MCP Server Quality Scores

Independent quality analysis of 49876 public MCP servers

49876
Discovered
29726
Scored
2112
Verified
16952
Complete

Last updated 29 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
48351
takafu
repl-mcp Claim
Enables creation and management of persistent REPL sessions for various languag…
N/A N/A
48352
zueai
An MCP server that visually reviews UI edit requests by comparing screenshots b…
N/A N/A 95
48353
donald-ada
clickhouse Claim
Enables AI assistants to query and manage ClickHouse databases, supporting SELE…
48354
jsamuel1
An MCP server for programmatically editing Jupyter notebooks, offering 29 tools…
N/A N/A
48355
test-mdg
mcp-server Claim
N/A N/A 95
48356
mcpsovereign
A two-sided marketplace that enables AI agents to buy and sell datasets, prompt…
81
48357
koosoftware
A Model Context Protocol server that enables AI assistants like Claude to gener…
N/A N/A 95
48358
nahisaho
MCP server for information collection, text analysis, and content generation, e…
N/A N/A
48359
simon-archer
Forwards messages to the Designsystemet assistant endpoint, enabling access thr…
48360
IamRamgarhia
memorybridge Claim
Cross-tool AI memory MCP server for Claude Code, Cursor, Antigravity, Windsurf,…
N/A N/A
48361
xodn348
ClawPay Claim
Connects AI agents to payment processors (Lithic, Stripe, PayPal) for automated…
N/A N/A
48362
fetchSERP
A Model Context Protocol server that provides AI assistants with access to Fetc…
81
48363
dzunglaviet
Shopify MCP Claim
Enables natural language management of Shopify stores, including orders, custom…
48364
wspotter
A comprehensive business management server with 36 tools for running an art sup…
81
48365
noelregis18
A full-stack web application that allows users to upload, view, edit, and delet…
N/A N/A 95
48366
zhongwencool
Enables AI assistants to manage TickTick/Dida365 tasks, projects, and tags thro…
48367
cbuntingde
Integrates with Google CodeWiki to search, fetch, and cache documentation for G…
81
48368
avotsai
avots Claim
Image, video, audio, face-swap, talking avatars and chat across 300+ AI models,…
48369
fireflyfabs
498 MCP tools across 12 industry verticals. Marketplace, escrow, DeFi, legal, h…
81
48370
sandraschi
openbci-mcp Claim
MCP server for OpenBCI hardware via BrainFlow, enabling board connection, strea…
N/A N/A
48371
Alex-eng-ux
MCP server for Microsoft Office file operations. Read, write, and create Excel,…
N/A N/A
48372
Rexi-sh
Enables AI assistants to interact with the Rexi API through a comprehensive wra…
81
48373
yusukebe
A TODO management MCP server using Cloudflare Workers and D1 database, enabling…
48374
Rhodium11
MCP server for Rhodium11 that exposes 19 tools for managing projects, schedules…
48375
googleworkspace
Provide AI assistants with up-to-date access to Google Workspace APIs and servi…
N/A N/A 95
48376
adithyalabs-ind
An integration server that connects to gpt-image-1 and Gemini imagen4 models, a…
N/A N/A 95
48377
ArkTechNWA
Provides AI assistants with safe, controlled access to PostgreSQL databases wit…
81
48378
zueai
webdev-mcp Claim 1
An MCP server that provides web development tools including taking screenshots …
N/A N/A 95
48379
TOOEASY-crew
Enables querying Shopify store data (products, customers, orders) via GraphQL A…
48380
wyre-technology
A legacy MCP server for Avanan cloud email security, providing tools to manage …
48381
deskbrid Claim 1
Linux automation. 92+ MCP tools: windows, input, screenshots, clipboard, print,…
N/A N/A 81
48382
YashvantHange
SuperMemory Claim
MCP-first agent learning: capture failures, validate lessons, retrieve context,…
N/A N/A
48383
Vibe-Code-Agent
Comprehensive MCP server for analyzing GitHub pull requests, detecting security…
48384
ncsound919
VibeServe Claim
A production-grade MCP server that turns natural language intent into fully-arc…
48385
BACH-AI-Tools
Enables creation, reading, and manipulation of Excel workbooks without Microsof…
81
48386
nitram509
Enhanced Model Context Protocol (MCP) server for Odoo ERP with advanced tools f…
48387
maithanhduyan
pg-mcp Claim
A Model Context Protocol server for PostgreSQL that enables database operations…
48388
ragalgo
mcp--server Claim
N/A N/A 95
48389
json-contracts
JSON contract registry and validator for structured LLM and agent outputs.
N/A N/A
48390
edkdev
Enables AI assistants to securely trade on Hyperliquid perpetual exchange, incl…
48391 N/A N/A 95
48392
Xenovative
Sage MCP Claim
An academic research server that provides LLMs with full-text search and retrie…
81
48393
basterboy
Enables AI assistants to interact with Zephyr Scale Cloud for test management, …
48394
xiaobenyang-com
how-to-cook Claim
An AI recipe recommendation server based on the MCP protocol, providing functio…
N/A N/A 95
48395
Hormold
Enables querying multiple AI models in parallel (Claude, Gemini, O3) and synthe…
48396
okareo-ai
Okareo Claim
Simulation, evaluation and monitoring for voice agents.
48397
Syncause
Enables AI agents to query runtime debugging facts (stack traces, logs, functio…
N/A N/A
48398
xiaobenyang-com
date Claim
Manage dates and times effortlessly. Retrieve the current date and time, find t…
N/A N/A 95
48399
lazymac2x
Cloudflare Workers MCP server: ai-changelog-writer
48400
chiaha-ai
DiscreteRate Claim
Run DRS demos (Fast-Slow Drain, Hamburger Duo, Valdez Tanker) and explore the p…
Showing 48351–48400 of 49876 servers
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