MCP Server Quality Scores

Independent quality analysis of 58691 public MCP servers

58691
Discovered
29876
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 14 minutes ago

Grade Distribution

Score Distribution

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