MCP Server Quality Scores

Independent quality analysis of 66549 public MCP servers

66549
Discovered
31852
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 3 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
32151
Umoren
Automatically classify and triage GitHub issues using AI to apply labels, post …
N/A N/A 95
32152
cyanheads
Resolve DOIs, search ~155M scholarly works, and fetch references via the Crossr…
N/A N/A
32153
shantoislamdev
Provides programmatic access to Material Web documentation and components for A…
N/A N/A
32154
pipeworx-io
Wraps the Metals-API to provide real-time precious metals data (gold, silver, p…
32155
PhoebusForWork
jira-mcp Claim
This MCP server enables interaction with Atlassian products (Jira and Confluenc…
32156
Nelev
Converts GeoJSON geometries into 3D triangulated meshes using a local LLM (Olla…
N/A N/A
32157
FabianBartschDatenanalyse
Sozio Thin Claim
Enables reproducible analysis of 100 curated Swiss open-data resources by searc…
N/A N/A
32158
friendlygeorge
Multi-engine container and system vulnerability scanning for AI agents. Wraps T…
N/A N/A
32159
alinjfz
A universal fitness intelligence layer for AI assistants like Claude, ChatGPT, …
32160
Mingwei2
data-explore Claim
An MCP server for dataset exploration and analysis, enabling LLM clients to per…
N/A N/A
32161
jasoncronje
Enables inspection and control of Arc Browser spaces and tabs on macOS, includi…
N/A N/A
32162
lowbridgee
engram-mcp Claim
An MCP server that enables semantic and keyword search over Claude Code convers…
N/A N/A
32163
axel-belfort
Solana DEX pool liquidity API for AI agents. Analyze pool depth across Raydium,…
81
32164
caleb-overbay4
Enables AI-driven interaction with Twilio call services, including initiating o…
32165
agentscore-xyz
AgentScore Claim
Trust scoring for AI agents via MCP. Check any agent's reputation before transa…
N/A N/A 95
32166
KK9457
czxs5 Claim
N/A N/A 95
32167
uvidswqkscr89
mcp_test Claim
N/A N/A 95
32168
Caplia-Tech
Caplia Claim
MCP server for VC pitch-deck scoring, thesis-fit matching, and deal-flow manage…
32169
yinhui1984
A scalable MCP server for searching multiple platforms (WeChat, Zhihu, Google) …
N/A N/A
32170
aynumosir
ainu-mcp Claim
A hosted Model Context Protocol server for the Ainu-language toolchain, enablin…
32171
guille-near
Enables read-only access to personal bank accounts via the TrueLayer API, allow…
32172
thiskevinwang
Enables LLMs to manage Clerk applications, domains, application transfers, inst…
32173
GreenScreen410
InfluxDB-v1-MCP is a powerful Model Context Protocol (MCP) interface specifical…
32174
FW1201
MCP server suite that lets coding agents generate deep instructional content fr…
32175
nasimpc
Enables searching clinical trials, PubMed, Open Targets, and openFDA data, with…
32176
brian-bfz
Enables querying and retrieving webpage content from websites by parsing sitema…
81
32177
DEmodoriGatsuO
A Model Context Protocol server that connects AI assistants to SharePoint via M…
32178
CSOAI-ORG
Flagship aquaculture crosswalk — one evidence pack satisfies ASC + RSPCA Assure…
N/A N/A
32179
Atharva-Jayappa
blast-scope Claim
Contextual blast-radius scoring for shell commands an AI agent is about to run
N/A N/A
32180
md-ammar-97
Enables appending formatted content to Google Docs and creating styled Gmail dr…
32181
puxu-msft
neighbors Claim
Enables multiple Claude Code sessions to communicate and coordinate through bro…
N/A N/A
32182
circlesac
Serves Markdown documentation as an MCP server, enabling AI agents to answer qu…
32183
BarryHsia
Enables intelligent code navigation and analysis for AOSP development using Ope…
N/A N/A
32184
Omarbadran37
AI-powered image analysis using Google Gemini 2.0 Flash with enterprise securit…
N/A N/A
32185
michaelsong4399
Myrcael Claim
A TypeScript framework for building MCP servers with features for client sessio…
81
32186
the33warehouse-tech
The first MCP server for the wafle commerce platform. It enables Claude, agents…
32187
jrogeriosilva
opf-br-mcp Claim
MCP server for token-efficient access to Open Finance Brasil rules, enabling co…
N/A N/A
32188
Maxim11111
A centralized MCP server that enables LLM agents to securely execute commands a…
32189
JSM-CN
Enables Jira integration for comprehensive issue management, board operations, …
32190
PieterVDMerwe
Enables AI agents to interact with local Ollama models for text generation and …
N/A N/A
32191
zamedic
Enables AI assistants to interact with Labradoc's document management, email in…
32192
Aarekaz
Metro MCP Claim
A unified MCP server for US transit systems, supporting Washington DC Metro and…
32193
joje6
mcp-server Claim
An example MCP server with StreamableHTTPServerTransport, providing calculator …
32194
neoai-agent
A command-line tool for monitoring and analyzing Coralogix logs using the Model…
32195
mokemokechicken
Provides AI-friendly stock analysis using Yahoo Finance data, including technic…
32196
Themetralla3000
Enables AI assistants to interact with Google Drive, including reading, searchi…
32197
sorryorc
A deterministic verification gate for MCP clients that independently checks mod…
32198
NYR1-dev
Demonstrates how to develop and run a serverless MCP server using Netlify Funct…
32199 N/A N/A 95
32200
industriesfatty-spec
fattly Claim
MCP server that enables AI assistants to generate images, video, and audio via …
Showing 32151–32200 of 66549 servers
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