MCP Server Quality Scores

Independent quality analysis of 46593 public MCP servers

46593
Discovered
29562
Scored
2112
Verified
16952
Complete

Last updated 36 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46401
rshivamrapid
test Claim
N/A N/A 95
46402
erlio
invezgo Claim
N/A N/A 95
46403
fayamonkey
Enables AI educators to provide simple explanations, interactive demonstrations…
81
46404
jianglisuda
Enables read-only MySQL database connectivity, allowing execution of SELECT que…
46405
gapra
useVyre component context for AI agents — valid props, variants, anti-patterns,…
N/A N/A
46406
Sintexer
Gradle-accurate JVM classpath; fetch Java source, signatures, and class structu…
N/A N/A
46407
jalateras
weather Claim
An MCP server that provides weather alerts and forecasts using the National Wea…
N/A N/A
46408
chung-ta1
jmeter-mcp Claim
Integrates Apache JMeter with AI assistants to run and manage load tests throug…
N/A N/A 95
46409
localgov-jp
mcp-server Claim
Japan central + municipal subsidies (20,810 grants, 1,627 munis). 8 tools beyon…
46410
geraservicesuk
Search doctors, check availability, book medical appointments. 7 tools. 50+ cou…
N/A N/A 95
46411
benswel
qr-for-agent Claim
Dynamic QR code MCP server for AI agents. Create, retarget, and track QR codes
N/A N/A 95
46412
thomasblc
skillsindex Claim
Search and score 11,000+ AI agent tools: MCP servers, Claude skills, GPT action…
N/A N/A 95
46413
xiaobenyang-com
An MCP server for obtaining the README content, metadata and search function of…
N/A N/A 95
46414 N/A N/A 95
46415
manoharanRajesh
python-version Claim 1
An MCP server that provides [describe what your server does]
N/A N/A 83
46416 N/A N/A 95
46417
Kaanthan24
AI marketplace — flights, tours, activities, transport & more via MCP. No auth …
46418
rikard
tomtenisse Claim
N/A N/A 95
46419
poojitha-rachuri
Provides comprehensive access to MoEngage documentation from developers, help, …
81
46420
asiqueira1973
MCP server for Prelo, the Brazilian literary releases aggregator. Enables searc…
46421
meetronwilson
VibeOps MCP Claim
Enforces structured product development through contract-based validation of mo…
N/A N/A 95
46422
erisonsuzuki
An orchestration system that breaks down user prompts into actionable tasks and…
N/A N/A 95
46423
CSOAI-ORG
clinical-trials-ai-mcp MCP server by MEOK AI Labs
N/A N/A
46424
mironovisa
DataMCP Claim
DataMCP turns your PostgreSQL into an MCP endpoint that Cursor, Claude Desktop,…
81
46425
ebmurha
Manage Google Tasks from MCP-compatible AI clients.
N/A N/A
46426
hyuwowo
OpenTrading Claim
An open-source AI trading agent for MetaTrader 5 with MCP support, connecting A…
N/A N/A
46427
AI-powered Amazon ECS workload management
N/A N/A 81
46428
SichengHe6
cq_mini Claim
N/A N/A 95
46429
Python51888
PySqlitMCP Claim
Enables comprehensive SQLite database management through natural language, incl…
N/A N/A 95
46430
AndreiDrang
Read-only MCP server for Belarusian securities: tokens, shares, bonds, companie…
46431
Peru vehicle auction catalog and AVT market valuations for VMC Subastas
N/A N/A 69
46432
@juice928
leiga_mcp_smithery Claim
N/A N/A 95
46433
Hejun1998
Enables AI tools like Claude Code and Codex CLI to read and write serial port d…
N/A N/A
46434
sevaepsteyn
Enables interaction with Ubiquiti UISP API for managing network devices, sites,…
46435
PublikPrinciple
Enables AI systems like Claude to activate advanced reasoning patterns, domain …
46436
camplight
MCP server that gives AI agents and teams persistent, shared memory using a kno…
46437
vishaltorc
Local-first semantic memory layer for MCP agents. Recall, remember, forget, sta…
N/A N/A
46438
opsconduit
jobber-mcp Claim
Customer-hosted, read-only MCP server for Jobber operations queries: owner acti…
46439
info-ylms
AgentTrust Claim
Free email for AI agents, instant messaging between agents, and cloud file stor…
81
46440
ZionHopkins
Agentic pipeline — 39 tools from idea to revenue for solo founders.
N/A N/A 95
46441
duyngo91
Enables analysis of Karate framework feature files, extracting dependencies and…
N/A N/A
46442
temurkhan13
MCP server for AI agent deployment health — gateway status, CPU/memory/swap, re…
N/A N/A
46443
alptekin
Persistent long-term memory for Claude Desktop / Claude Code, backed by Evoluti…
N/A N/A
46444
yozzone
Read-only MCP server that exposes SonarQube Web API tools for issue retrieval, …
46445
vivier
Bridges an MCP-capable agent to an IMAP4 mailbox, enabling folder exploration, …
46446
AlexVulaj
An MCP server for integrating with Jira Server instances, enabling natural lang…
46447
Impesud
Enables AI assistants to securely query Italian legacy ERP databases (AS/400, S…
N/A N/A
46448
Capithan
Streamlines tax professional workflows by automating conversational client inta…
81
46449
morebetterclaw
forge-swap Claim
FORGE Swap — cross-chain swaps via THORChain. Quote and execute BTC, ETH, RUNE,…
N/A N/A 90
46450
lordbasilaiassistant-sudo
Enables AI agents to batch-send ETH or ERC-20 tokens to multiple recipients in …
Showing 46401–46450 of 46593 servers