MCP Server Quality Scores

Independent quality analysis of 58691 public MCP servers

58691
Discovered
29876
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 3 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
58601
Vasuaggarwal0509
simple_math Claim
A simple MCP server that provides basic arithmetic operations like add and mult…
N/A N/A
58602
Dakera-AI
dakera-mcp Claim
Decay-weighted vector memory for AI agents — 83 MCP tools: store, recall, searc…
N/A N/A
58603
jalateras
weather Claim
An MCP server that provides weather alerts and forecasts using the National Wea…
N/A N/A
58604
iSamBa
pdf2mcp Claim
Turn any PDF folder into a searchable MCP server with semantic, hybrid, or keyw…
N/A N/A
58605
grahamton
An MCP server that gives AI agents eyes on any e-commerce storefront, enabling …
N/A N/A
58606
Snseam
Enables AI assistants to automate BOSS直聘 recruitment tasks including candidate …
N/A N/A
58607
zuansah.munggaran
pripera Claim
N/A N/A 95
58608
0xh3x
vsc-mcp Claim
Enables interaction with VSCode and its forks like Cursor and Windsurf, support…
N/A N/A
58609
amigo-ai
forge-mcp Claim
Prototype MCP server enabling coding agents to manage Amigo Agent Forge operati…
58610
pipeworx-io
Provides streaming availability data across 200+ services, including title sear…
58611
xiaobenyang-com
Extract and analyze images from files, links, and embedded images to understand…
N/A N/A 95
58612
mav92121
Enables AI agents to manage routes via Syncnox backend, with tools to add stops…
58613
bitgett
q402-mcp Claim
Q402 — gasless payments on 10 EVM chains + CCIP bridge (eth/avax/arbitrum). San…
N/A N/A
58614
alehayeb
Provides MCP tools for setting up and managing Hephaestus development environme…
N/A N/A
58615
lazymac2x
Cloudflare Workers MCP server: api-payload-auditor
58616
benzatkulak-collab
Social Perks Claim
Agent-native marketing platform: create campaigns, submit proofs, review submis…
58617
theta4ai
Theta Health MCP is a HIPAA-complaint intelligent memory layer for your health …
81
58618
yesc97
Enables biopharma catalyst research by aggregating signals from ClinicalTrials.…
58619
eaisdevelopment
MCP bridge for inter-session communication between Claude Code instances
N/A N/A 95
58620
Ejb503
Enable AI agents to interact with Reddit by reading posts, creating content, an…
N/A N/A 95
58621
lucasliet
Fetches YouTube video transcripts with timestamps and provides them to LLM agen…
58622
Cars-10
Comprehensive MCP server for PTC Windchill PLM, providing 64+ tools across 7 ag…
58623
CSOAI-ORG
accessibility-ai-mcp MCP server by MEOK AI Labs
N/A N/A
58624
vwww-droid
An MCP server for real-device Android reversing workflows, wrapping AlgorithmAi…
N/A N/A
58625
xdevplatform
A local MCP server that exposes the X API (formerly Twitter API) as tools, enab…
N/A N/A
58626
Draco-Cheng
A smart documentation system that helps AI assistants understand and follow you…
N/A N/A
58627
geraservicesuk
GeraPersona MCP — voice/personality skin marketplace for robots and AI agents (…
N/A N/A 83
58628
melisa-l
A Model Context Protocol server for Microsoft Fabric that enables AI agents to …
58629
vaibhavpandeyvpz
slackxmcp Claim
Enables MCP-compatible clients to interact with Slack through Web API tools and…
58630
NovadaLabs
novada-mcp Claim
One MCP server. All web data. Search, scrape, crawl, proxy, and AI research — i…
58631
ElmoJones3
diamond Claim
Enables AI assistants to search and read offline documentation from synced libr…
N/A N/A
58632
ondrahracek
MCP server for ContextKeeper that enables AI assistants to read and modify cont…
N/A N/A
58633
CrispyW0nton
Enables browsing and collecting course materials from Brightspace through Chrom…
N/A N/A
58634
Isak-Landin
Docker MCP Claim
Enables remote Docker management over SSH via a local MCP server, providing too…
N/A N/A
58635
scheidydude
codeindex Claim
Repo dependency analyzer with **blast-radius impact scoring** for AI-assisted d…
N/A N/A
58636
CaptainJi
Enables LLMs to execute CLI commands and scripts for system deployment and mana…
58637
brief-md
brief-mcp Claim
MCP server for BRIEF.md that captures decisions, constraints, and questions dur…
N/A N/A
58638
barnburner121
Plugin Hub Claim
Single MCP server providing over 500 developer tools for Claude Code, covering …
N/A N/A
58639
glauberfrancodesign
FrancoLabs Claim
UX research platform: manage studies, browse templates, read responses and anal…
58640
PandaDoc
PandaDoc MCP server for creating, sending, signing, and tracking PandaDoc docum…
58641
bilalrana344
ShaBaas Pay MCP lets AI agents securely create PayTo agreements, initiate payme…
81
58642
wheelfor
wheelfor-mcp Claim
Create, spin, and manage shareable decision wheels on wheelfor.com. Supports cr…
58643
Fractera
mcp-fractera Claim
Zero-Ops deploy of a private AI coding workspace to your own VPS, straight from…
58644
CSOAI-ORG
csoai-governance-crosswalk-mcp MCP server by MEOK AI Labs
N/A N/A
58645
nasxub
Extract tables, text, and metadata from PDFs using pdfplumber, enabling structu…
N/A N/A
58646
michalperni11-gif
Standardized SEC EDGAR financial data — income statements, balance sheets, cash…
58647
lokesh1382
Enables product management (add, fetch) through natural language using Claude D…
N/A N/A
58648
mateotiedra
Enables managing Wix Bookings courses and searching participants through the Wi…
N/A N/A
58649
jclement
obsidian-mcp Claim
A self-hosted MCP server with a management UI for reading, searching, editing, …
58650
butterbase
Butterbase Claim
Full-stack backend platform MCP — provision apps, manage databases, deploy func…
81
Showing 58601–58650 of 58691 servers