MCP Server Quality Scores

Independent quality analysis of 66394 public MCP servers

66394
Discovered
31753
Scored
2112
Verified
16953
Complete

Last updated 28 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
65451
bernardjhuang
agenttune Claim
Personality tuning files for AI agents: 43 MIT-licensed tunings + 5 inline pers…
65452
Vl4dimirz
webpage-mcp Claim
A zero-config MCP server that lets AI agents fetch, read, and search live web p…
N/A N/A
65453
Yummybait-fin
A keyless MCP server that builds unsigned Uniswap v3 liquidity-position transac…
65454
maxoperf
maxoperf Claim
Load & browser performance testing — drive MaxoPerf from your AI agent with you…
65455
Pikaivan
ConvRadar Claim
GA4 conversion analyst inside Claude — funnel drops, traffic anomalies, device …
65456
AndritHashani
Exposes RE-Butler knowledge and validation tools for hybrid semantic search, re…
65457
semanticintent
MCP server for Cloudflare D1 database introspection, providing schema analysis,…
65458
velum-labs
Alma Atlas Claim
Enables AI agents to query live schema, lineage, and query-context across data …
N/A N/A
65459
PHUICMT
sarup Claim
Enables context compression for Claude Code with Thai language support, reducin…
N/A N/A
65460
BusyBee3333
Provides 108 tools and 15 React apps to manage ServiceTitan field service opera…
65461
Ansvar-Systems
Query Greek financial regulation data — regulations, decisions, and requirement…
N/A N/A
65462
aigniteconsulting
Search the Federal Register for rules, proposed rules, and notices affecting en…
N/A N/A 95
65463
pavanbhatt19
Enables AI assistants to autonomously investigate and manage Sophos Channel Ser…
N/A N/A
65464
pertrelly
aifirst Claim
N/A N/A 95
65465
keurcien
An MCP server for Claude Desktop that allows users to query data from selected …
N/A N/A 95
65466
leszini
spoken-mcp Claim
A voice-enabled interface for Claude Desktop that supports speech-to-text input…
N/A N/A
65467
jowharshamshiri
InSite Claim
A comprehensive browser automation MCP server using Playwright, offering 50+ to…
N/A N/A
65468
eliotswank
json-sanity Claim
Deterministic JSON repair for LLM agents. Strips prose preambles, fixes malform…
81
65469
ammons-datalabs
MCP server providing persistent memory for LLMs via semantic search over captur…
N/A N/A
65470
lveillard
Bidirectional chat bridge between Factorio and Claude Code via MCP protocol, en…
N/A N/A
65471
vibe-wallet
Bridges AI agents with the Vibe Wallet browser extension to enable blockchain i…
N/A N/A
65472
Oko300
RiskLens MCP Claim
Enables risk analysis of US public companies by analyzing 8-K filings and insid…
65473
lazymac2x
Cloudflare Workers MCP server: api-perf-analyzer
65474
Lawstronaut-FZCO
Lawstronaut Claim 1
Connect AI to millions of laws and court cases with the Lawstronaut MCP.
67
65475
samihalawa
Enable seamless interaction with the Wuolah platform to post educational conten…
N/A N/A 95
65476
daedalusdevelopmentgroup
Enables AI agents to access DDG's payable services including checkout/payment c…
N/A N/A
65477
dreamrec
ComfyPilot Claim
An MCP server that bridges AI agents with ComfyUI for automated workflow buildi…
65478
stiproot
An MCP server for ClickHouse with enhanced filtering for database and table dis…
65479
Thestral12
Postfleet Claim
Give an AI agent its own email address: send, reply, read, and wait for mail.
65480 N/A N/A 95
65481
ranfysvalle02
A smart MCP gateway that routes AI agents to the right tools using hybrid searc…
65482
IQAIcom
An MCP server for interacting with Telegram bots and channels using the Telegra…
65483
manar.benkraouda
browserbase Claim
N/A N/A 95
65484
Divyansh-dev12
An MCP server that connects Claude and other MCP clients to Microsoft Power BI …
65485
deialedin
Enables monitoring web pages for changes using Playwright, storing snapshots in…
N/A N/A
65486
bissuh
Brazilian investment-fund analytics for AI clients via the Model Context Protoc…
65487
FraanW
A powerful MCP server that integrates MATLAB with AI, allowing you to execute M…
N/A N/A
65488
lazymac2x
Cloudflare Workers MCP server: api-schema-drift-detector
65489
traderalvin1
Enables AI agents to interact with the Polymarket prediction market platform to…
81
65490
arifur9993
Workforce attendance, overtime, overnight shifts, rotating rosters, and Califor…
N/A N/A
65491
loganriebel
Mako Metrics Claim
Competitor Meta ads intelligence reports. List plans, create orders, Stripe che…
65492
sujkh85
MCP server providing context usage estimation, conversation compaction, and dur…
N/A N/A
65493
lisearantes
Enables interaction with Azure DevOps Boards through the Model Context Protocol…
81
65494
glivera
Professional SEO auditing: 15 tools, 9 checks, CWV, E-E-A-T, schema, GEO. Free …
65495
fadlee
Enables secure, runtime-authenticated MySQL database querying and mutation thro…
81
65496
QianJue-CN
Enables AI assistants to manage Obsidian vaults via the local REST API, support…
N/A N/A
65497
dynstat
Connects IDE to Figma Desktop App, enabling AI assistants to generate and manip…
N/A N/A 95
65498
srik4442
Enables AI assistants to handle payment support tasks by orchestrating between …
N/A N/A 95
65499
jacob-bd
Enables AI assistants to programmatically interact with Google NotebookLM, allo…
N/A N/A
65500
joinwell52-AI
FCoP Claim
File-based Coordination Protocol: behavior governance layer for multi-agent tea…
N/A N/A
Showing 65451–65500 of 66394 servers