MCP Server Quality Scores

Independent quality analysis of 69419 public MCP servers

69419
Discovered
→
34036
Scored
→
2112
Verified
→
16953
Complete

Last updated 5 hours, 33 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
37701
sheikkinen
ms-tts Claim
MCP server for text-to-speech synthesis using Azure Speech Services, supporting…
— ○ ⏳ — N/A N/A — — —
37702
anousss007
blatui Claim
shadcn/ui for Laravel Blade — discover, read and install BlatUI components, blo…
— ○ ⏳ — — — — — —
37703
MS-Teja
glyphic Claim
Generate 18 diagram types from structured JSON natively. Built for LLMs and age…
— ○ ⏳ — N/A N/A — — —
37704
Happm3p
A FastAPI server that enables interaction with YouTube's data through search, v…
— ○ ⏳ — N/A N/A — 95 —
37705
shoaibjin27-spec
Enables managing Stitch design projects via natural language, including listing…
— ○ ⏳ — — — — — —
37706
Cicatriiz
TextToolkit Claim
A text transformation and formatting MCP server that provides common text manip…
— ○ ⏳ — N/A N/A — — —
37707
emzimmer
Provides access to Anthropic's AI models through the Model Context Protocol, en…
— ○ ⏳ — — — — — —
37708
JesKwek
BioOpenMCP Claim
BioOpenMCP enables users to run bioinformatics tools like FastQC, Cutadapt, and…
— ○ ⏳ — N/A N/A — — —
37709
HongjieRen
braintrust-lite Claim 1
An MCP server that enables Claude Code to concurrently consult Codex and Gemini…
— ○ ⏳ — N/A N/A — 95 —
37710
jude-stiel
nexudus-mcp Claim
Enables natural language booking and management of rooms in Nexudus coworking s…
— ○ ⏳ — N/A N/A — — —
37711
lazymac2x
Enables AI cost calculation, comparison, and optimization across major provider…
— ○ ⏳ — — — — — —
37712
Descomplicar-Marketing-e-Tecnologia
mcp-whatsms Claim
Enterprise-grade WhatSMS integration for Claude AI providing 173 tools for SMS,…
— ○ ⏳ — — — — — —
37713
danieldoderlein
llm-bus Claim
Coordinate multiple AI agents over MCP: atomic claims, leases, shared ledger, h…
— ○ ⏳ — — — — — —
37714
ctitoveanu
A hybrid pulmonary radiology diagnostic backend that provides MCP agent skills …
— ○ ⏳ — — — — — —
37715
AIops-tools
Proxy AIops Claim
Governed Traefik + Caddy + HAProxy ops: routes, upstreams, certs, 5xx RCA. 28 t…
— ○ ⏳ — N/A N/A — — —
37716
inkman97
A hardened Model Context Protocol server that exposes Bitbucket Data Center ope…
— ○ ⏳ — N/A N/A — 95 —
37717
Fish-Tacos
MCP commerce surface for compute credits, API keys, GPU instances, and cloud st…
— ○ ⏳ — — — — — —
37718
Provides 208+ tools for AI-native engineering intelligence via Allstacks API.
— ○ — N/A N/A — 81 —
37719
kassol
Memory MCP Claim
Personal memory service using semantic vector retrieval and knowledge graphs to…
— ○ ⏳ — — — — — —
37720
bbangjooo
Discover and connect to Model Context Protocol servers effortlessly. Installati…
— ○ ⏳ — N/A N/A — 95 —
37721
sanchirico
camacho-mcp Claim
Persistent tmux terminal for AI agents — real-time spectating, SSH host-group d…
— ○ ⏳ — N/A N/A — 95 —
37722
xiaobenyang-com
iconify-icon Claim
Browse 200,000+ open-source vector icons across 200+ sets. Search and filter by…
— ○ ⏳ — N/A N/A — 95 —
37723
pipeworx-io
Bis Claim
BIS MCP — Bank for International Settlements statistics (no auth)
— ○ ⏳ — — — — — —
37724
rex
A comprehensive Model Context Protocol (MCP) server for Obsidian on macOS. It p…
— ○ ⏳ — N/A N/A — — —
37725
ancienthu
Enables AI tools to extract Feishu documents (Docx/Wiki) via Feishu Open API an…
— ○ ⏳ — N/A N/A — — —
37726
DIGIBIZ360-COM
beauty Claim
AI-native beauty ads, sponsored product discovery, and brand recommendations.
— ○ ⏳ — — — — — —
37727
FoundryNet
mint-mcp Claim
MINT Protocol — universal work attestation for autonomous agents. Cryptographic…
— ○ ⏳ — — — — 81 —
37728 — ○ ⏳ — N/A N/A — 95 —
37729
bbeksh
MCPpedia Claim
Search, evaluate, and compare 17,000+ MCP servers from the [MCPpedia](https://m…
— ○ ⏳ — — — — 81 —
37730
Seif-Sameh
Kaggle-mcp Claim
MCP server for the Kaggle API: competitions, datasets, kernels, and models.
— ○ ⏳ — N/A N/A — — —
37731
rabbitcannon
An MCP server that connects AI assistants to the PixelLab pixel art generation …
— ○ ⏳ — — — — — —
37732
whisper-sec
WhisperGraph Claim
Self-hostable MCP server for WhisperGraph — a graph of 7.39B nodes / 39B edges …
— ○ ⏳ — — — — — —
37733
thebackpackdevorg
Turns any folder of Markdown files into a searchable, structured knowledge base…
— ○ ⏳ — N/A N/A — — —
37734
tatsunori-ono
A token-optimized documentation and Q&A registry for AI agents, providing dense…
— ○ ⏳ — — — — — —
37735
andrewnexys
EdgeFinder Claim
CLI and MCP server for EdgeFinder sports analysis. Get AI-powered NFL, NBA, and…
— ○ ⏳ — — — — — —
37736
getreletter
Reletter Claim
Search and analyze 7M+ newsletters, issues, contacts, and chart rankings from R…
— ○ ⏳ — — — — — —
37737
joshuabryson
MCP server for searching, browsing, solving, and interpolating engineering equa…
— ○ ⏳ — N/A N/A — — —
37738
JRafael2023
Enables AI assistants to manage multiple WordPress sites, create and publish co…
— ○ ⏳ — — — — 81 —
37739
kingcos
fanfou-mcp Claim
基于 FastMCP 构建的饭否 MCP 服务器,提供饭否时间线、用户、发布等工具和服务。
— ○ ⏳ — — — — — —
37740
TOPY-AI-LTD
Founders' AI CFO: cash and runway, month-end close, Stripe in QuickBooks, repor…
— ○ ⏳ — — — — — —
37741
CSOAI-ORG
markdown-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
37742
PostHog
A Model Context Protocol server that enables Claude Desktop users to interact d…
— ○ ⏳ — N/A N/A — 95 —
37743
lrn2codenow
Enables interaction with Intermedia Unite Voice API through authenticated REST …
— ○ ⏳ — — — — 81 —
37744
null
Canvas Claim
Canvas MCP is a collection of Canvas LMS tools for the model context protocol. …
— ○ ⏳ — — — — 81 —
37745
mnot
webcal-mcp Claim
A read-only MCP server that exposes iCalendar feeds as queryable tools for LLM …
— ○ ⏳ — N/A N/A — — —
37746
CSOAI-ORG
clipboard-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
37747
u9401066
Enables AI agents to perform structured root cause analysis from clinical incid…
— ○ ⏳ — N/A N/A — — —
37748
bajwavikram
GLP-1 calorie and protein targets with a dose aware appetite ceiling, plus food…
— ○ ⏳ — — — — — —
37749
ladourv-hkzl
Real-time US state ABC (Alcoholic Beverage Control) liquor license compliance r…
— ○ ⏳ — — — — 81 —
37750
Streen9
React MCP Claim
Enable Claude AI to manage and interact with React applications seamlessly.
— ○ ⏳ — N/A N/A — 95 —
Showing 37701–37750 of 69419 servers
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