MCP Server Quality Scores

Independent quality analysis of 69111 public MCP servers

69111
Discovered
→
33827
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 41 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
57801
hamibot
Enables management and control of Hamibot devices and scripts, including device…
— ○ ⏳ — — — — — —
57802
Nanda-Kiran
A git-backed per-repo memory layer for Claude Code, enabling persistent, versio…
— ○ ⏳ — N/A N/A — — —
57803
BusyBee3333
Provides 50+ tools for interacting with Rippling's HR platform, including emplo…
— ○ ⏳ — — — — — —
57804
rapturt9
Enables semantic search and retrieval of AI alignment articles from Alignment F…
— ○ ⏳ — N/A N/A — — —
57805
ohneben
HubSpot MCP Claim
Provides complete access to the HubSpot API (1,076 tools) with safety categorie…
— ○ ⏳ — — — — — —
57806
Baronco
GenFilesMCP Claim
Generates PowerPoint, Excel, Word, and Markdown files from natural language req…
— ○ ⏳ — — — — — —
57807
nagavitalp
Provides comprehensive code quality analysis with quantitative metrics, histori…
— ○ ⏳ — N/A N/A — — —
57808
tenequm
claude-kb Claim
Enables searching and retrieving Claude Code conversation history via hybrid se…
— ○ ⏳ — N/A N/A — — —
57809
Jasekeee
shelby-mcp Claim
MCP server for Shelby Protocol that enables AI agents to read, write, and manag…
— ○ ⏳ — — — — — —
57810
ai-jcce
Contexta Claim
Contexta gives AI assistants a persistent, typed memory layer backed by a knowl…
— ○ ⏳ — — — — 81 —
57811
noezeke
safe-oas2mcp Claim
A safe gateway to convert OpenAPI specs into MCP tools with secure defaults, ri…
— ○ ⏳ — N/A N/A — — —
57812
junter1989k-ai
Bulgaria payments for AI agents — cards / Apple Pay via Stripe. Never holds fun…
— ○ ⏳ — — — — — —
57813
cloud9-labs
mcp-shopify Claim
MCP server for Shopify Admin API. Enables product, order, customer, and invento…
— ○ ⏳ — N/A N/A — — —
57814
1EchA
Enables AI coding agents to persist structured long-term memory (gotchas, archi…
— ○ ⏳ — N/A N/A — — —
57815
nikolausm
Enables Claude to interact with email accounts via IMAP and SMTP, providing too…
— ○ ⏳ — N/A N/A — — —
57816
stflj2022
mcp-memvid Claim
Provides long-term memory and lossless context management for Claude Code, enab…
— ○ ⏳ — N/A N/A — — —
57817
iflow-mcp
A specialized MCP server for Claude Desktop that enhances AI-assisted medical l…
— ○ ⏳ — N/A N/A — — —
57818
druling
A platform for building and managing MCP servers and REST APIs, enabling AI int…
— ○ ⏳ — — — — — —
57819
anarcoiris
nina-mcp Claim
Enables AI agents to control N.I.N.A. astronomy software remotely, including mo…
— ○ ⏳ — N/A N/A — — —
57820
goalie-mcp
Search 14M+ USPTO trademark records by mark, owner, goods/services, class, stat…
— ○ ⏳ — — — — — —
57821
soapboxbuild
arcadia-mcp Claim
Connects to 7,000+ utilities to surface bill data, interval meter readings, and…
— ○ ⏳ — — — — — —
57822
igmizo
auseklis Claim
Astrology MCP server that computes natal charts, transits, synastry, progressio…
— ○ ⏳ — — — — — —
57823
PandaDoc
Turn a plain-text prompt into a sent, signed document in one workflow. Create p…
— ○ ⏳ — N/A N/A — — —
57824
altary-app
Enables Claude to integrate with Altary error management service for retrieving…
— ○ ⏳ — — — — 81 —
57825
jameshgrn
firepass-mcp Claim
MCP server that turns Kimi K2.6 Turbo into an agentic coding assistant with too…
— ○ ⏳ — N/A N/A — — —
57826
niklaserik
effect-mcp Claim
A Model Context Protocol server that provides real-time access to Effect ecosys…
— ○ ⏳ — — — — — —
57827
lxmwaniky
chatkazi-mcp Claim
Bridges MCP clients with ChatKazi WhatsApp API, enabling AI models to manage Wh…
— ○ ⏳ — — — — — —
57828
3xcaffeine
VaultAssist Claim
Enables natural language control over Google Workspace (Gmail, Drive, Calendar,…
— ○ ⏳ — — — — — —
57829
kablewy
An MCP server for financial analysis that provides real-time and historical sto…
— ○ ⏳ — — — — — —
57830 — ○ ⏳ — N/A N/A — 95 —
57831
pipeworx-io
MCP server for NASA POWER climate data, offering a climatology tool to retrieve…
— ○ ⏳ — — — — — —
57832
elfenlieds7
Enables AI assistants to generate photorealistic 3D scenes, indoor environments…
— ○ ⏳ — N/A N/A — 95 —
57833
IGVF-DACC
Enables AI agents to search, filter, download files, and generate reports from …
— ○ ⏳ — N/A N/A — — —
57834
priestjim
Enables LLMs to interact with PixInsight's image processing capabilities throug…
— ○ ⏳ — N/A N/A — — —
57835
mikeysrecipes
Enables interaction with Azure Data Lake Storage Gen2 through the Model Context…
— ○ ⏳ — N/A N/A — — —
57836
sandipsingha
Enables Snowflake data operations through a Python FastAPI server with Prefect …
— ○ ⏳ — — — — — —
57837
chopratejas
headroom Claim
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 6…
— ○ ⏳ — N/A N/A — — —
57838
dosco
GraphJin Claim
Enables AI assistants to query databases using natural language, with automatic…
— ○ ⏳ — — — — — —
57839
sundayz-hunter
MCP Recon Claim
A comprehensive MCP server for web security reconnaissance, providing tools for…
— ○ ⏳ — N/A N/A — — —
57840
monteiro-consulting
eaight Claim
An AI-native web browser that exposes a full MCP server, letting Claude Code, C…
— ○ ⏳ — N/A N/A — — —
57841
XuHuiWen12138
openclaw-mcp Claim
Bridges AI assistants with OpenClaw Gateway, enabling them to chat with OpenCla…
— ○ ⏳ — N/A N/A — — —
57842
mbruton
HueMCP Claim
Enables discovery and control of Philips Hue lighting devices via a local bridg…
— ○ ⏳ — N/A N/A — — —
57843
SufiSR
MCP server for Rocket.Chat, enabling AI agents to interact with Rocket.Chat wor…
— ○ ⏳ — — — — — —
57844
Auxin-io
Create employee records to prototype HR onboarding workflows. Validate data flo…
— ○ ⏳ — N/A N/A — 95 —
57845
KinofSin
A comprehensive autonomous agent framework for Unity 2022.3.22f1 combining Mode…
— ○ ⏳ — N/A N/A — — —
57846
ezhuk
Enables LLM agents to securely monitor and control MQTT devices for building au…
— ○ ⏳ — — — — — —
57847
123pc
Lets Claude Code, Codex, and other MCP clients control GeoGebra to create geome…
— ○ ⏳ — N/A N/A — — —
57848
sreenathvemula
AI equity-research analyst for Indian NSE/BSE markets with 28 MCP tools enablin…
— ○ ⏳ — N/A N/A — — —
57849
walalabs
MCP plugin that exposes Apple Reminders to a Claude Code agent, enabling creati…
— ○ ⏳ — N/A N/A — — —
57850
that-lucas
tts-mcp Claim
Profile-driven MCP server for Google Cloud Text-to-Speech that exposes tools to…
— ○ ⏳ — N/A N/A — — —
Showing 57801–57850 of 69111 servers