MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33861
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15751
axliupore
mcp-code-runner Claim 1 2
An MCP server for running code locally via Docker and supporting multiple progr…
F 30 5⁄4 ◉ ⏳ 21 50 N/A 43 84 100
15752
aklianeva
Exposes an internal engineering knowledge base to AI assistants, allowing users…
F 30 5⁄5 ◉ ⏳ 60 70 — 35 82 96
15753
mrgoonie
MCP server that connects AI assistants to ReviewWebsite.com API for creating an…
F 30 5⁄5 ◉ ⏳ 82 72 — 75 80 89
15754
cactusaurelius
YouTube MCP ⚡ Claim 1 2
An MCP server that enables users to retrieve YouTube transcripts and perform vi…
F 30 5⁄5 ◉ ⏳ 63 62 — 21 82 93
15755
mborne
geocontext ⚡ Claim 1 2
An experimental MCP server providing spatial context for LLMs by interfacing wi…
F 30 5⁄5 ◉ ⏳ 60 100 — 63 82 40
15756
Kong
mcp-konnect ⚡ Claim 1 2
A Model Context Protocol (MCP) server for interacting with Kong Konnect APIs, a…
F 30 5⁄5 ◉ ⏳ 64 66 N/A 55 83 93
15757
SaiVSrini
MCP Finder Claim 1
A smart router that helps users discover the most relevant tools from an MCP ca…
F 30 5⁄4 ◉ ⏳ 70 68 N/A 22 90 66
15758
zq940222
OssHub ⚡ Claim 1
Provides unified access to multiple cloud object storage services (Huawei OBS, …
F 30 6⁄6 ◉ ⏳ 78 71 0 29 80 100
15759
gregce
Adwords MCP ⚡ Claim 1
A joke/demo Model Context Protocol server that injects cringe-worthy advertisem…
F 30 5⁄5 ◉ ⏳ 72 82 — 45 80 20
15760
ongjin
Security Scanner MCP ⚡ Claim 1 3
Automatically detects security vulnerabilities in AI-generated code, scanning f…
F 30 5⁄5 ◉ ⏳ 60 82 — 57 76 11
15761
seyhunak
AgentCraft MCP Server ⚡ Claim 1
Integrates with the AgentCraft framework to enable secure communication and dat…
F 30 5⁄4 ◉ ⏳ 86 45 N/A 22 89 90
15762
iflytek
A server implementation of the Model Context Protocol that enables calling iFly…
F 30 5⁄5 ◉ ⏳ 96 57 — 43 74 83
15763
Hajime-Y
An agent-based tool that provides web search and advanced research capabilities…
F 30 5⁄5 ◉ ⏳ 60 55 — 43 80 75
15764
mcp2everything
mcp2tcp ⚡ Claim 1 2
A bridge connecting physical hardware with AI large language models through the…
F 30 5⁄5 ◉ ⏳ 86 52 — 40 80 82
15765
win4r
A TypeScript-based MCP server that implements a simple notes system, allowing u…
F 30 5⁄4 ◉ ⏳ 78 50 N/A 16 77 37
15766
upJiang
Claude Stats MCP ⚡ Claim 1 2
Provides statistical analysis and usage tracking for Claude Code, enabling user…
F 30 5⁄5 ◉ ⏳ 78 62 — 34 81 72
15767
alex2zimmermann-ux
Enables users to extract, search, and analyze YouTube video transcripts directl…
F 30 5⁄5 ◉ ⏳ 70 71 — 51 78 100
15768
opslon
BlenderMCP ⚡ Claim 1
Connects Claude AI to Blender via the Model Context Protocol to enable prompt-a…
F 30 5⁄4 ◉ ⏳ 66 33 N/A 48 87 99
15769
houtini-ai
MCP server that turns articles, transcripts, and markdown into LinkedIn carouse…
F 30 5⁄4 ◉ ⏳ 84 60 N/A 54 89 95
15770
PhialsBasement
Zonos TTS MCP Server ⚡ Claim 1 2
Facilitates direct speech generation using Claude for multiple languages and em…
F 30 5⁄5 ◉ ⏳ 56 57 — 24 76 74
15771
stack-chan
stack-chan Claim 1
A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functio…
F 30 5⁄4 ◉ ⏳ 96 42 N/A 70 87 99
15772
marissamarym
iMessage MCP Server ⚡ Claim 1 4
A local server that enables Claude Desktop to interact with your macOS Contacts…
F 30 5⁄5 ◉ ⏳ 94 100 N/A 23 82 37
15773
cr2007
Wordle MCP (Python) ⚡ Claim 1
Fetches Wordle solutions from the Wordle API for dates ranging from May 19, 202…
F 30 5⁄5 ◉ ⏳ 66 20 — 33 80 91
15774
JaanLavaerts
MCP Playground ⚡ Claim 1
A demonstration MCP server that provides access to a SQLite employee database w…
F 30 5⁄4 ◉ ⏳ 54 17 N/A 27 88 92
15775
Wooonster
hocr_mcp_server ⚡ Claim 1
F 30 5⁄4 ◉ ⏳ 44 37 N/A 24 84 88
15776
Imsxm15
awesome-ai-apps Claim 1
F 30 5⁄4 ◉ ⏳ 90 55 N/A 51 89 91
15777
LoSinCos
A demo MCP server implementation that provides a single stock search tool which…
F 30 5⁄4 ◉ ⏳ 56 22 N/A 25 90 88
15778
SonarSource
sonarqube-mcp-server ⚡ Claim 1 3
An MCP server that enables integration with SonarQube Server or Cloud for code …
F 30 6⁄4 ◉ ⏳ 65 25 0 53 83 65
15779
MrNitro360
React Native MCP Server ⚡ Claim 1 4
Provides comprehensive React Native development assistance with expert-level au…
F 30 5⁄5 ◉ ⏳ 90 100 N/A 67 80 45
15780
analysta-ai
Playwrightium ⚡ Claim 1 2
An MCP server for browser automation that allows AI to perform web tasks using …
F 30 5⁄4 ◉ ⏳ 75 57 N/A 59 90 84
15781
aviz85
A state-based agent orchestration system that allows transitions between differ…
F 30 5⁄4 ◉ ⏳ 60 25 N/A 15 89 98
15782
oerc-s
primordia ⚡ Claim 1
AI agent economic settlement. Verify receipts, emit meters (FREE). Net settleme…
F 30 6⁄6 ◉ ⏳ 90 66 0 42 77 96
15783
sportsanalytics-world
Provides intelligent access to OPTA football API documentation with automatic a…
F 30 5⁄5 ◉ ⏳ 90 68 — 29 76 96
15784
code-yeongyu
An advanced integration package that leverages OpenRouter and Perplexity APIs t…
F 30 5⁄5 ◉ ⏳ 72 70 — 40 76 91
15785
bddda
An MCP server that automates the continuation of AI tasks by intercepting tool …
F 30 5⁄4 ◉ ⏳ 53 51 N/A 30 75 86
15786
mrexodia
user-feedback-mcp ⚡ Claim 1
Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline an…
F 30 5⁄4 ◉ ⏳ 66 55 N/A 48 87 97
15787
7836246
claude-team-mcp ⚡ Claim 1 2
🤖 Multi-Agent MCP Server - Let Claude Code / Windsurf / Cursor orchestrate GPT,…
F 30 5⁄5 ◉ ⏳ 90 61 N/A 80 76 91
15788
manasp21
Evolve and optimize solutions across multiple generations using genetic algorit…
F 30 5⁄4 ◉ ⏳ 96 60 N/A 49 90 92
15789
runbook-ai
Runbook AI MCP Server ⚡ Claim 1 3
MCP server that provides browser automation capabilities through a Chrome exten…
F 30 5⁄4 ◉ ⏳ 71 52 N/A 51 90 90
15790
bicavito
Arcate MCP Connect Claim 1 2
Gives AI agents direct access to your Arcate product discovery workspace to rea…
F 30 5⁄5 ◉ ⏳ 78 75 — 30 80 88
15791
yoshiko-pg
o3-search MCP ⚡ Claim 1 2
An MCP server that enables web search capabilities using OpenAI's o3 model, all…
F 30 5⁄5 ◉ ⏳ 51 70 — 79 80 94
15792
jeffreychuuu
LightRAG MCP Claim 1
Enables querying an internal LightRAG knowledge base to retrieve technical docu…
F 30 5⁄5 ◉ ⏳ 48 30 — 24 80 88
15793
aaronsb
A personality-based MCP server that enables AI assistants to manage WordPress c…
F 30 5⁄5 ◉ ⏳ 100 51 — 31 77 86
15794
prismworks-ai
prism-mcp-rs Claim 1
Enterprise-grade Rust implementation of Anthropic's MCP protocol
F 30 5⁄4 ◉ ⏳ 90 52 N/A 83 88 84
15795
nbiish
cognitive-tools-mcp / gikendaasowin-aabajichiganan
F 30 5⁄4 ◉ ⏳ 90 55 N/A 48 82 82
15796
aldrin-labs
solan docs context
F 30 5⁄4 ◉ ⏳ 78 58 N/A 41 89 92
15797
kmaneesh
BioPython MCP Server ⚡ Claim 1 3
Provides comprehensive BioPython capabilities for biological sequence analysis,…
F 30 5⁄5 ◉ ⏳ 62 82 — 79 77 89
15798
CaullenOmdahl
Enables AI assistants to search YouTube Music, manage playlists, and create sma…
F 30 5⁄5 ◉ ⏳ 94 68 — 34 77 92
15799
ziggythebot
namecheap ⚡ Claim 1 2
Check domain availability across 600+ TLDs on Namecheap with pricing and purcha…
F 30 5⁄4 ◉ ⏳ 90 57 N/A 48 77 95
15800
ragieai
mcp-server ⚡ Claim 1
Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base c…
F 30 6⁄6 ◉ ⏳ 68 63 0 71 76 91
Showing 15751–15800 of 69153 servers
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