MCP Server Quality Scores

Independent quality analysis of 64636 public MCP servers

64636
Discovered
30671
Scored
2112
Verified
16953
Complete

Last updated 5 hours, 40 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
37401
WW-AI-Lab
Enables AI assistants to generate and edit images using Azure OpenAI's gpt-imag…
37402
orange521456
ComfyUI MCP Claim
MCP server that connects local ComfyUI to AI agents, enabling natural language …
N/A N/A
37403
ayemish
stitch-mcp Claim
A CLI and MCP server to preview, build, and integrate AI-generated UI designs f…
37404
rhyspenn
askme-cli Claim
An MCP server that provides a user confirmation interface for AI assistants via…
N/A N/A
37405
trantuandat0305
Connects to Moodle API to enable a voice robot to query student information suc…
37406
ab-orbit
Enables AI agents to access Brazilian statistical, geographic, and economic dat…
37407
CreatorDB
Exposes the CreatorDB V3 API as 42 tools for creator search, profile data, spon…
37408
maleshep
Scoop Claim
Extracts LinkedIn saved posts into a structured research index using Chrome Dev…
N/A N/A
37409
pipeworx-io
Provides access to the FBI National Stolen Art File (free, no auth) for queryin…
37410
JUNKDOGE-JOE
ae-mcp Claim
Enables MCP clients to drive Adobe After Effects via a Python server and CEP pa…
N/A N/A
37411
Barometer-2002
Wraps Flow2API / OpenAI-compatible image generation upstream into an MCP servic…
37412
project-you-apps
membot Claim
Membot is an MCP server that gives AI agents swappable, searchable memory store…
N/A N/A
37413
souldriver007
Enables semantic search of the KJV Bible and personal knowledge graph for scrip…
N/A N/A
37414
andyleimc-source
Wraps all Tencent Ads Marketing API v3.0 endpoints as MCP tools, enabling AI as…
37415
Ansvar-Systems
Enables searching and bidirectional mapping of 1,451 security controls across 2…
37416
Theycallmeholla
MCP server enabling AI assistants to explore schema.org types, generate JSON-LD…
N/A N/A
37417
sebastienlevert
Enables AI assistants to build Microsoft 365 Copilot agents by executing ATK CL…
N/A N/A
37418
BusyBee3333
Comprehensive MCP server providing 89 tools and 13 React UI apps for complete Z…
N/A N/A
37419 N/A N/A 95
37420
runapi-ai
hailuo-mcp Claim
RunAPI MCP server for the Hailuo model line. Create tasks, poll their status, a…
37421
valuein
Institutional-grade SEC financial data for AI agents — in one line of config. …
81
37422
Kush614
niahub-mcp Claim
Provides pre-indexed knowledge packs for popular technologies (Stripe, React, e…
37423
vlsky2603
Bridges AI assistants with the largest curated AI directory, enabling search fo…
37424
0GiS0
A demonstration MCP server that shows how to use elicitations to ask users for …
N/A N/A
37425
TrackerXXX23
Persistent development memory server that automatically captures and organizes …
N/A N/A 95
37426
YehudRaanan
A local Ollama-backed MCP server that gives coding assistants a portable photo-…
N/A N/A
37427
Vossy
FastMCP cloud server enabling AI assistants to manage outbound call campaigns, …
37428
apraba05
Allows coding agents to securely retrieve curated, sealed Slack message bundles…
37429
nikos.workflow
demo-002 Claim
N/A N/A 95
37430
ATDev-Inc
UEMCP Claim
Enables Claude to control Unreal Engine 5 editor, spawn actors, build materials…
37431
leosp-elbey
Enables interaction with the Swipe Saver Pro GHL location for managing contacts…
37432
chirpephippiorhynchus804
Provides persistent local memory for AI assistants using SQLite and semantic se…
N/A N/A
37433
wangkang1133
Allows AI clients to see and control Windows 10/11 desktops via MCP, with scree…
37434
michielhdoteth
Connect once. Remember everywhere. Squish gives ChatGPT, Claude Code, and every…
37435
agenticvault
Exposes an EVM wallet to AI agents via MCP, using AWS KMS for HSM-backed signin…
37436
Happm3p
A FastAPI server that enables interaction with YouTube's data through search, v…
N/A N/A 95
37437
whybelab
testyb2 Claim
N/A N/A 95
37438
lybang972314
agentbridge Claim
A unified gateway for AI agent tools that provides a single MCP stdio endpoint …
N/A N/A
37439
ansua79
AIHUB-MCP Claim
Enables searching and querying AI Hub datasets, including listing datasets, get…
37440
JrJuni
A self-owned deal memory layer that turns meeting notes, emails, and calls into…
N/A N/A
37441
Neutrollized
Provides MCP tools for Google Maps services including directions, geocoding, di…
37442
jk-hazel-996
Enables AI to upload local files to RustFS storage service and download files f…
81
37443
Marcel-MSC
A local MCP server that runs Llama models entirely on your machine. No API keys…
N/A N/A
37444
git-fabric
A central tool aggregator that routes and orchestrates multiple fabric apps thr…
81
37445
flin-agency
Read-only MCP server for querying Shopify analytics data, including orders, cus…
37446
hunterzai16z
49 crypto intelligence APIs. Whale tracking, DeFi yields, alpha signals. Pay in…
37447
fastmcp-me
FreeCAD MCP Claim
Enables AI assistants to control FreeCAD 3D modeling software, allowing creatio…
N/A N/A
37448
liuhaotian2024-prog
gov-mcp Claim
An MCP server that enforces runtime governance on AI agent actions — file acces…
N/A N/A
37449
kasugaiii417
A minimal stateless MCP server for Cloudflare Workers that provides a greeting …
37450
KSym04
limpet Claim
Persistent engineering memory for AI coding agents. Survives refactors, knows w…
N/A N/A
Showing 37401–37450 of 64636 servers
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