MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 37 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
4301
bmorphism
Enables analysis of claims, validation of sources, and detection of manipulatio…
B 75 54 90 46 N/A 48 95 89
4302
scanady
Provides AI assistants with structured access to an organization's engineering …
B 75 54 88 61 N/A 27 95 89
4303
asif-reh
A complete fullstack application that demonstrates Model Context Protocol integ…
B 75 54 78 67 N/A 21 95 100
4304
jar285
MCP-Discord Claim
A Discord MCP server that enables AI assistants to interact with Discord platfo…
B 75 55 78 71 45 81 91
4305
geeknees
minesweeper-mcp Claim 1
A stdio-based MCP server that enables users to play and manage Minesweeper game…
B 75 55 86 68 31 78 99
4306
jgarciaga
Enables interaction with Overseerr API to manage movie and TV show requests, al…
B 75 55 84 63 38 81 98
4307
dyneth02
Enables AI tools to query context from a local JSON data source via stdio, demo…
B 75 55 94 82 N/A 48 95 38
4308
AImaginationLab
Marvel Rivals MCP Claim
Provides access to Marvel Rivals game data including hero information, abilitie…
B 75 55 94 55 29 83 100
4309
chenxiaofie
memory-mcp Claim 2
情景+实体记忆 MCP 服务,为 Claude Code 提供持久化记忆能力
B 75 54 90 33 N/A 75 90 87
4310
Oluwatunmise-olat
mcp-server-logs-sieve Claim 1
Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS…
B 75 55 67 68 77 78 89
4311
antonioevans
Railway MCP Server Claim 1
Enables management of Railway.app infrastructure through natural language, incl…
B 75 55 78 100 53 81 50
4312
lintility
vestaboard-mcp Claim
Enables control of Vestaboard displays through cloud and local APIs, allowing u…
B 75 55 78 67 48 81 97
4313
lowkeyrd
Enable seamless file operations, repository management, and advanced search fun…
B 75 55 80 66 N/A 52 81 92
4314
jezweb
Provides seamless integration with NASA's public APIs, enabling AI assistants t…
B 75 55 78 63 54 80 99
4315
snoopdave
A minimal Model Context Protocol server in TypeScript that demonstrates MCP-com…
B 75 55 68 68 53 84 100
4316
vzeman
Odoo MCP Server Claim 2
A Model Context Protocol server that enables AI assistants to interact with Odo…
B 75 55 75 70 45 80 97
4317
LeeSinLiang
Godot MCP Claim 1
Enables AI assistants to interact with the Godot game engine by launching the e…
B 75 55 96 100 N/A 26 95 36
4318
Malayke
Fetches Hacker News discussion threads and linked article content in LLM-optimi…
B 75 55 90 57 49 80 94
4319
grandinh
MCP Prompt Optimizer Claim 1
Automatically analyzes and optimizes AI prompts by calculating clarity scores, …
B 75 55 94 56 47 80 91
4320
yigitkonur
example-mcp-server-sse
B 75 55 78 71 40 81 97
4321
dagba
An MCP server that provides comprehensive tools for managing iOS simulators, in…
B 75 54 69 62 N/A 50 92 99
4322
microkorg
Codecks MCP Server Claim 1
Enables AI assistants to interact with Codecks project management for querying …
B 75 55 90 65 27 82 96
4323
airy10
GEDCOM MCP Server Claim
Enables AI agents to create, edit, and query genealogical data from GEDCOM file…
B 75 55 84 56 59 81 91
4324
mrilikecoding
Clawmarks Claim
Enables LLM agents to create annotated bookmarks and narrative trails to docume…
B 75 54 90 53 N/A 37 95 91
4325
daedalus
mcp-rfc-editor Claim 2
An MCP server that provides rfc editing capabilities
B 75 44 63 N/A N/A 42 95 96
4326
GutjahrAI
Enables AI assistants to integrate with SAP systems via OData REST APIs for que…
B 75 55 92 71 18 81 95
4327
alxspiker
Enables AI models to dynamically create and execute their own custom tools thro…
B 75 55 88 100 42 81 49
4328
lucas-1000
Enables AI assistants to query glucose data from health storage APIs, providing…
B 75 55 100 66 22 81 90
4329
bitbond
token-tool Claim
Deploy compliant ERC-20 tokens from any AI agent. 17 tools, 10 networks, CertiK…
B 75 54 70 71 N/A 60 74 100
4330
Positronic-AI
MCP Dynamic Tools Claim
A dynamic MCP server that automatically discovers Python files in a directory a…
B 75 54 84 58 N/A 37 95 90
4331
dbt-labs
dbt-mcp Claim
Official MCP server for [dbt (data build tool)](https://www.getdbt.com/product/…
B 75 55 86 38 93 80 86
4332
shaleen-wonder-ent
Simple MCP Server Claim
A demonstration server implementing the Model Context Protocol (MCP) that provi…
B 75 54 84 60 N/A 25 95 98
4333
kmio11
Provides a Twitter-like timeline interface where AI agents can post thoughts an…
B 75 54 84 61 N/A 26 94 95
4334
tldv-public
lets you interact with your meeting data (to list, ask, summarize, extract - vi…
B 75 55 78 75 33 81 98
4335
haasonsaas
A Model Context Protocol (MCP) server that provides advanced code analysis and …
B 75 55 96 82 N/A 71 81 36
4336
aringad
Google Workspace Admin via MCP. Manage users, groups, aliases, org units.
B 75 54 62 75 N/A 45 95 96
4337
zacco16
Gmail MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to interact with Gma…
B 75 55 81 72 37 81 93
4338
SeeYangZhi
heroicons-mcp Claim
heroicons-mcp
B 75 55 70 70 54 83 93
4339
petrsovadina
sukl-mcp Claim
MCP server poskytující přístup k české databázi léčivých přípravků SÚKL (Státní…
B 75 55 71 80 42 81 93
4340
CakeRepository
1password Claim 1
MCP server for 1Password service accounts — tools and resources for vaults and …
B 75 54 45 77 N/A 78 83 99
4341
TenBarrel6
TestRail MCP Server Claim 2
Enables AI assistants to interact directly with TestRail instances for managing…
B 75 55 90 75 47 83 69
4342
evilbuck
Extracts and manages job postings from HackerNews 'Who's Hiring' threads, enabl…
B 75 54 90 56 N/A 16 95 100
4343
ljy9303
MapleStory MCP Server Claim 1
Provides structured access to Nexon's MapleStory Open API, allowing users to qu…
B 75 55 80 71 28 83 100
4344
dennisonbertram
Enables management of decentralized organizational roles and permissions throug…
B 75 55 96 60 30 78 95
4345
solanaprox
solanaprox-mcp Claim 1
Description: Pay-per-request access to Claude and GPT models via Solana USDC us…
B 75 55 86 65 32 80 99
4346
Qvakk
Enables AI assistants to search and retrieve information about Terraform provid…
B 75 55 72 82 39 81 95
4347
Onenightcarnival
Analyzes cognitive complexity of Python code by scanning files and directories …
B 75 54 72 56 N/A 47 95 100
4348
QuartzUnit
Docpick Claim
Schema-driven document extraction with local OCR + LLM. Document in, Structured…
B 75 54 72 55 N/A 63 90 96
4349
turnono
Enables intelligent time tracking for Azure DevOps work items through natural l…
B 75 55 72 68 60 78 94
4350
JustinBeckwith
linkinator-mcp Claim 1
MCP server for link checking using linkinator
B 75 55 59 100 N/A 78 95 40
Showing 4301–4350 of 67197 servers
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