MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29776
Scored
2112
Verified
16952
Complete

Last updated 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52251
t8y2
dbx Claim
Query databases from AI agents using connections configured in DBX.
N/A N/A
52252
pangolinfo
amazon-mcp Claim
Amazon data MCP: products, reviews, niches, WIPO design/IP + US litigation, AI …
52253
kogecoo
mcp-tanita Claim
Read-only MCP server for Tanita Health Planet measurements, providing tools for…
52254
Arodoid
UnityMCP Claim
Integrate AI assistants seamlessly into your Unity projects. Monitor editor sta…
N/A N/A 95
52255
mhue26
Enables reading Figma files via REST API and writing to the Figma canvas via a …
52256
kogecoo
mcp-kindle Claim
Read-only MCP server for accessing local Kindle library data, exposing tools to…
N/A N/A
52257
SamyiHu
mcp-uart Claim
Enables AI agents to communicate with UART/serial devices, offering tools for p…
N/A N/A
52258
jalenzz
A Cloudflare Workers-based implementation of Model Context Protocol server that…
81
52259
Shyamkadiwar
Enables AI assistants to interact with MongoDB databases through natural langua…
52260
limam-B
mlagents-mcp Claim
Controls Unity ML-Agents training runs from Claude Code, enabling launch, stop,…
N/A N/A
52261
bogdan9095
open-brain Claim
Graph-structured MCP memory server. 37.2% on LongMemEval baseline — a benchmark…
N/A N/A 95
52262
giuliocapecchi
Jisho MCP Claim
Enables Japanese word lookup and search using the Jisho.org dictionary, providi…
52263 N/A N/A 95
52264
kontakt-qy0g
"Semantic search over 50,000+ recipes using hybrid dense+sparse retrieval with …
81
52265
PerssonaOps
MCP server that lets AI agents control Perssona. It enables creating terminals,…
N/A N/A
52266
Rhaera
mcp-server Claim
N/A N/A 95
52267
seungmanchoi
An MCP server for vibe coders to generate app icons with AI, auto-resize for iO…
N/A N/A
52268
thanksio
Send letters, postcards, notecards, and gift cards via postal mail.
N/A N/A 95
52269
kkjzio
Generates quizzes from Markdown content and outputs interactive HTML and Word d…
N/A N/A
52270
guolisen
Enables interaction with Linux system operations via MCP, including CPU, memory…
N/A N/A
52271
aviralkaushik412
A Model Context Protocol (MCP) server that connects Claude AI directly to the G…
N/A N/A
52272
Jing7ao
seedance-mcp Claim
Seedance AI 视频生成 MCP Server - 让 Claude Code 直接生成 AI 视频
N/A N/A
52273
calclavia
braintrust Claim
N/A N/A 95
52274
fastmcp-me
IcebergMCP Claim
Enables natural language interaction with Apache Iceberg Lakehouse tables throu…
52275
kbennett2000
concord-mcp Claim
Enables MCP clients to look up Bible verses, perform semantic search, and acces…
N/A N/A
52276
gitagenticdev
Enables AI models like Claude or GPT to interact with a decentralized git netwo…
52277
ringo380
A comprehensive MCP server for Google Sheets integration with Claude, enabling …
52278
vikkysarswat
A production-ready MCP server for algorithmic trading with Dhan broker API, pro…
N/A N/A
52279
jeeftor
Inspect and safely operate Audiobookshelf libraries over MCP.
N/A N/A
52280
veloper
pgmcp Claim
Enables AI agents to perform PostgreSQL administration, web crawling, and knowl…
N/A N/A
52281
2389-research
agent-drugs Claim
Digital drugs that modify AI behavior through prompt injection, enabling agents…
52282
dracepj
Enables searching and retrieving economic data from the Federal Reserve Economi…
52283
Null-Phnix
JobHound Claim
Enables autonomous job search by scanning, scoring, and applying to jobs via AP…
N/A N/A
52284
wehomemove
homedata-mcp Claim
Enables AI assistants to query UK property data including EPCs, sale history, p…
52285
pradeep895
Enables secure static analysis of Microsoft Office documents and related file t…
N/A N/A
52286
zh
Enables interaction with Redmine projects, issues, users, time entries, members…
52287
polydera
lunar Claim
Browser-based geometry processing server that enables AI agents to create geome…
52288
CSOAI-ORG
EU Platform Workers Directive (2024/2831) compliance — employment-status presum…
N/A N/A
52289
simonluke
Enables AI agents to load, translate, simulate, and analyze Modelica models in …
N/A N/A
52290
Pavankurapati03
A Python-based MCP server that provides mathematical tools like addition and ra…
N/A N/A
52291
souhailmerroun-recyclebin
mcp-browser Claim
Exposes Playwright browser automation as MCP tools, enabling AI assistants to c…
N/A N/A
52292
angryninja48
Connects to Garmin Connect and exposes fitness and health data (activities, ste…
52293
fzlzjerry
uniprot-mcp Claim
MCP server that exposes the UniProt REST API to LLM clients, enabling search an…
52294
Nainounen
homelab-mcp Claim
MCP server giving AI assistants full control of a Proxmox homelab, enabling man…
52295
Harper-Labs
Hosted MCP for YouTube Studio: uploads, metadata, playlists, comments, analytic…
52296
SimoneRecchia
Enables building and previewing Minecraft schematics from natural language desc…
N/A N/A
52297
deivit24
A learning project that wraps a FastAPI app with endpoints for random facts and…
52298
AmyJeanes
MCP server that analyzes images with Google's Gemini vision models, allowing ag…
52299
mrgoonie
MCP server for Vietnamese stock market data, enabling AI assistants to access s…
52300
keen-mcp
MindMap Claim
Turn outlines and hierarchical notes into interactive mind maps through a hoste…
Showing 52251–52300 of 54421 servers