —
24780
tyron-pretorius
An MCP server that exposes Adobe Marketo REST API operations as tools for AI as…
D 46 4⁄4 ◐ ⏳ 45 33 — 25 76 —
24781
phamtienduceng
A stateful calculator server using Server-Sent Events for real-time communicati…
D 46 4⁄4 ◐ ⏳ 48 21 — 26 84 —
24782
eddykuhan
Enables interaction with PostgreSQL databases through MCP, allowing users to ex…
D 46 4⁄4 ◐ ⏳ 48 28 — 22 81 —
24783
Hank-coder
Chimera MCP Server ⚡ Claim
A personal AI memory system that creates a cognitive hub connecting to Notion, …
D 46 4⁄4 ◐ ⏳ 42 30 — 29 81 —
24784
cola314
A Model Context Protocol server that wraps Naver's encyclopedia search API, all…
D 46 4⁄4 ◐ ⏳ 35 46 — 18 81 —
24785
felixscherz
MCP-RAG Server ⚡ Claim 1
Connects a RAG application to open-webui using Model Context Protocol (MCP), en…
D 46 4⁄3 ◐ ⏳ 42 22 N/A 17 95 —
24786
ag2-mcp-servers
Biolink MCP Server ⚡ Claim 1
An MCP server that provides access to Monarch Initiative's biomedical data thro…
D 46 4⁄4 ◐ ⏳ 45 30 — 21 81 —
24787
lilylilysunshine
A minimal MCP server framework that enables zero-config tool discovery and stre…
D 46 4⁄4 ◐ ⏳ 48 22 — 29 82 —
24788
nhevers
mcp-github ⚡ Claim 1
MCP server for GitHub operations
D 46 4⁄3 ◐ ⏳ 41 17 N/A 28 95 —
24789
Tsuchijo
Sandbox MCP Server ⚡ Claim 1
Provides isolated Docker environments for code execution, enabling users to cre…
D 46 4⁄4 ◐ ⏳ 48 26 — 21 81 —
24790
lhemerly
Foundry MCP Project ⚡ Claim 1
A Model Context Protocol server that enables interaction with Foundry tools thr…
D 46 4⁄3 ◐ ⏳ 45 15 N/A 38 84 —
24791
dazanza
mailchimp-mcp ⚡ Claim 1
An MCP server that interfaces with the Mailchimp Marketing API to manage audien…
D 46 4⁄4 ◐ ⏳ 61 0 — 35 81 —
24792
QuantGeekDev
Calculator MCP Server ⚡ Claim 2
A Model Context Protocol server built with mcp-framework that allows users to c…
D 46 4⁄3 ◐ ⏳ 45 17 N/A 19 95 —
24793
omy8573091
A production-grade MCP server and client implementation with comprehensive feat…
D 46 4⁄4 ◐ ⏳ 56 12 — 30 81 —
24794
xiaobenyang-com
Find relevant images from Wikimedia Commons with direct download links. Quickly…
D 46 3⁄3 ◐ ⏳ 24 N/A N/A 18 95 —
24795
mikemc
An MCP server that enables interaction with Twist workspaces using the Twist RE…
D 46 4⁄4 ◐ ⏳ 33 33 — 38 81 —
24796
Noyonchandrasaha
A Model Context Protocol server that provides real-time access to MongoDB produ…
D 46 4⁄4 ◐ ⏳ 33 50 — 16 81 —
24797
xiaobenyang-com
Discover Apple APIs, frameworks, and symbols fast with comprehensive documentat…
D 46 3⁄3 ◐ ⏳ 24 N/A N/A 18 95 —
24798
asklokesh
Harness ⚡ Claim 1
MCP server for Harness API integration
D 46 4⁄3 ◐ ⏳ 49 10 N/A 32 87 —
24799
danielpdev
Provides access to JSONPlaceholder's free fake REST API for testing and prototy…
D 46 4⁄4 ◐ ⏳ 48 26 — 21 81 —
24800
FernandoVazquez20
Enables AI assistants like Claude to interact with Databricks workspaces throug…
D 46 4⁄4 ◐ ⏳ 48 15 — 35 84 —
Showing 24751–24800 of 69261 servers
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