MCP Server Quality Scores

Independent quality analysis of 69052 public MCP servers

69052
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 26 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7451
atriumn
tokencost-dev ⚡ Claim
LLM pricing oracle — model lookup, cost estimation, and comparison via LiteLLM
B 70 5⁄5 ◉ ⏳ 90 0 N/A 89 81 99
7452
Go-555
Note Post MCP ⚡ Claim
Enables automated publishing and draft saving to note.com platform using Playwr…
B 70 5⁄5 ◉ ⏳ 78 100 N/A 33 95 25
7453
waTeim
Enables managing PostgreSQL clusters via the CloudNativePG operator, including …
B 70 5⁄5 ◉ ⏳ 80 46 — 46 81 94
7454
unosend
Unosend MCP Server ⚡ Claim 1
Enables AI assistants to send emails and SMS messages through the Unosend API. …
B 70 5⁄5 ◉ ⏳ 90 46 — 27 80 95
7455
znehraks
MCP Notepad Server ⚡ Claim
A learning-focused MCP server that demonstrates core MCP concepts through a sim…
B 70 5⁄4 ◉ ⏳ 72 60 N/A 34 92 85
7456
dvillegastech
Flutter MCP Service ⚡ Claim 1
Provides advanced Flutter development tools via Model Context Protocol with fea…
B 70 5⁄5 ◉ ⏳ 84 57 — 25 80 91
7457
parthashirolkar
Gmail MCP Server ⚡ Claim
Enables AI applications to send emails, manage drafts, and compose professional…
B 70 5⁄4 ◉ ⏳ 60 65 N/A 23 95 98
7458
gustta03
A TypeScript-based boilerplate for building Model Context Protocol (MCP) server…
B 70 5⁄4 ◉ ⏳ 72 47 N/A 35 94 98
7459
TauqeerAhmad5201
Docker MCP Server ⚡ Claim 1
Enables natural language interaction with Docker commands and operations. Suppo…
B 70 5⁄5 ◉ ⏳ 72 100 N/A 25 95 39
7460
konigt6905
Brings Google Gemini 2.0 Flash native image generation capabilities into Claude…
B 70 5⁄5 ◉ ⏳ 78 100 — 29 81 46
7461
ephemeraldew
Skill MCP Server ⚡ Claim 2
A modular plugin system that allows AI agents to dynamically load and use 'skil…
B 70 5⁄4 ◉ ⏳ 68 38 N/A 67 90 89
7462
Long0308
Provides access to Vietnamese stock market data and APIs from VNDirect, FireAnt…
B 70 5⁄4 ◉ ⏳ 72 58 N/A 22 95 94
7463
Ichigo3766
A MCP server that enables transcription of audio files using OpenAI's Speech-to…
B 70 5⁄5 ◉ ⏳ 75 55 — 41 76 100
7464
silviosotelo
Enables integration with Oracle Database and Oracle APEX 20.2, allowing LLMs to…
B 70 5⁄4 ◉ ⏳ 54 72 — 36 90 92
7465
adisaputra10
MCP Datadog Playcourt ⚡ Claim 1
Enables monitoring and querying of Datadog metrics for Kubernetes clusters, APM…
B 70 5⁄5 ◉ ⏳ 78 67 — 24 71 96
7466
heygen-com
Heygen MCP Server ⚡ Claim
Enables Claude Desktop and Agents to generate AI avatars and videos through the…
B 70 5⁄5 ◉ ⏳ 66 71 — 24 81 97
7467
samihalawa
A comprehensive MCP server providing Claude with full access to Brevo's marketi…
B 70 5⁄5 ◉ ⏳ 90 62 — 28 80 74
7468
Toowiredd
A Model Context Protocol server that enables Docker container management throug…
B 70 5⁄5 ◉ ⏳ 79 65 — 24 71 100
7469
morphik-org
Morphik MCP Claim
Enables interaction with the Morphik multi-modal database system for document i…
B 70 5⁄5 ◉ ⏳ 60 72 — 33 81 98
7470
leehanchung
bing-search-mcp ⚡ Claim
Web search capabilities using Microsoft Bing Search API
B 70 5⁄5 ◉ ⏳ 72 46 — 46 82 100
7471
Nicolas-One
Enables automatic HTTP requests (GET, POST, PUT, DELETE, etc.) with JSON valida…
B 70 5⁄5 ◉ ⏳ 84 61 — 53 81 61
7472
SpongeBaby-124
Codex MCP Server ⚡ Claim
Connects AI assistants to a local Codex engine for performing deep, project-lev…
B 70 5⁄4 ◉ ⏳ 84 53 N/A 27 95 78
7473
raysker
axon-research ⚡ Claim
AI agent ecosystem research, DeFi analysis, and market research tools
B 70 5⁄5 ◉ ⏳ 78 91 N/A 29 95 37
7474
ibbykhazanchi
Enables interaction with Athena Health's API for comprehensive healthcare pract…
B 70 5⁄5 ◉ ⏳ 78 61 — 16 81 99
7475
vespo92
Provides AI assistants with persistent memory through local ChromaDB vector sto…
B 70 5⁄5 ◉ ⏳ 78 53 — 43 74 95
7476
windsornguyen
Enables web searching and local business discovery through the Brave Search API…
B 70 5⁄5 ◉ ⏳ 90 58 — 21 81 86
7477
salacoste
swagger-mcp-server ⚡ Claim
Converts any Swagger/OpenAPI specification into an MCP server, enabling AI assi…
B 70 5⁄4 ◉ ⏳ 88 32 N/A 42 90 92
7478
lowcodelocky2
Xano MCP Server ⚡ Claim 1
Enables AI assistants to manage Xano databases through the Model Context Protoc…
B 70 5⁄5 ◉ ⏳ 72 75 — 20 71 98
7479
mlobo2012
A server that enables Claude Desktop users to access the Claude API directly, a…
B 70 5⁄4 ◉ ⏳ 94 33 N/A 19 95 95
7480
hkopenai
An MCP server providing access to Hong Kong transportation data, including pass…
B 70 5⁄5 ◉ ⏳ 67 58 — 45 81 97
7481
589411
Notion MCP Server ⚡ Claim
Enables interaction with Notion workspaces through the Notion API. Provides too…
B 70 5⁄5 ◉ ⏳ 84 60 — 26 81 85
7482
SailFish-Finance
An MCP server that provides tools for interacting with EDUCHAIN, allowing Claud…
B 70 5⁄5 ◉ ⏳ 75 100 — 48 69 48
7483
josefdc
UniProt MCP Server ⚡ Claim
Provides seamless access to UniProtKB protein database, enabling queries for pr…
B 70 5⁄5 ◉ ⏳ 76 82 — 65 81 39
7484
nick-telsan
A demonstration server for ModelContextProtocol that provides weather tools and…
B 70 5⁄5 ◉ ⏳ 72 65 — 18 81 100
7485
Chase-Bullock
A server implementation that allows AI models to interact with Jira through the…
B 70 5⁄5 ◉ ⏳ 78 73 — 15 81 89
7486
m-siles
An MCP server for navigating thought processes using branches, supporting thoug…
B 70 5⁄5 ◉ ⏳ 71 57 — 50 80 87
7487
databridge-int
Internal data access API. Tools: get_users (user list with API keys), read_conf…
B 70 6⁄6 ◉ ⏳ 64 66 84 22 81 93
7488
ChromeDevTools
Chrome DevTools MCP ⚡ Claim 1
MCP server for Chrome DevTools
B 70 5⁄4 ◉ ⏳ 71 30 N/A 95 90 76
7489
MatthewDailey
Rime MCP ⚡ Claim 1
A Model Context Protocol server that enables AI models to generate and play hig…
B 70 5⁄5 ◉ ⏳ 63 68 — 46 81 91
7490
fjing1
Enables AI-powered natural language stock market queries with real-time data fr…
B 70 5⁄5 ◉ ⏳ 86 51 — 19 81 99
7491
babicko
Enables AI assistants to interact with the Apollo.io API to search global datab…
B 70 5⁄5 ◉ ⏳ 78 61 — 26 81 95
7492
glebis
Sketch MCP Server ⚡ Claim
Provides a collaborative SVG canvas that allows Claude to create, read, and man…
B 70 5⁄4 ◉ ⏳ 60 63 N/A 39 87 100
7493
varunreddy
SkillMesh ⚡ Claim
SkillMesh is a retrieval router for MCP/LLM tool catalogs. It selects top-K rel…
B 70 5⁄4 ◉ ⏳ 72 42 — 59 92 85
7494
stefanveliki
Vreme Temporal MCP ⚡ Claim 1
Provides AI assistants with rich temporal intelligence including timezone conve…
B 70 5⁄5 ◉ ⏳ 78 53 — 42 82 89
7495
wopal-cn
A Model Context Protocol server that provides real-time hot trending topics fro…
B 70 5⁄5 ◉ ⏳ 75 87 — 43 82 51
7496
jonradoff
lightcms Claim
AI-native CMS with 72 MCP tools for managing websites through natural language.…
B 70 5⁄4 ◉ ⏳ 64 40 — 74 81 98
7497
marcoeg
mcp-bauplan ⚡ Claim 1
A minimalist MCP server for interacting with Bauplan data tables and executing …
B 70 5⁄5 ◉ ⏳ 84 41 — 41 80 99
7498
ThomAub
ClickHouse MCP Server ⚡ Claim 2
A Model Context Protocol server that enables Large Language Models to seamlessl…
B 70 5⁄5 ◉ ⏳ 71 56 — 38 80 100
7499
Scofieldkoh
Todoist MCP ⚡ Claim
Enables LLMs to interact with Todoist task management platform through its API,…
B 70 5⁄5 ◉ ⏳ 60 61 — 49 81 100
7500
huangjien
Writer MCP Claim 1
A Model Context Protocol server that manages character knowledge and relationsh…
B 70 5⁄5 ◉ ⏳ 71 60 — 36 81 95
Showing 7451–7500 of 69052 servers
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