MCP Server Quality Scores

Independent quality analysis of 48900 public MCP servers

48900
Discovered
29685
Scored
2112
Verified
16952
Complete

Last updated 18 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
19801
Alejandro-M-P
git-courer Claim
Full git MCP server for LLM agents — 17 tools, AST annotator, auto-backups, rea…
B 79 33 60 N/A N/A 90 95
19802
AINative-Studio
Enables natural language content management for Strapi CMS, supporting creation…
B 79 44 100 62 62 81
19803
mmaudio
MMAudio MCP Claim
Enables AI-powered video-to-audio and text-to-audio generation using MMAudio's …
B 79 44 96 73 58 81
19804
DMontgomery40
mcp-canvas-lms Claim
Version 2.2 - 54 tools available - an MCP server for interacting with the Canva…
B 79 43 100 70 N/A 49 84
19805
sp0oby
ZKshare Claim
ZKshare stdio MCP: store/prove/share, semantic search, sandbox proxy to HTTPS /…
B 79 33 88 N/A N/A 57 83
19806
spranab
saga-mcp Claim
A Jira-like project tracker for AI agents with full hierarchy (Projects > Epics…
B 79 43 90 58 N/A 75 90
19807
statecli
statecli Claim
State replay and self-debugging for AI agents. Track, replay, undo, checkpoint.
B 79 43 90 60 N/A 64 95
19808
kocakli
Trello Desktop MCP Claim 1
Enables comprehensive Trello integration through Claude Desktop, allowing users…
B 79 43 94 72 N/A 52 89
19809
Hint-Services
Todoist MCP Server Claim
Connects AI assistants to Todoist for comprehensive task management, enabling n…
B 79 44 92 72 69 78
19810
MukundaKatta
agentvet Claim 1
Validate tool-call args before execution. Returns LLM-friendly retry hints.
B 79 33 84 N/A N/A 50 95
19811
airmang
hwpx-mcp-server Claim
Enables AI agents to read, search, and modify HWPX documents directly via MCP, …
B 79 43 84 55 80 95
19812
louislva
claude-peers Claim
Enables discovery and instant communication between multiple local Claude Code …
B 79 33 90 N/A N/A 39 95
19813
williamRR
Provides LLM-optimized tools for advanced code analysis, repository complexity …
B 79 33 90 N/A N/A 38 95
19814
tosin2013
documcp Claim
DocuMCP is an intelligent Model Context Protocol (MCP) server that revolutioniz…
B 79 44 96 52 85 81
19815
devwhodevs
engraph Claim
Local knowledge graph for AI agents. Hybrid search + MCP server for Obsidian va…
B 79 33 64 N/A N/A 83 95
19816
Robocular
spawnpay Claim
Crypto wallets, payments, and referral earnings for AI agents on Base L2
B 79 33 90 N/A N/A 55 83
19817
PostmanV3
postman-mcp Claim 1
mcp-PostmanV3
B 79 43 92 71 N/A 54 91
19818
hiveforge-sh
hivemind Claim 2
MCP server for Obsidian vaults - AI tools with consistent canonical context. Lo…
B 79 43 81 62 N/A 85 90
19819
necatiarslan
Aws Claw Claim
Provides a comprehensive suite of tools for interacting with AWS services like …
B 79 33 72 N/A N/A 71 95
19820
prmichaelsen
gcloud-mcp Claim
A Google Cloud MCP server that enables users to manage Cloud Build and Cloud Ru…
B 79 44 96 71 56 82
19821
itsbrex
Provides seamless access to the Attio API for AI assistants like Claude and Cur…
B 79 43 96 62 51 95
19822
agenson-tools
web-content-extractor Claim 1
Extract and process web content into clean, structured formats optimized for LL…
B 79 33 84 N/A N/A 48 95
19823
MohamedAbdallah-14
Generate app icons, favicons, OG images, and logos by routing across 30+ image …
B 79 33 60 N/A N/A 90 95
19824
blindpaylabs
Enables AI assistants to interact with BlindPay's stablecoin payment infrastruc…
B 79 44 92 71 64 81
19825
dend
A Three.js MCP server for designing 3D brick constructions, enabling AI or inte…
B 79 33 74 65 95
19826
techwell-inc-jp
Japanese calendar API for AI agents. Provides Rokuyo, Rekichu, Eto, 24 Solar Te…
B 79 33 78 N/A N/A 60 95
19827
rusiaaman
wcgw Claim
Autonomous shell execution, computer control and coding agent. (Mac)
B 79 43 92 50 N/A 79 90
19828
luancamara
mcpfirebird Claim
Run queries, explore schemas, and retrieve table data with ease. Diagnose perfo…
B 79 43 96 58 N/A 57 95
19829
daedalus
mcp-kicad Claim
MCP server exposing KiCad PCB Editor functionality via IPC API
B 79 33 72 N/A N/A 71 95
19830
agentaeo
AEO audit tool — measure brand visibility across ChatGPT, Perplexity, Claude, a…
B 79 33 76 N/A N/A 62 95
19831
edicarloslds
businessmap-mcp Claim
Model Context Protocol server for BusinessMap (Kanbanize) integration. Provides…
B 79 44 90 72 69 81
19832
vinkius-labs
mcp-fusion Claim
A TypeScript framework for building production-ready MCP servers with automatic…
B 79 33 60 N/A N/A 91 95
19833
nteract
semiotic Claim
React data visualization MCP server with 30+ chart types. 5 tools: suggest char…
B 79 33 56 N/A N/A 96 95
19834
bitwarden
Bitwarden MCP Server Claim 1
Enables AI assistants to securely manage Bitwarden vault items, folders, attach…
B 79 43 77 67 N/A 85 89
19835
philrox
ris-mcp-ts Claim 1
Access Austrian federal laws, state laws, court decisions, and legal documents …
B 79 43 82 61 81 92
19836
check3D
canvas-mcp Claim
B 79 33 88 N/A N/A 44 95
19837
wmt-mobile
LocalNest MCP Claim
A local-first MCP server that provides AI agents with safe codebase access thro…
B 79 43 84 56 N/A 81 95
19838
runcycles
cycles-mcp-server Claim
Runtime budget authority for autonomous agents - a set of tools to check, reser…
B 79 33 72 87 83
19839
HiroyukiFuruno
Markdown linter, workspace-scoped stdio MCP server, and self-hosted text-only r…
B 79 33 62 N/A N/A 87 95
19840
ShipItAndPray
mcp-turboquant Claim 1
LLM quantization via tool call. Convert models to GGUF, GPTQ, and AWQ formats. …
B 79 33 78 N/A N/A 60 95
19841
jbenton
guardian-mcp-server Claim 1
Provides access to the complete archives of The Guardian newspaper since 1999, …
B 79 44 100 76 43 82
19842
Abdullah4AI
Orchestrates multiple Claude Code instances into a collaborative swarm for real…
B 79 33 84 N/A N/A 50 95
19843
hiraishikentaro
WezTerm MCP Server Claim
Enable integration of WezTerm terminal emulator with external tools and resourc…
B 79 33 86 N/A N/A 47 95
19844
andrealufino
aapl-ads-mcp Claim
B 79 33 76 N/A N/A 62 95
19845
Taoidle
plan-cascade Claim
AI-powered cascading development framework. Decompose complex projects into par…
B 79 43 94 42 N/A 81 95
19846
mrslbt
rakuten-mcp Claim
Rakuten API integration for product search, hotel and travel booking, and recip…
B 79 33 72 71 95
19847
Writio
writio-mcp-server Claim
LinkedIn-native AI content creation, scheduling & analytics. Write and post on …
B 79 43 90 72 N/A 54 90
19848
patrickdappollonio
Provides read-only access to Kubernetes clusters for AI assistants.
B 79 43 88 58 69 95
19849
gvaibhav
TAM-MCP-Server Claim
A comprehensive Model Context Protocol (MCP) server for market sizing analysis,…
B 79 44 94 68 N/A 68 80
19850
samuraikun
S3 MCP Server Claim
An Amazon S3 Model Context Protocol server that allows Large Language Models li…
B 79 43 86 57 80 92
Showing 19801–19850 of 48900 servers
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