MCP Server Quality Scores

Independent quality analysis of 69236 public MCP servers

69236
Discovered
→
33926
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46351
loryanstrant
ESPHome MCP Claim
Enables MCP clients to manage ESPHome devices via the 2026.6+ dashboard WebSock…
— ○ ⏳ — — — — — —
46352
krystalmonolith
SkippyMCP Claim
An MCP server for controlling Rigol oscilloscopes from an AI assistant. It tran…
— ○ ⏳ — — — — — —
46353
universal-mcp
Enables interacting with Hubspot tools and services through a unified API and t…
— ○ ⏳ — — — — — —
46354
preethi6379
Integrates with GitHub REST API to allow LLM agents to list and create reposito…
— ○ ⏳ — — — — — —
46355
PPACT
Automatically converts OpenAPI/Swagger documents into MCP servers, enabling AI …
— ○ ⏳ — — — — — —
46356
Raroford32
zim Claim
— ○ ⏳ — N/A N/A — 95 —
46357
huss-mo
GroundMemory Claim
An MCP-native, local-first memory server that gives AI agents persistent, struc…
— ○ ⏳ — — — — — —
46358
rabbitcannon
An MCP server that connects AI assistants to the PixelLab pixel art generation …
— ○ ⏳ — — — — — —
46359
manofsadness
ItchWPMCP Claim
Local MCP server for Codex/Claude to query and edit WordPress content through t…
— ○ ⏳ — — — — — —
46360
enstw
A remote MCP connector that gives Claude.ai projects a persistent, cross-conver…
— ○ ⏳ — — — — — —
46361
whisper-sec
WhisperGraph Claim
Self-hostable MCP server for WhisperGraph — a graph of 7.39B nodes / 39B edges …
— ○ ⏳ — — — — — —
46362
JamshedMemon
voidsend-mcp Claim
MCP server for VoidSend enabling AI agents to send and receive end-to-end encry…
— ○ ⏳ — N/A N/A — — —
46363
thebackpackdevorg
Turns any folder of Markdown files into a searchable, structured knowledge base…
— ○ ⏳ — N/A N/A — — —
46364
tatsunori-ono
A token-optimized documentation and Q&A registry for AI agents, providing dense…
— ○ ⏳ — — — — — —
46365
andrewnexys
EdgeFinder Claim
CLI and MCP server for EdgeFinder sports analysis. Get AI-powered NFL, NBA, and…
— ○ ⏳ — — — — — —
46366
Motasaith
Enables image upscaling, face enhancement, and background removal via public im…
— ○ ⏳ — N/A N/A — — —
46367
memorymesh Claim 1
Persistent, zero-dependency AI memory using SQLite. Local-first, cross-tool por…
— ○ — N/A N/A — 81 —
46368
rodrigo-do-carmo
Enables AI assistants to interact with Brazilian electronic invoices (NF-e, NFC…
— ○ ⏳ — — — — — —
46369
sargonpiraev
Enables AI assistants to access and manage HeadHunter job platform data, includ…
— ○ ⏳ — — — — — —
46370
rk9595
A MakeMyTrip-style travel-booking MCP server with flights, hotels, trains, and …
— ○ ⏳ — — — — — —
46371
sebastiancoombs
fpds-mcp Claim
MCP server for querying U.S. Federal Procurement Data System (FPDS-NG) to searc…
— ○ ⏳ — — — — — —
46372
eresearchqut
myst-mcp Claim
Enables searching any MyST Markdown or Jupyter Book documentation site that pub…
— ○ ⏳ — — — — — —
46373
brwse
An MCP-version of Claude Code's tools
— ○ ⏳ — N/A N/A — 95 —
46374
BlueNacho
Local MCP server that turns Mark Builds Brands' YouTube knowledge into an AI co…
— ○ ⏳ — N/A N/A — — —
46375
grandinh
A persistent knowledge base server for MCP development with GitHub integration …
— ○ ⏳ — N/A N/A — — —
46376
Helms-AI
MCP server that exposes OpenClaw Gateway tools to Claude Code and other MCP cli…
— ○ ⏳ — — — — — —
46377
bfhayes
Wraps the RentCast API to search houses for sale, get valuations, rent estimate…
— ○ ⏳ — — — — — —
46378
Uncommontayo
A high-performance MCP server that enables AI assistants to interact with Gmail…
— ○ ⏳ — N/A N/A — 95 —
46379
Pcw-Life
Provides a comprehensive suite of 56 tools for the management and automation of…
— ○ ⏳ — N/A N/A — 95 —
46380
silkyrich
A remote MCP server on Cloudflare Workers that gives Claude read-only access to…
— ○ ⏳ — — — — — —
46381
KenTaniguchi-R
Stores and retrieves personal information fields securely, allowing Claude to a…
— ○ ⏳ — N/A N/A — — —
46382
TwelveTake-Studios
Enables AI assistants to read, write, organize, search, and compile Scrivener w…
— ○ ⏳ — N/A N/A — 95 —
46383
visionary-5
MCP server for structured reflection and self-modeling over Everlog diary expor…
— ○ ⏳ — N/A N/A — — —
46384
enriquecatala
mcp-lightrag Claim
Enables AI assistants to interact with LightRAG knowledge graphs, supporting sm…
— ○ ⏳ — N/A N/A — — —
46385
kyryl-opens-ml
mcp-lance-db Claim
Enables storing and retrieving semantic memories using LanceDB vector database,…
— ○ ⏳ — N/A N/A — — —
46386
publishednft
Enables AI assistants to access Published NFT documentation, NFT collections, F…
— ○ ⏳ — — — — — —
46387
annibale-x
mcp-memento Claim 1
An MCP server that provides persistent memory and context management across ses…
— ○ ⏳ — N/A N/A — 95 —
46388
obrien-matthew
mcp-mealie Claim
MCP server for Mealie that exposes its REST API to manage recipes, meal plans, …
— ○ ⏳ — — — — — —
46389
paifas
Enables searching, reading, listing, creating, and updating Confluence pages vi…
— ○ ⏳ — — — — — —
46390
matt1as
Enables AI assistants to search and analyze Swedish real estate data from Booli…
— ○ ⏳ — — — — 81 —
46391
chrispickford
Enables querying FIFA competitions, fixtures, results, and live match data thro…
— ○ ⏳ — N/A N/A — — —
46392
Gorav22
BlenderMCP Claim
Connects Blender to Claude AI and Cursor via MCP, enabling 3D modeling and scen…
— ○ ⏳ — N/A N/A — — —
46393
Misko4b
Tarot card meanings for love, and answers to the most-asked love questions, in …
— ○ ⏳ — — — — — —
46394
promptaholic
Enables AI agents to automate Epiphany booking tasks, including checking availa…
— ○ ⏳ — N/A N/A — — —
46395
heymrun
heym Claim
Source-available, self-hosted AI workflow automation platform. Build multi-agen…
— ○ ⏳ — N/A N/A — — —
46396
KitDevUA
Analyze any video (local file or URL) into frames + transcript for Claude Code
— ○ ⏳ — N/A N/A — — —
46397
Ehsas317
A production-grade GitHub repository finder that helps LLMs discover best repos…
— ○ ⏳ — — — — — —
46398
TaeheeLim
DBMS-MCP Claim
Enables read-only querying of multiple databases via JDBC, supporting Tibero, O…
— ○ ⏳ — — — — — —
46399
soumyaranjansingh-economist
Enables GitHub Copilot CLI to query SFMC SubscriberAPI execution logs for healt…
— ○ ⏳ — — — — — —
46400
AnassKartit
Enables Claude to generate and edit images using Google Gemini AI.
— ○ ⏳ — — — — — —
Showing 46351–46400 of 69236 servers
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