MCP Server Quality Scores

Independent quality analysis of 43365 public MCP servers

43365
Discovered
29451
Scored
2111
Verified
16952
Complete

Last updated 1 hour, 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
39201
PsChina
Run DeepSeek as a real sub-agent inside Claude Code / Codex CLI. DeepSeek gets …
N/A N/A
39202
Nonanti
narwhal Claim
TUI database client with a built-in MCP server. Five databases (postgres, mysql…
N/A N/A
39203
MCP-Mirror
Enables reading and writing macOS system defaults and settings through commands…
N/A N/A 95
39204
shenjian8628
AI growth agent for technical founders. Generate and distribute content from yo…
N/A N/A 95
39205
uchimanajet7
Lightweight MCP server using OpenAI Responses API with built-in web search, ena…
39206
s-gun-kamolthip
Kuriflow Claim
Claude solves problems. Kuriflow makes them repeat. Stop spending AI tokens on …
N/A N/A 95
39207
dgtalquantumleap-ai
Field operations agent API for task management, geo-tracking, and team coordina…
N/A N/A 95
39208
madlinux768
Provides a private, managed instance of the official GitHub MCP server hosted o…
81
39209
Rotoslider
A persistent, human-like memory system for AI companions in LM Studio, using SQ…
N/A N/A
39210
aaron-pienza
Integrates Claude with Salesforce for natural language interactions with Salesf…
39211
gerbal
linear-mcp Claim
Enables AI agents to manage Linear issues, projects, teams, and more via the Mo…
39212
goldenpath-ai
Enables AI agents to consult with multiple AI models (GPT, Gemini, Grok, etc.) …
39213
temurkhan13
Token-cost telemetry for OpenClaw, queryable from Claude or any MCP-aware agent…
N/A N/A
39214
clauxel
Remote MCP for MCP consent scope receipt, structured receipts, audit logs, and …
39215
Nimbleway
Enables AI assistants to interact with the Nimble REST API, allowing them to ex…
39216
samueloladji
Vaultak Claim
Runtime security for AI agents. Score your agent's risk level across 5 dimensio…
81
39217
kao273183
MCP server bridging product ideas to prioritized roadmaps + spec drafts. Hands …
39218
Alexmacapple
MCP DSFR Claim
Generates, validates, and audits French government DSFR components with RGAA 4.…
39219
AmirTlinov
A universal MCP server that enables AI agents to securely manage PostgreSQL dat…
81
39220
rongcloud
Enables AI assistants to manage RongCloud instant messaging services, including…
39221
cbuntingde
Enterprise-grade MCP (Model Context Protocol) server for detecting secrets and …
81
39222
mgreen27
A proof-of-concept MCP bridge that exposes Velociraptor's forensic triage tools…
N/A N/A
39223
nanobot-ai
Provides an interactive blackjack game with standard rules via MCP tools and a …
39224
guh
guhhan4678 Claim
N/A N/A 95
39225
Androsh7
Enables LLMs to create, destroy, and manage AWS EC2 instances, including runnin…
39226
ThiTheGoat
of-mcp Claim
Provides MCP tools to search, retrieve, and answer questions from the public Op…
N/A N/A
39227
stevekinney
temporal-mcp Claim
Provides AI agents with read-only access to Temporal infrastructure through 28 …
39228
karyaboyraz
mockit-mcp Claim
Generate premium iOS mobile UI mockups (PNG + HTML) from a single text prompt. …
N/A N/A
39229
sebastianall1977
gmail-mcp7 Claim
N/A N/A 95
39230
barangaroo
Statistical crosstab analysis: chi-square, Fisher's exact, odds ratio, effect s…
N/A N/A 95
39231
on-panda
Enables GUI automation by executing Python code with instrumented pyautogui, pr…
N/A N/A
39232 N/A N/A 95
39233
AnChainAI
Enables AI assistants to access AnChain.AI blockchain intelligence APIs for ris…
N/A N/A
39234
CSOAI-ORG
ai-ops-mcp Claim
ai-ops-mcp MCP server by MEOK AI Labs
N/A N/A
39235
ersanpt
Free self-hosted WeChat push notification service with a standard MCP Server, e…
39236
jotraynor
Enables Claude to search and download music files from the Soulseek peer-to-pee…
81
39237
FreePeak
A lightweight MCP server that provides real-time Mermaid diagram syntax validat…
N/A N/A
39238
rupeelab17
pymdu Claim
Enables Claude Desktop or Gemini CLI to communicate with PyMDU, allowing analys…
N/A N/A
39239
charliecpeterson
edamcp Claim
An MCP server for Exploratory Data Analysis that automatically profiles dataset…
N/A N/A
39240
getzikra
zikra Claim
Persistent memory MCP server for Claude Code — self-hosted, n8n + PostgreSQL + …
39241
m4dd0c
Generates .m3u playlists on the user's PC based on their current mood or theme,…
N/A N/A
39242
Acharya-Arvind
A distributed MCP server architecture with a master aggregator that orchestrate…
81
39243
s-h-u-h-a-r-i
firebase-mcp Claim
A Model Context Protocol server that exposes Firebase Firestore and Authenticat…
N/A N/A
39244
granthooks
Provides CRUD operations (Create, Read, Update, Delete) for Nocodb tables throu…
N/A N/A
39245
agentrace Claim 1
Structured observability for AI agents. Trace steps, decisions, and errors. MCP…
N/A N/A 81
39246
solnera
MCP Gateway Claim
A Home Assistant custom integration that provides standalone MCP server endpoin…
N/A N/A
39247 N/A N/A 95
39248
SamErics0012
magic-mcp Claim
N/A N/A 95
39249
2niuhe
plantuml_web Claim
A web-based PlantUML frontend with MCP server integration, enable plantuml imag…
81
39250
tigergraph
Model Context Protocol (MCP) server for TigerGraph that lets AI agents interact…
N/A N/A
Showing 39201–39250 of 43365 servers
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