MCP Server Quality Scores

Independent quality analysis of 61082 public MCP servers

61082
Discovered
30024
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 51 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
30251
arnold-commits
Profit calculator, inventory health checks, COGS breakdown, tax deductions, reo…
N/A N/A 95
30252
padmarajnidagundi
Enables AI-driven mobile test automation through planning, generation, and self…
N/A N/A
30253
tenbux
MCP server that exposes Discord and Twitch/Chatty chat log query tools to Claud…
N/A N/A
30254
icdmkg2
Enables AI apps to connect to remote servers via SSH, SFTP, and tunnels.
N/A N/A
30255
dschlabach
An MCP server that provides onchain tools for Claude AI to interact with the Ba…
30256
azhang
An MCP server for querying and managing LlamaIndex documents stored in Qdrant v…
30257 N/A N/A 95
30258
lambda-capture
MCP server that enables semantic search over macroeconomic data using the Lambd…
30259
namto908
MCP Server Claim
Integrates with GitHub, Neo4j, PostgreSQL, and Milvus, enabling queries and dat…
30260
elis132
The definitive MCP server for voidtools Everything - lightning-fast file search…
N/A N/A
30261
Gonzih
mcp-charm Claim
Browse and search thousands of free car service manuals from charm.li.
30262
drewrad8
Enables interaction with Firewalla network security devices for network monitor…
81
30263
PantherWatch
panther-mcp Claim
Enables AI assistants to backtest trading strategies described in plain English…
N/A N/A
30264
SSX360
matrixscroll Claim
A trust-first repository copilot to audit signed commit provenance, preview edi…
N/A N/A
30265
WilliamLINWEN
A Model Context Protocol (MCP) server that provides tools for interacting with …
30266
pipeworx-io
data-sncf Claim
Enables querying SNCF Open Data (train schedules, stations, punctuality, etc.) …
30267
ceciliomichael
A template for building Model Context Protocol (MCP) servers using TypeScript, …
N/A N/A
30268
devcer
Enables Open Payments operations such as creating incoming payments, quotes, an…
N/A N/A
30269
amir_shocknews
test Claim
N/A N/A 95
30270
llmops-pro
Run a Shopstr / NOSTR marketplace storefront from an AI agent — create and upda…
30271
luislopezsanchez
Enables AI assistants to search, validate, and manage n8n workflows, providing …
30272
Ehsas317
A production-grade GitHub repository finder that helps LLMs discover best repos…
30273
vinaybhosle
Ocean container shipping intelligence for AI agents. 24 MCP tools covering: - …
81
30274
syntheticgio
An MCP server that gives Claude access to NCBI Datasets v2 — search genome asse…
N/A N/A
30275
rozkoduj
Rozkoduj MCP Claim
Provides AI assistants with market screening, analysis, and scoring across stoc…
30276
brukhabtu
A production-ready server that automatically exposes your entire Jira instance …
81
30277
alpernae
A Model Context Protocol (MCP) server for interacting with the Intigriti bug bo…
30278
TingPing
Exposes GObject Introspection metadata to coding agents, enabling querying of l…
N/A N/A
30279
Raghunandan2813
Enables tracking personal finances with Indian Rupee support, adding expenses, …
N/A N/A
30280
midodimori
A Model Context Protocol (MCP) server for the Hyperliquid decentralized exchang…
30281
Invaliduser1330
A production-ready MCP server template with example tools for health check and …
30282
haithamelmengad
popcorn Claim
An MCP server that enables AI agents to analyze videos locally by extracting tr…
N/A N/A
30283
joshfreeland
Forward MCP Claim
Enables agents to purchase verified growth outcomes such as qualified leads, sa…
N/A N/A
30284
asicojp
sparksheets Claim
Enables AI-powered document platform integration for Claude Code, Cursor, and C…
30285
muhammedehab35
Enables Claude to store and retrieve information with semantic search using Qdr…
30286
mnbro
Safe MCP server bootstrap for Outline Wiki providing connection validation, cap…
30287
pipeworx-io
Enables searching for indicators of compromise from ThreatFox by file hash (MD5…
30288
ant-intl
A Model Context Protocol (MCP) compatible server that integrates Ant Internatio…
30289
bhakti259
Enables natural language expense tracking and management via Claude Desktop, su…
N/A N/A
30290
glachana
Exposes structured Microsoft Dynamics 365 Business Central source code (version…
N/A N/A
30291
jimmytbc
A grounded Singapore travel-planning brain for your AI personal assistant.
30292
cnitlrt
Enables dynamic debugging with GDB via the MCP protocol, allowing LLMs to execu…
N/A N/A
30293
Livshitz
mcp-github Claim
MCP server for the GitHub REST API that enables interaction with repositories, …
30294
ankit-roy-0602
Enables AI assistants to create, manage, and interact with Postman collections,…
30295
minhlecsm
Enables AI assistants to query Rocketlane CSM data for project health, team wor…
30296
PierrunoYT
Enables high-quality image generation using Google's Imagen 4 Ultra model via t…
81
30297
Oseodion
Provides AI agents with a complete payments toolkit on the Pharos Atlantic Test…
N/A N/A
30298
Therealratoshen
Combines Band AI platform control with ShortcutSistem digital marketing tools f…
30299
NamedIdentity
A Cloudflare Workers-based server that implements the Model Context Protocol (M…
81
30300
deslay1
amendor-mcp Claim
Lets the non-technical people you build for request UI changes directly on your…
Showing 30251–30300 of 61082 servers
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