MCP Server Quality Scores

Independent quality analysis of 66301 public MCP servers

66301
Discovered
31700
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
65151
cessda
Enables AI assistants to explore the OpenAIRE Research Graph and ScholExplorer …
N/A N/A
65152
MrSucik
EU261 flight delay compensation: check eligibility, compute EV, track fares. 6 …
65153
justice8096
MCP server wrapping SageMath's full computer algebra system — 10 symbolic-math …
N/A N/A
65154
moustafaezzeldeen-73
Gemini MCP Claim
Remote MCP server that exposes Google Gemini's text, image, video (Veo), and au…
65155
jsilvanus
Enables SSH-based deployment operations such as git pull, command execution, sc…
N/A N/A
65156
applicate2628
A loopback-bound MCP server that enables MCP clients to control Ableton Live (s…
N/A N/A
65157
guyru
Provides AI assistants with access to Linux man pages for searching, retrieving…
N/A N/A
65158
lmaag182
Controls a running KiCad 9+ instance via the official IPC API, enabling board e…
N/A N/A
65159
data-mindset
Enables generation of various chart types (bar, line, pie, radar, etc.) using Q…
81
65160
desikai-lab
Marrow Claim
Marrow is a persistent multi-project memory backend that provides AI agents wit…
N/A N/A
65161
vallaksa
Read-only MCP server for PostgreSQL, enabling schema discovery, table metadata,…
65162
faizbawa
mcp-beaker Claim
MCP server for Beaker lab automation, enabling system provisioning, job managem…
65163
vwww-droid
An MCP server for real-device Android reversing workflows, wrapping AlgorithmAi…
N/A N/A
65164
RoyserVillanueva
A TypeScript-based MCP server that connects with MCP clients like Claude, VS Co…
N/A N/A
65165
waxberry-dev
MCP server for local speech translation (EN ↔ 中文) via Whisper + Claude + Piper
N/A N/A
65166
8ux-co
Connect your AI assistant to Eel Zap CMS to create collections, manage content,…
65167
dnchandra
Enables management of Windows servers from Linux through an MCP server with per…
N/A N/A 95
65168
pipeworx-io
Provides curated entertainment and culture feeds with tools to list, read, and …
65169
PicsArt
Enables AI agents and terminals to generate images, video, and audio using 141 …
65170
anteew
RanchHand Claim
Enables interaction with OpenAI-compatible APIs (like Ollama) through MCP tools…
81
65171
CROCODILE-CESM
MCP server for driving CESM case lifecycle: setup, build, submit, and monitor. …
N/A N/A
65172
rifujin123
jira-mcp Claim
Bridges AI assistants with Jira Cloud for issue management, search, comments, w…
65173
galacean
Engine-MCP Claim
A code understanding and generation system designed for Galacean Engine that he…
N/A N/A 95
65174
stijnv18
Provides secure, API-key authenticated access to on-premise MSSQL databases, en…
N/A N/A
65175
ocbenji
Lightning-paid (L402) Bitcoin mempool intelligence + sovereign on-prem AI infer…
65176
HoganDong486
Enables AI agents to browse the web, interact with pages, fill forms, and extra…
N/A N/A
65177
TsukumoHQ
trovex Claim
Serves coding agents one canonical doc per query instead of rereading the repo …
N/A N/A
65178
HumanGuardrail
HuGR Tools Claim
A monorepo of MCP toolkits for Cloudflare Workers, providing over 630 tools acr…
65179
Diego-Costa-Tech
Remote MCP server to enrich company profiles with structured B2B data and confi…
65180
xarielah
Enables Claude to analyze a player's public FACEIT CS2 data, diagnose strengths…
65181
iamgoatedaf
lighter-mcp Claim
A portable MCP server that exposes Lighter trading to any MCP-capable agent wit…
65182
cloudflare
DNS analytics and optimization. Debug DNS issues and optimize performance based…
81
65183
jpeggdev
Provides MCP integration for Harvest's time tracking, project management, and i…
N/A N/A 95
65184
SammySnake-d
Enables stateful subprocess sessions (REPLs) and tmux-backed TUI program contro…
N/A N/A
65185
yugandhar-maram
agrasandhany Claim
Turns local plain-text notes into searchable long-term memory for AI agents thr…
N/A N/A
65186
QuantumCoderSys
Formasty Claim
Create, edit, validate, publish, and inspect Formasty forms and quizzes over au…
65187
almir.kvakic
test Claim
N/A N/A 95
65188
janeksm
mcp-digger Claim
Progressive on-demand access to .NET NuGet package source for AI coding agents.
N/A N/A
65189
kennypeh85
A Windows MCP server that attaches to a running Microsoft Word instance via COM…
N/A N/A
65190
tubone24
Enables Claude to authenticate with GitHub OAuth and access tools for user info…
N/A N/A
65191
SergioRico1
thrd Claim
Thrd MCP: agent email tools for events/threads, safe send/reply, usage, trust a…
N/A N/A 83
65192
mbeps
Enables LLMs to work with Excel and CSV files through structured tools for work…
65193
sangeethdba
Enables monitoring and management of Apache Cassandra and DataStax Enterprise c…
65194
spenserhale
MCP server for AI assistants to interact with Atlassian Jira and Confluence Clo…
65195
local-filesystem
Explore and organize files and folders across your workspace. Read, write, move…
N/A N/A 95
65196
sndworldgh
A secure, git-aware MCP server for working with local repositories, enabling fi…
N/A N/A 95
65197
LarryLemonBot
Preflight checks for paid x402 and MCP tools before marketplace listing.
65198
sklnhunt
An MCP server that lets AI assistants analyze Burp Suite XML exports offline, w…
N/A N/A
65199
hitoshura25
Generates production-ready MCP servers with dual-mode (MCP + CLI) architecture,…
65200
halvrenofviryel
Enables verification of AI coding agent self-reports against git diff truth and…
N/A N/A
Showing 65151–65200 of 66301 servers