MCP Server Quality Scores

Independent quality analysis of 43634 public MCP servers

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43634
Discovered
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29470
Scored
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2111
Verified
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16952
Complete
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Last updated 1 hour, 25 minutes ago

Grade Distribution

Score Distribution

Newly Added

Brains F Patent Connector F PrimeRFP SCOUT — Govcon Intelligence MCP F AppGenie Compliance MCP F Calfeed F

Biggest Gainers

theothers +30 Swarm Tips — Aggregated AI Agent Activities +1 Tabula MCP +1

Biggest Drops

Correkt: The AI-Native Online Marketplace for Physical Products -3 agentra -2 zipexplore-mcp -2
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
43601
wadew
npm-mcp Claim
Enables AI assistants to manage Nginx Proxy Manager instances through natural l…
 — ○ ⏳ — — — — — —
43602
LeonTing1010
Tap Claim
Turn interface operations into deterministic programs. AI forges taps once, the…
 — ○ ⏳ — — — — 81 —
43603
thefranceway
mcp-ad4m Claim
Enables Claude Code with persistent semantic memory, cross-session context, and…
 — ○ ⏳ — N/A N/A — — —
43604
Livshitz
mcp-github Claim
MCP server for the GitHub REST API that enables interaction with repositories, …
 — ○ ⏳ — — — — — —
43605
shmaxi
Enables manipulation of Excel files including creating, reading, writing data, …
 — ○ ⏳ — — — — — —
43606
yar3333
A lightweight MCP server that bridges AI agents with a local ComfyUI instance t…
 — ○ ⏳ — N/A N/A — — —
43607
SurajKGoyal
amnesic Claim
Persistent semantic memory for SQL databases. Postgres, MySQL, MSSQL, SQLite.
 — ○ ⏳ — N/A N/A — — —
43608
simiancraft
A Model Context Protocol server for Gmail that lets AI assistants read, send, s…
 — ○ ⏳ — — — — — —
43609
gvc2000
Enables interaction with the Brazilian Chamber of Deputies Open Data API, provi…
 — ○ ⏳ — — — — 81 —
43610
jeffmetricas
Enables WhatsApp automation through MCP protocol, allowing users to manage sess…
 — ○ ⏳ — N/A N/A — 95 —
43611
ksmin23
Provides Vertex AI Search for Commerce product search as a tool, enabling AI ag…
 — ○ ⏳ — — — — — —
43612
Ap0c123
WAHA MCP Claim
A self-hosted MCP server that connects AI clients to WhatsApp via the WAHA HTTP…
 — ○ ⏳ — N/A N/A — 95 —
43613
econ-watch
Enables AI assistants to interact with the Vercel REST API to manage projects, …
 — ○ ⏳ — — — — 81 —
43614
inszero
— ○ ⏳ — N/A N/A — 95 —
43615
cap5192
merakimcp Claim
— ○ ⏳ — N/A N/A — 95 —
43616
jmcentire
signet-eval Claim
Deterministic policy enforcement and MCP management for AI agent tool calls.
 — ○ ⏳ — N/A N/A — — —
43617
mbrown1837
Enables comprehensive WordPress and Elementor management through 60 powerful to…
 — ○ ⏳ — — — — 81 —
43618
MCP-Mirror
Enables interaction with blockchain chains through a note storage system that a…
 — ○ ⏳ — N/A N/A — 95 —
43619
solmon2011
Enables AI agents to integrate with Guardrails to check user values, make align…
 — ○ ⏳ — — — — 81 —
43620
lightfastai
Connects creative applications like Blender and Adobe Creative Suite to AI mode…
 — ○ ⏳ — N/A N/A — 95 —
43621
Mumega-com
Enables AI agents to publish and manage content on Inkwell sites via 12 tools, …
 — ○ ⏳ — — — — — —
43622
m.tavallaeinejad
bkjlkjkljlk Claim
— ○ ⏳ — N/A N/A — 95 —
43623
clauderecallhq
recall Claim
Persistent memory for Claude Code. Search, recall, and re-inject context from a…
 — ○ ⏳ — N/A N/A — 95 —
43624
kruschdev
An advanced MCP server for reflective chain-of-thought with Semantic Plausibili…
 — ○ ⏳ — — — — — —
43625
buoooou
SupaUI MCP Claim
Automatically generate a variety of UI components to improve development effici…
 — ○ ⏳ — N/A N/A — 95 —
43626
zacfire
Web Reader Claim
Enables Claude and other LLMs to read and parse web content, with smart fallbac…
 — ○ ⏳ — N/A N/A — — —
43627
sivabhogela88
A production-ready server that enables AI assistants like Claude Desktop to sea…
 — ○ ⏳ — N/A N/A — 95 —
43628
socialnetwork0
Enables AI assistants to search YouTube videos with rich metadata including tit…
 — ○ ⏳ — — — — 81 —
43629
XingtongCai
A framework that supports stdio, streamable HTTP, and SSE protocols for MCP ser…
 — ○ ⏳ — — — — — —
43630
clado-ai
Clado Claim
Find and qualify prospects from LinkedIn using powerful search and filters. Enr…
 — ○ ⏳ — N/A N/A — 95 —
43631
ilyazub
serpapi-mcp Claim
— ○ ⏳ — N/A N/A — 95 —
43632
emergentphysicslab
WaveGuard Claim
Detect anomalies in any data type using advanced wave physics simulation withou…
 — ○ ⏳ — — — — 81 —
43633
thunder-compute
— ○ ⏳ — N/A N/A — 95 —
43634
pipeworx-io
Cloudflare Radar MCP — internet observatory (traffic, attacks, BGP, quality)
 — ○ ⏳ — — — — — —
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