MCP Server Quality Scores

Independent quality analysis of 47923 public MCP servers

47923
Discovered
29617
Scored
2112
Verified
16952
Complete

Last updated 11 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
23351
cporter202
The ultimate collection of APIs for building autonomous AI agents — 2,036 produ…
C 60 33 50 N/A N/A 29 95
23352
gaharivatsa
Provide seamless access to Kibana logs through a simple API designed for effici…
C 60 43 48 71 N/A 24 90
23353
n-irei
A fully offline local RAG server that utilizes ChromaDB and Ollama to index and…
C 60 33 54 N/A N/A 24 95
23354
avanomme
A modern, extensible server that provides a unified interface to control and in…
C 60 43 48 71 N/A 16 95
23355
lirantal
Build Awesome MCPs with Awesome Best Practices for MCP Servers and MCP Clients
C 60 33 48 N/A N/A 35 95
23356
theYahia
yandex-direct-mcp Claim 1
MCP server for Yandex.Direct API v5 enabling management of campaigns, ad groups…
C 60 33 45 55 83
23357
vibheksoni
The only browser automation that bypasses anti-bot systems. AI writes network h…
C 60 43 54 30 N/A 83 82
23358
Nom-nom-hub
Provides AI coding agents with a secure, sandboxed environment for executing co…
C 60 44 84 40 26 76
23359
Techopolis
AI agent skills, agent teams, MCP servers, and tools that make AI coding assist…
C 60 33 44 N/A N/A 39 95
23360
CoplayDev
Unity plugin for Coplay
C 60 33 50 N/A N/A 32 95
23361
davidpius95
ProxmoxMCP-Plus Claim
Enhanced MCP server for managing Proxmox virtualization platforms with complete…
C 60 44 48 68 42 81
23362
pgallar
A Model-Controller-Proxy server that acts as an intermediary between clients an…
C 60 44 62 67 19 81
23363
abdwyer
Trello MCP Server Claim
Provides seamless integration with Trello's API to manage boards, lists, and ca…
C 60 44 66 42 43 82
23364
nirholas
DeFi agent definitions JSON API - crypto trading portfolio management bots
C 60 43 58 15 N/A 78 95
23365
procoders
test-server Claim 1
just a test of glama
C 60 33 50 N/A N/A 30 95
23366
langadventurellc
Task Trellis MCP Claim 1
An MCP server for Task Trellis that provides tools for AI coding agents to mana…
C 60 43 45 47 N/A 57 95
23367
xmkevinchen
calibre-mcp Claim 1
An MCP server for managing local Calibre libraries using the calibredb CLI. It …
C 60 33 51 N/A N/A 27 95
23368
SiegKat
A multi-agent research system using a shared blackboard (belief store) for agen…
C 60 33 42 N/A N/A 45 95
23369
thedcfix
MCP-Server Claim
A Flask-based MCP server with web GUI that provides utility tools for mathemati…
C 60 43 48 67 N/A 22 95
23370
Fatmike-GH
MCPDebugger Claim
A MCP Debugger Server for Windows executables (x86 and x64). Exposes debugger f…
C 59 33 44 N/A N/A 37 95 C
23371 C 59 43 50 65 N/A 25 89
23372
JohanLi233
MCP Sandbox Claim
An interactive Python code execution tool that allows users and LLMs to safely …
C 59 44 56 38 63 81
23373
m-higuchi
Task MCP Server Claim
Enables AI clients to manage todo tasks through Tools for adding, listing, comp…
C 59 33 50 N/A N/A 25 95
23374
zebbern
claude-code-mcp Claim
Model Context Protocol (MCP) servers with Claude Code. These tools dramatically…
C 59 33 54 N/A N/A 18 95
23375
MattyPe
pms-docker Claim
C 59 33 54 N/A N/A 18 95
23376
purity3
FastAPI MCP Server Claim
A high-performance Model Context Protocol (MCP) server designed for large langu…
C 59 44 42 71 42 81
23377
tsmndev
Tavily MCP Server implementation that uses fastmcp and supports both sse and st…
C 59 44 72 48 22 81
23378
alejoair
Provides cross-platform terminal access through MCP, enabling AI assistants to …
C 59 44 54 58 40 81
23379
markswendsen-code
Hopper MCP Server Claim 1
Enables AI assistants to search flights and hotels, access AI-powered price for…
C 59 44 86 30 30 76
23380
Ray0907
git-mcp-server Claim 1
MCP server for GitLab and GitHub
C 59 43 65 35 N/A 50 83
23381
webhiveos
WebHive Claim 1
Meet WebHive, the AI-powered browser that takes care of tasks for you. No more …
C 59 43 60 30 N/A 46 95
23382
gbassaragh
Provides AI assistants with access to UniFi Network and Protect infrastructure …
C 59 44 76 42 26 81
23383
BACH-AI-Tools
Enables access to the Chuck Norris API to retrieve Chuck Norris jokes and facts…
C 59 44 50 60 45 80
23384
novvoo
Gurddy MCP Server Claim
Enables solving Constraint Satisfaction Problems (CSP) like N-Queens, graph col…
C 59 44 78 25 46 81
23385
theYahia
sber-mcp Claim 1
MCP server for Sberbank API — accounts, statements. Bearer token auth.
C 59 33 41 N/A N/A 58 83
23386
gunnerpark-alt
slab-mcp Claim 1
MCP server for analyzing Clay tables — schema, rows, errors, and enrichment deb…
C 59 33 45 N/A N/A 36 95
23387
rigzindorje
Gmail MCP Server Claim
This is an auto-generated Model Context Protocol server that enables interactio…
C 59 43 60 50 N/A 21 95
23388
shyinlim
A Model Context Protocol (MCP) server that provides seamless integration betwee…
C 59 43 58 42 N/A 43 90
23389
kimjungyeol
An integration server that enables LLMs to interact with Notion workspaces thro…
C 59 44 78 27 43 81
23390
darrenjrobinson
untappd Claim
MCP server exposing Untappd API tools for AI agents
C 59 33 54 N/A N/A 37 83
23391
raw-labs
MXCP Claim
Enterprise-grade MCP framework for building production-ready AI tools with data…
C 59 43 54 41 N/A 56 87
23392
KuudoAI
amazon_ads_mcp Claim 2
Amazon Ads API MCP server for Amazon Advertising API
C 59 43 60 41 N/A 79 62
23393
Lucchh
mentor_start_up_agent Claim 1
C 59 33 54 N/A N/A 21 95
23394
BACH-AI-Tools
Enables retrieval of random inspirational quotes from various categories includ…
C 59 44 50 60 45 80
23395
bsahane
MCP Proxmox Server Claim
Enables comprehensive management of Proxmox virtualization infrastructure throu…
C 59 44 78 41 23 81
23396
Junwoo-Seo-1998
BOJ MCP Server Claim
Enables AI assistants to access solved.ac user profiles and search Baekjoon Onl…
C 59 44 50 67 32 81
23397
kevinzhang03
Enables programmatic control of Ableton Live using natural language to manage s…
C 59 43 66 31 N/A 45 90
23398
waifuai
MCP Waifu Queue Claim 1
An MCP server that implements a conversational AI 'waifu' character using a tex…
C 59 44 49 66 36 82
23399
glorynguyen
Enables AI models to generate production-ready, 60fps-optimized GSAP animation …
C 59 44 78 11 59 83
23400
Positronikal
A professional implementation of a Model Context Protocol server that enables i…
C 59 43 56 22 N/A 64 95
Showing 23351–23400 of 47923 servers
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