MCP Server Quality Scores

Independent quality analysis of 69007 public MCP servers

69007
Discovered
→
33753
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
64701
JNPRAutomate
Enables remote execution of Linux commands via SSH, supporting system monitorin…
— ○ ⏳ — — — — — —
64702
Agent-Pattern-Labs
state-trace Claim
Graph-native working memory for coding agents, providing typed memories, causal…
— ○ ⏳ — N/A N/A — — —
64703
SerifeusStudio
threlte-mcp Claim
An MCP server for inspecting and manipulating Three.js/Threlte scenes in real-t…
— ○ ⏳ — N/A N/A — — —
64704
digitalpromptmarket-beep
AgentCost Claim
MCP server that analyzes AI agent session logs to find token waste and optimiza…
— ○ ⏳ — N/A N/A — — —
64705
git-akki
Enables AI assistants to manage employee leave by checking balances, applying f…
— ○ ⏳ — N/A N/A — — —
64706
marcushojww
Tableau MCP Claim
Enables AI applications to interact with Tableau for querying data, exploring c…
— ○ ⏳ — N/A N/A — — —
64707
maskelog
MGC_MCP Claim
Enables querying Mega MGC Coffee store locations, menu items, and real-time sto…
— ○ ⏳ — — — — — —
64708
xyz50270
Enables LLMs to manage your Microsoft 365 calendar, tasks, and email via Micros…
— ○ ⏳ — N/A N/A — — —
64709
0xJem
An authenticated Streamable HTTP bridge that wraps the local OmniFocus MCP serv…
— ○ ⏳ — N/A N/A — — —
64710
datanika-io
datanika-mcp Claim
Read-only-by-default MCP for Datanika: browse data, run dbt transforms, manage …
— ○ ⏳ — N/A N/A — — —
64711
vkmtx
veil-mcp Claim
An agent-native shell as an MCP server, designed for LLM agents (like Claude Co…
— ○ ⏳ — N/A N/A — — —
64712
th3w1zard1
KotorMCP Claim
MCP server for interacting with Knights of the Old Republic game installations,…
— ○ ⏳ — N/A N/A — — —
64713
benseverndev-oss
devpilot Claim
Manages dev server lifecycles for AI coding agents, providing structured proces…
— ○ ⏳ — N/A N/A — — —
64714
toddle-edu
A server that converts Figma designs into pseudo-code structures optimized for …
— ○ ⏳ — — — — 81 —
64715
solomonneas
reelgrep-mcp Claim
MCP server for reelgrep - browse and search your local video library from any M…
— ○ ⏳ — N/A N/A — — —
64716
joshuaogabriel
Australian advertising & marketing compliance for AI assistants. Scan websites,…
— ○ ⏳ — — — — 81 —
64717
branch42-labs
A production-ready NestJS backend template with built-in MCP server enabling AI…
— ○ ⏳ — — — — — —
64718
b1krams
A local-first MCP server providing secure workspace file operations, offline fu…
— ○ ⏳ — N/A N/A — — —
64719
giorod3
web2md Claim
Converts web pages to Markdown with tiered fetching to minimize LLM context usa…
— ○ ⏳ — N/A N/A — — —
64720
omaro7
A comprehensive MCP server for PowerPoint manipulation enabling users to create…
— ○ ⏳ — — — — — —
64721
andersschaffner
substack-mcp Claim
Enables searching, filtering, and exporting Substack blog posts via MCP tools, …
— ○ ⏳ — N/A N/A — — —
64722
mikhailkogan17
CyberMem Claim
Enables AI tools like Claude and Cursor to share persistent memory across sessi…
— ○ ⏳ — — — — — —
64723
rnsrashmika078
A TypeScript template for building MCP servers, enabling developers to create c…
— ○ ⏳ — N/A N/A — — —
64724
mhue26
Enables reading Figma files via REST API and writing to the Figma canvas via a …
— ○ ⏳ — — — — — —
64725
GoPlasmatic
orion Claim
Build and operate declarative REST/Kafka services on Orion: 46 tools over the f…
— ○ ⏳ — N/A N/A — — —
64726
rezawr
A clean, modular Model Context Protocol server implementation for LangGraph doc…
— ○ ⏳ — — — — — —
64727
Code-MeMX
Injects the Code-Me brand identity, tone, and visual guidelines into LLMs with …
— ○ ⏳ — N/A N/A — — —
64728
ShikeChen01
Gives AI agents their own virtual display on Windows, enabling isolated clickin…
— ○ ⏳ — N/A N/A — — —
64729
Yenn503
NoctisAI Claim
Enables advanced malware development, threat intelligence analysis, and offensi…
— ○ ⏳ — — — — 81 —
64730
carlosGalisteo
A Python MCP server that queries Spanish Cadastre services for non-protected ca…
— ○ ⏳ — — — — — —
64731
furkankoykiran
DevTo-MCP Claim
A production-ready MCP server for the DEV Community (Forem) API, enabling manag…
— ○ ⏳ — — — — — —
64732
OriShmila
A comprehensive MCP server that provides access to Alpha Vantage's financial da…
— ○ ⏳ — N/A N/A — — —
64733
kholidfathh-commits
Connects TikTok accounts to Claude, enabling analysis of account data for brand…
— ○ ⏳ — N/A N/A — — —
64734
ZengLiangYi
ChatCrystal Claim
Local-first AI PKM memory for coding conversations.
— ○ ⏳ — N/A N/A — — —
64735
umowork
umo-memory Claim
Persistent memory for AI coding agents that stores and recalls preferences, dec…
— ○ ⏳ — N/A N/A — — —
64736
runapi-ai
MCP server for the InfiniteTalk model line, enabling audio-to-video task creati…
— ○ ⏳ — — — — — —
64737
skillselion
Search the Skillselion catalog of community-vetted Claude Code skills, MCP serv…
— ○ ⏳ — — — — — —
64738
bugzy-ai
Enables querying GitHub repositories for pull requests, commits, and comparison…
— ○ ⏳ — N/A N/A — — —
64739
stevesimpson418
A local MCP server that provides tool-level access to Gmail, allowing Claude to…
— ○ ⏳ — N/A N/A — — —
64740
holetron
Self-hosted long-term memory for AI agents: MCP server with hierarchical recall…
— ○ ⏳ — N/A N/A — — —
64741
dinosaur24
spendict Claim
A performance marketer's run/fix/kill verdict for AI agents — ad creative, camp…
— ○ ⏳ — — — — — —
64742
ccampora
Enables D365 F\&O development including object creation, modification, deletion…
— ○ ⏳ — N/A N/A — — —
64743
velrys
Enables querying NG-ZORRO (Ant Design for Angular) documentation and examples v…
— ○ ⏳ — — — — — —
64744
CSOAI-ORG
MCP server for text stats ai. Features word count, reading time, keyword densit…
— ○ ⏳ — N/A N/A — 95 —
64745
augmentedstartups
Delivers up-to-date computer vision and GenAI knowledge to AI assistants via a …
— ○ ⏳ — — — — — —
64746
sargonpiraev
Enables AI assistants to interact with the GitLab API, providing over 1000 tool…
— ○ ⏳ — N/A N/A — — —
64747
default-anton
A Model Context Protocol server that provides a scratchpad tool for LLMs to org…
— ○ ⏳ — N/A N/A — — —
64748
danish-mar
juno-mcp Claim
Enables LLMs to interact with MGMU Juno ERP, providing tools to fetch student p…
— ○ ⏳ — — — — — —
64749
pradeepmisal
Enables AI clients to interact with Autodesk Revit for building design, editing…
— ○ ⏳ — N/A N/A — — —
64750
AKSHAYBITLINGU
Tracks and manages personal expenses with tools to add, view, filter by categor…
— ○ ⏳ — N/A N/A — — —
Showing 64701–64750 of 69007 servers