MCP Server Quality Scores

Independent quality analysis of 62421 public MCP servers

62421
Discovered
30103
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 11 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
62251
CSOAI-ORG
Auction house analytics, market intelligence, crafting optimization, inventory …
62252
Abdur-Rahman-Palash
trend-mcp Claim
Enables multi-agent trend analysis for digital marketing, web design, and graph…
62253
pipeworx-io
Enables querying Brussels Open Data datasets through natural language or direct…
62254
pipeworx-io
Enables AI agents to search and query Nantes Métropole open data datasets (mobi…
62255
laat
mor Claim
Enables AI assistants to search, read, create, update, and remove personal mark…
62256
NicolaSpadari
rest-api-mcp Claim
A lightweight MCP server that enables LLMs to interact with any REST API via HT…
62257
ayushagrawal288
memex Claim
Persistent memory for AI agents — semantic + recency search, ONNX embeddings, D…
N/A N/A
62258
erp.precise
saifs-ai Claim
N/A N/A 95
62259
CSOAI-ORG
AI bias detection and fairness assessment for AI agents. Instant bias risk scan…
N/A N/A
62260
issuecapture
mcp-server Claim
Install the IssueCapture bug reporting widget for Jira. Auto-detects your frame…
N/A N/A 95
62261
arvinmoj
TwitGhost Claim
Enables interacting with Twitter/X through natural language, including searchin…
62262
vipallwork
Enables ChatGPT to supervise Claude Code for automated engineering tasks, with …
62263 N/A N/A 95
62264
itay1709
Enables AI assistants to interact with Atlassian Jira and Confluence, supportin…
62265
ByteOverDev
peak-window Claim
Ranks the best weather windows to climb any peak worldwide, on the sharpest reg…
N/A N/A
62266
globallayer
merk.a2a Claim
a2a b2b protocol
62267
Veeraj270
An MCP server that integrates with AI models to provide web search capabilities…
N/A N/A
62268
kdy565
snuETL-mcp Claim
MCP server that provides tools to interact with SNU eTL (Canvas LMS), including…
N/A N/A
62269
richard-luc
Enables AI tools to create, edit, and inspect KiCAD schematic files, including …
N/A N/A
62270
joshuarileydev
Supabase MCP Server for managing and creating projects and organisations in Sup…
N/A N/A 95
62271
AyushSaha184
Eval_MCP Claim
An MCP server for prompt and RAG evaluation workflows, enabling users to regist…
62272
pipeworx-io
Nsf Awards Claim
NSF Awards MCP — National Science Foundation award database (free, no auth)
62273
TmRichrd
Provide real-time weather information and forecasts through a standardized inte…
N/A N/A 95
62274
andrijdavid
bazos-mcp Claim
MCP server for interacting with Bazos.cz and Bazos.sk
N/A N/A
62275
bahri-hirfanoglu
mcpify Claim
Converts any OpenAPI specification into an MCP server, allowing AI assistants t…
62276 N/A N/A 95
62277
myselfshravan
klydo-mcp Claim
Fashion discovery MCP server for Indian Gen Z that enables AI assistants to sea…
62278
piebro
An MCP server to control VLC media player, allowing remote playback and control…
N/A N/A
62279
saitoomituru
MCP bridge integrating oscilloscopes, logic analyzers, and cameras for AI-drive…
N/A N/A
62280
chicogong
ffvoice Claim
Offline speech-to-text & speaker diarization MCP server: transcribe audio on-de…
N/A N/A
62281 N/A N/A 95
62282
top
TopYappers Claim
# TopYappers Social media intelligence for AI agents. Access viral content dis…
81
62283
OnFire7800
Deploy a remote MCP server on Cloudflare Workers without authentication, enabli…
62284 N/A N/A 95
62285
wdm0006
MCP server offering text analysis tools for writing improvement, including spel…
N/A N/A
62286
rubenlangeweg
Enables interaction with Productive.io for task management, time tracking, budg…
62287
ammar-rcyber
Enables AI assistants to securely access Epic Healthcare Systems patient data t…
81
62288
wardspan
A Model Context Protocol (MCP) server that gives Claude (and other MCP-compatib…
N/A N/A
62289
nikhil-sharma-dotcom
A production-grade MCP server that automates financial compliance audits by com…
62290
Allied-Business-Solutions
MCP server providing 75 tools for querying devices, managing alerts, running sc…
62291
chadcorp
Warden Claim
Warden provides a trusted skill brain for open agents, enabling secure executio…
N/A N/A
62292
yuridivonis
Enables Claude to access and analyze Whoop health data including recovery, slee…
62293
ibidathoillah
Serve Indodax Public market data: server time, pairs, ticker, all tickers, summ…
62294
LogicLabsAI
UltraMemory Claim
Cross-tool memory for your AI that recalls first every turn and admits when it …
62295
pipeworx-io
Toulouse Métropole Open Data MCP server. Enables searching datasets, retrieving…
62296
nadavWeisler
zotero-mcp Claim
Read-only MCP server for browsing, searching, and exporting a Zotero library fr…
62297
orco82
Automatically exposes Django REST Framework endpoints as MCP tools with zero co…
N/A N/A
62298
Book Metadata Claim 1
Search Google Books and Open Library for book metadata, covers, and publication…
N/A N/A 81
62299
lh123aa
BWVI Claim
MCP server for AI agents to make structured design decisions with direction, pa…
N/A N/A
62300
tunde-alao
Social MCP Claim
MCP server for extracting transcripts from Instagram videos using AssemblyAI, e…
N/A N/A
Showing 62251–62300 of 62421 servers