MCP Server Quality Scores

Independent quality analysis of 66534 public MCP servers

66534
Discovered
31841
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
41401
jherr
Enables interactive exploration of guitar chord voicings through an MCP server …
N/A N/A
41402
whatgamestudios
Exposes three tools from the Worcadian JSON-RPC game server API (check_wordlist…
41403
hanhy06
MCP server for searching, browsing, and analyzing decompiled Minecraft source c…
N/A N/A
41404
demitri
Trillian MCP Claim
Enables natural language queries of astronomical data across multiple archives …
41405
jommar
Enables AI agents to explore MySQL database schemas and execute read-only queri…
41406
binsarjr
Automates setup and configuration for frappe-mcp, enabling management of multip…
N/A N/A
41407
thaparSAAB14
ARCclaude Claim
Enables AI assistants to control ArcGIS Pro through natural language, executing…
N/A N/A
41408
Git-ycy
An MCP server that lets Claude Code send prompts to a logged-in ChatGPT web ses…
N/A N/A
41409
ooooshino
Read-only MCP server for Jenkins CI, enabling AI agents to securely query job/b…
N/A N/A
41410
websitebutlers
An MCP server that enforces the clean-room software reimplementation process wi…
N/A N/A
41411
mikelane
A stateful MCP server that remembers what your AI agent has already seen.
N/A N/A
41412
thecturner
jankins Claim
Token-optimized Jenkins MCP server with smart log handling and failure triage f…
41413
C-Bjorn
MegaMem Claim
Syncs Obsidian notes into a temporal knowledge graph and exposes 23 MCP tools f…
N/A N/A
41414
mcpflow
Enables natural language queries to Triplewhale for analyzing marketing and fin…
41415
Citadel-Cloud-Management
Enables interaction with GitHub repositories, issues, pull requests, code searc…
41416
nipuman
Enables AI chat backends to fetch public webpages and return cleaned, readable …
41417
pipeworx-io
Enables access to Coinpaprika cryptocurrency data, including coin listings, pri…
41418
syed-muslim2603
Provides a secure, containerized Python sandbox for executing LLM-generated cod…
N/A N/A
41419
Nova-Cognitive-Systems
Enables AI agents to store, search, and relate typed memories with a graph-nati…
41420
lightward
mechanic-mcp Claim
Enables searching, fetching, and customizing Mechanic tasks and documentation f…
N/A N/A
41421
hoangpham862
Generates security config files from environment variables and remote Firebase …
N/A N/A
41422
TyrelCB
Enables audio source separation into vocals and instruments using ComfyUI MelBa…
N/A N/A
41423
VelkyVenik
Multi-user OAuth 2.1 gateway allowing a trusted circle to connect their Garmin …
41424
liuboacean
Production-grade multi-agent communication infrastructure with real-time messag…
N/A N/A
41425
molpass
sajuMCP Claim
Calculates saju (four pillars) for a given birth year, month, day, hour, minute…
N/A N/A
41426
crbnos
carbon Claim
Carbon is an open source ERP, MES and QMS for manufacturing. Perfect for comple…
N/A N/A
41427
mittwald
Enables querying etracker analytics reports via natural language. Provides tool…
41428
pipeworx-io
mcp-isin Claim
Validates ISIN and CUSIP securities identifiers, and converts CUSIP to ISIN. Pa…
41429
steuerboard
MCP server for the Steuerboard API, enabling interaction with Steuerboard servi…
N/A N/A
41430
CodeCraftersLLC
Enables MCP clients to speak by running local voice models using Chatterbox Tur…
N/A N/A
41431
joshthecoder-hub
A lightweight MCP server for accessing Yahoo Finance data, providing stock pric…
N/A N/A
41432
chuckwilliams37
A FastAPI-based MCP server orchestrated with Docker Compose, integrating Redis …
41433
ADemers-tricentis
MCP server that exposes AI credit usage data from OpenMeter to the TAIS AI chat…
41434
cubicecho
A tiny TypeScript wrapper that exposes five stdio MCP servers (Gmail, Calendar,…
41435
ShigeruWakida
Enables AI assistants to send Windows toast notifications and dialog boxes, all…
N/A N/A
41436
wilfoa
Multi-language MCP debugger for AI agents that supports Python, JavaScript/Type…
N/A N/A
41437
Casius999
decroche-mcp Claim
Deterministic MCP server for job-landing pipeline that parses CVs into validate…
N/A N/A
41438
KTCrisis
flux7-memory Claim
Governed multi-agent memory for AI agents. Hybrid markdown + SQLite store with …
41439
acearv09876
CaptureMind Claim
Turn Claude Desktop conversations into visual mind maps via MCP. Highlights blo…
N/A N/A
41440
Knoseman
An MCP server for Nexi POS payment operations, enabling creation of purchases a…
41441
aminfara
MATRIX Claim
A local, project-scoped requirement management MCP server that enables AI agent…
N/A N/A
41442
iceener
Enables AI image generation and editing using Replicate's official models like …
41443
fdslk
Enables crawling WeChat Official Account articles via the mp.weixin.qq.com sear…
N/A N/A
41444
manifullstackdeveloper
A proof-of-concept implementation that enables Amazon Bedrock AgentCore to inte…
81
41445 N/A N/A 95
41446
tak-uukti
Enables AI agents to control Linux/X11 desktops by providing tools for taking s…
N/A N/A
41447
henrydontbbai
An unofficial MCP server that lets Codex ask a read-only OpenCode advisor for a…
N/A N/A
41448
thinkthinking
Provides prompt management, resource management, and tool call capabilities (co…
N/A N/A
41449
midsane
Provides file system operations (list, read, write, search) via MCP, enabling a…
N/A N/A
41450
aliasunder
Vault Cortex Claim
Standalone MCP server for Obsidian vaults — hybrid search, memory, tasks, 26 to…
N/A N/A
Showing 41401–41450 of 66534 servers
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