MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31840
Scored
2112
Verified
16953
Complete

Last updated 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46301
TolkYo
Generates complete, production-ready REST, GraphQL, and microservice APIs with …
N/A N/A
46302
ParadoxInfinite
oriel Claim
Safety-gated AI control of Docker and Colima: containers, images, volumes, netw…
N/A N/A
46303
brian-bfz
Enables querying and retrieving content from webpages by parsing sitemap.xml fi…
81
46304
hyperwhisper-app
Enables Cursor, Claude, and other MCP agents to interact with the HyperWhisper …
N/A N/A
46305
offscriptpontus
Enables AI-powered slide deck creation using natural language, allowing users t…
N/A N/A
46306
mohocp
mcp Claim
Deploy files, sites, and Dockerfile apps to live URLs + private drives for agen…
46307
Followmyself
Enables AI assistants to control FEFLOW 7.5 groundwater simulation software thr…
N/A N/A
46308
mynghn
A read-only MCP server that enables AI assistants to access Slack workspace dat…
46309
solentlabs
ai-journal Claim
A local MCP server for journaling, organizing, and recalling your work. It capt…
N/A N/A
46310
ahmedekramalsada
Enables AI agents to interact with LinkedIn for posting, commenting, liking, an…
46311
0xfreak0
sui-mcp Claim
Read-only MCP server for Sui blockchain analytics with 44 tools covering wallet…
46312
hufirst
onsense Claim
Gives PC AI agents real-world senses by connecting to an Android phone's camera…
N/A N/A
46313
ahmedadan
A read-only MCP server for Linux and macOS system administration, diagnostics, …
46314
SylphxAI
Provides a universal read path for agents to extract facts, metadata, and prove…
46315
whazeted
Enables translation of i18n messages in Paraglide JS projects by serving small …
N/A N/A 95
46316 81
46317
multiagentcognition
Enables orchestration of multiple AI coding agents (Claude Code, Gemini CLI, et…
N/A N/A
46318
aparsoft
Provides text-to-speech generation using the Kokoro-82M model, enabling AI assi…
N/A N/A
46319
jianlins
An MCP server that provides full-text search over documentation using Whoosh, e…
N/A N/A
46320
Movm
Provides live, source-linked transparency data on German MPs, including roll-ca…
46321
TheManchineel
Enables an agent to run shell commands through a JupyterLab/JupyterHub-hosted t…
46322
ferasbbm
A Model Context Protocol server for the Sportmonks Football API v3, providing o…
46323
gomission
Mission MCP Claim
Trust Graduation gate for AI agents: visible approval ceremonies and receipt-ba…
46324
Aiskillhub
summon-mcp Claim
Self-evolving knowledge graph for AI agents — persistent memory that gets smart…
46325
CSOAI-ORG
hipaa-compliance-mcp MCP server by MEOK AI Labs
N/A N/A
46326
dgallitelli
Enables AI assistants to manage Amazon SageMaker AI resources including endpoin…
46327
BrainDAO
Enables AI agents to interact with DefiLlama's DeFi data aggregator, providing …
46328
pipeworx-io
Enables searching and querying City of Lakeland, Florida open geospatial data (…
46329
anthonycho-ux
A local MCP server using SQLite to unify context and memory across multiple AI …
N/A N/A
46330
Neverdecel
A Linux-native MCP server that gives AI assistants direct access to DMA-based m…
N/A N/A
46331
fastmcp-me
Provides SQL access to the ANSES Ciqual French food composition database, enabl…
N/A N/A
46332 N/A N/A 95
46333
jowhee327
MCP server for automated AWS security scanning — 19 modules, risk scoring, zero…
46334
twhetzel
Enables AI assistants to query the Ubergraph biomedical ontology SPARQL endpoin…
46335
GravityKit
Enables AI assistants to manage Drip email marketing automation, including subs…
46336
huanshenyi
Deploys a stateless MCP server on AWS Lambda and API Gateway using CDK, support…
46337
s-gun-kamolthip
Kuriflow Claim
Claude solves problems. Kuriflow makes them repeat. Stop spending AI tokens on …
N/A N/A 95
46338
xsluck
A model context protocol server for Deepin Linux, providing system control, fil…
N/A N/A
46339
wynandw87
Integrates Perplexity AI's search and research capabilities into Claude Code, e…
N/A N/A
46340
Ka1laK
Enables generating PlantUML diagrams directly from Claude Desktop, with tools t…
N/A N/A
46341
mogoon
Enables comparing Korean EV charging fees across providers and discount cards t…
81
46342
Ansvar-Systems
Enables querying Slovenian competition data including AVK enforcement decisions…
46343
zantiu
Enables querying topic tree structures, topic details, and real-time data from …
46344
in-memoria Claim 1
Persistent codebase intelligence that gives AI assistants memory across sessions
N/A N/A 69
46345
Eliya-56
Enables AI assistants to manage Jira issues with full CRUD, transitions, linkin…
N/A N/A
46346
yzonur
MCP server giving Claude (and any MCP-compatible client) live access to SAP sys…
46347
cn-hash
Enables AI agents to perform multi-platform searches (Douyin, Xiaohongshu, Zhih…
N/A N/A
46348
deepak-bhardwaj-ps
Smriti MCP Claim
A portable memory server for AI agents, built for the Model Context Protocol (M…
N/A N/A
46349
nobitalqs
A fully modular RAG system with MCP protocol integration, enabling hybrid retri…
46350
jp-caldas
MCP server that exposes Google Trends data via BigQuery, enabling LLMs to query…
Showing 46301–46350 of 66518 servers
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