MCP Server Quality Scores

Independent quality analysis of 69261 public MCP servers

69261
Discovered
→
33946
Scored
→
2112
Verified
→
16953
Complete

Last updated 11 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
45201
naaomiur
SimuBridge Claim
Enables AI assistants to control MATLAB Simulink models through natural languag…
— ○ ⏳ — N/A N/A — — —
45202
shimmerjordan
A self-hosted MCP server that lets Claude (or any MCP client) drive Autodesk Fu…
— ○ ⏳ — N/A N/A — — —
45203
wilson-urdaneta
A Stockfish-powered chess engine exposed as an MCP server using FastMCP. Calcul…
— ○ ⏳ — N/A N/A — — —
45204
addanuj
Bridges LLMs with IBM QRadar SIEM by providing access to over 728 REST API endp…
— ○ ⏳ — — — — 81 —
45205
Rocket-Venture-Labs
Voris Claim
Voris privacy-native web analytics for AI agents: query metrics & citations, sc…
— ○ ⏳ — N/A N/A — — —
45206
Naveen-Automation
Enables HTTP API testing (GET, POST, PUT, DELETE) via the Model Context Protoco…
— ○ ⏳ — N/A N/A — — —
45207
aalokjha-gits
Memory MCP Claim
Provides AI agents with persistent, searchable memory using semantic search, au…
— ○ ⏳ — N/A N/A — — —
45208
won3er
mermaid-mcp Claim
A basic MCP server example with a hello tool, info resource, and assistant prom…
— ○ ⏳ — N/A N/A — — —
45209
universal-mcp
ms-teams Claim
Provides a standardized interface for interacting with Microsoft Teams tools an…
— ○ ⏳ — — — — — —
45210
idyll
shortcut-mcp Claim
MCP server for interacting with Shortcut (project management) directly from Cla…
— ○ ⏳ — — — — — —
45211
cnick26
timemap-mcp Claim
Enables AI agents to perform Chinese metaphysics calculations including BaZi ch…
— ○ ⏳ — N/A N/A — — —
45212
AIWerk
Cal.com scheduling MCP server: manage bookings, event types, and availability.
— ○ ⏳ — N/A N/A — — —
45213
davidmosiah
Local-first CGM MCP for AI agents: Dexcom Developer API and FreeStyle Libre via…
— ○ ⏳ — — — — — —
45214
AndreaBContarini
Enables natural language file operations and intelligent file analysis via MCP,…
— ○ ⏳ — N/A N/A — — —
45215
stackblaze
Enables AI agents to interact with MongoDB databases and MongoDB Atlas, support…
— ○ ⏳ — — — — — —
45216
hlebtkachenko
moneys3-mcp Claim
MCP server for connecting AI clients to the Money S3 accounting system via Grap…
— ○ ⏳ — N/A N/A — — —
45217
celados
Turn any picture into a hand-drawn whiteboard animation video, from your AI ass…
— ○ ⏳ — — — — 81 —
45218
oneill9
Community-built server providing real-time London transport data via the TfL Un…
— ○ ⏳ — N/A N/A — — —
45219
WalnutLink
China A-share filings: why a number moved, does the trend continue, who supplie…
— ○ ⏳ — — — — 67 —
45220
kriwet8
A step-by-step workshop for building an MCP server that provides weather tools …
— ○ ⏳ — — — — — —
45221
aniongithub
Manage dev container environments via MCP (Docker, DevPod, Codespaces).
— ○ ⏳ — N/A N/A — — —
45222
LKbaba
Integrates Google Gemini 3.1 with Claude Code to provide web search, large code…
— ○ ⏳ — N/A N/A — — —
45223
Bohaohao
Product MCP Claim 1
MCP server for ERP product operations that enables AI agents to precheck produc…
— ○ ⏳ — — — — 81 —
45224
cmaalto03
Enables LLMs to manage student records through natural language by wrapping a s…
— ○ ⏳ — N/A N/A — — —
45225
M00N7682
imugi Claim
Enables AI to capture, compare, and automatically patch frontend code against r…
— ○ ⏳ — N/A N/A — — —
45226
dbsxortime
A MongoDB Atlas-based Notion-style knowledge base management MCP server that su…
— ○ ⏳ — N/A N/A — — —
45227 — ○ ⏳ — N/A N/A — 95 —
45228
tahasiddiquii
agent-memory Claim
Provides long-term memory for AI agents with per-user scoped recall, ranking by…
— ○ ⏳ — N/A N/A — — —
45229
MauricePutinas
Makes Claude a real operator for Adobe Premiere Pro 2025, providing 59 tools to…
— ○ ⏳ — N/A N/A — — —
45230
J-Quants
Enables searching J-Quants API endpoints, retrieving detailed documentation, ge…
— ○ ⏳ — — — — — —
45231
amortegui84
Upscale images to print-ready files (TIFF/PNG/JPG) via PrintScale.
— ○ ⏳ — N/A N/A — — —
45232
mcpflow
Enables natural language queries to Triplewhale for analyzing marketing and fin…
— ○ ⏳ — — — — — —
45233
recall Claim
Persistent memory for Claude Code. Search, recall, and re-inject context from a…
— ○ ⏳ — N/A N/A — 95 —
45234
cmsappian123-bit
Enables interaction with Appian applications through the Model Context Protocol…
— ○ ⏳ — — — — — —
45235
lanten-ai
Connects AI assistants to the Lanten property management API, allowing them to …
— ○ ⏳ — — — — — —
45236
gianevag
A self-hosted MCP server for storing, searching, and querying meeting notes wit…
— ○ ⏳ — — — — — —
45237
axc9000
An MCP server that connects Claude Desktop to The Odds API, giving Claude real-…
— ○ ⏳ — — — — — —
45238
clawdbrunner
Self-hosted service providing unified memory search and write operations across…
— ○ ⏳ — N/A N/A — — —
45239
AiAkiv
Shared long-term memory for AI agents: save and recall context as a searchable …
— ○ ⏳ — — — — — —
45240
camerondwills
Lazy Ads Claim
Hosted MCP for nine ad networks. BYOA, flat SaaS — no percent of spend, no fake…
— ○ ⏳ — — — — — —
45241
arthaxGarage
omni-memory Claim
A fully-local AI memory system that saves notes, code, and terminal output to a…
— ○ ⏳ — N/A N/A — — —
45242
LokiMCPUniverse
Exposes Zoho CRM v6 REST API as structured tools for LLM agents via MCP, enabli…
— ○ ⏳ — — — — — —
45243
DumbGreenFish
A lightweight MCP server that gives AI assistants real-time web search and URL …
— ○ ⏳ — — — — — —
45244
atlas-outreach-data-tools
MCP server for ATLAS Open Data that enables LLMs to discover, query, and retrie…
— ○ ⏳ — N/A N/A — — —
45245
sachinuppal
Predict the cost of an LLM call before you make it, and pick the cheapest model…
— ○ ⏳ — N/A N/A — — —
45246
awaybreaktoday
Enables comprehensive interaction with GitHub repositories, including code mana…
— ○ ⏳ — — — — 81 —
45247
whit3rabbit
SpecForged Claim
Create and evolve clear software specifications from requirements and design to…
— ○ ⏳ — N/A N/A — 95 —
45248
ali-kh7
A Model Context Protocol compliant server that facilitates comprehensive web re…
— ○ ⏳ — — — — 81 —
45249
molpass
Computes biorhythm values (physical, emotional, intellectual) and generates a P…
— ○ ⏳ — N/A N/A — — —
45250
bonsai
MCP server for collecting and analyzing CLI/web server error logs. Enables watc…
— ○ ⏳ — N/A N/A — — —
Showing 45201–45250 of 69261 servers
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