MCP Server Quality Scores

Independent quality analysis of 46593 public MCP servers

46593
Discovered
29550
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 57 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
46551
CSOAI-ORG
stripe-billing-mcp MCP server by MEOK AI Labs
N/A N/A
46552
MihaiBuilds
Memory Vault Claim
Local-first AI memory layer with hybrid search. Postgres + pgvector. Self-hoste…
N/A N/A
46553
ddmanyes
Self-maintaining knowledge vault: figure-level search, auto-wikilinks, and memo…
N/A N/A
46554
LLL-404
A MCP server that enables AI assistants to control Android devices via ADB, sup…
N/A N/A
46555
Sean-Bravo
taxformatter Claim
Parse crypto CSVs and bank PDFs into clean transaction data for Koinly, TurboTa…
N/A N/A
46556
Fast, local VM orchestration (QEMU/KVM) with native MCP support for autonomous …
N/A N/A 81
46557
vdineshk
Behavioral trust scoring for MCP servers and AI agents. Live registry tracking …
46558
wyre-technology
An MCP server for ConnectWise Manage PSA, enabling management of tickets, proje…
46559
simiancraft
A Model Context Protocol server for Gmail that lets AI assistants read, send, s…
46560
intruder-io
intruder-io Claim
test
N/A N/A 95
46561
AnnasMazhar
pyspark-mcp Claim
SQL to PySpark conversion, AWS Glue job generation, and Spark code optimization.
N/A N/A
46562
DIALLOUBE-RESEARCH
BTC Decision Terminal for AI agents: live Hyperliquid vault signals, x402 $0.01…
46563
IDNSIDNS
MCP server for French (BOAMP) + EU (TED) public procurement data via TenderAPI.
N/A N/A
46564
Sub-Bach
pronote-mcp Claim
A local MCP server that exposes Pronote (French school management system) data …
N/A N/A
46565
CSOAI-ORG
marketing-analytics-ai-mcp MCP server by MEOK AI Labs
N/A N/A
46566
sirsjg
Enables AI agents to create, update, list, and delete tasks on a Kanban board v…
46567
sheikhBasit
A log analysis MCP server that enables tailing, searching, filtering, and summa…
N/A N/A
46568
matpb
Read-only access to MySQL databases with query sanitization, Cloud SQL Proxy su…
46569
davidmosiah
Unofficial local-first MCP server for Samsung Health personal-data CSV/ZIP expo…
N/A N/A
46570
sauryadas
Enables natural-language access to Oracle Cloud Infrastructure resources, allow…
46571
animalnots
Enables AI assistants to interact with humans through GUI dialogs for text inpu…
N/A N/A
46572
zenkodr
Enables AI agents to interact with Novu's notification infrastructure, supporti…
46573
sandersouza
Enables MCP-compatible agents to interact with Grafana instances for searching,…
46574
Sunilk240
A weather service built using Model-Context-Protocol (MCP) that provides curren…
46575
kratos4ai
MCP server for managing bakery recipe technical sheets with Postgres. Enables A…
46576
JustDreameritis
A production-ready MCP server template with built-in tools for file search, web…
N/A N/A
46577
nima-karami
Exposes Nima Karami's curated, public-safe career history. Allows AI to select …
46578
Roast-Labs
An MCP server that exposes the ChatGPT Ads API as tools an LLM host can call.
46579
alejandro-ao
Example MCP server built with FastMCP, demonstrating tools, resources, and prom…
46580
Jamaluddin9
A simple program that helps you connect to many PostgreSQL databases at once, p…
N/A N/A
46581
persist-1
基于 DrissionPage 的模型上下文协议 (MCP) 服务,为 AI 助手提供强大的浏览器自动化能力。
N/A N/A
46582
yazcaleb
Analyzes GitHub Pull Requests using AI via MCP, providing detailed feedback and…
46583
anilreddykota
Bridges AI coding assistants with website codebases, local git repositories, an…
N/A N/A
46584
elizavetaRa
Provides access to CERN Indico public events, enabling search, retrieval of eve…
46585
tac0de
Turn Obsidian notes into agent-ready context, preview-only plans, and safe repo…
N/A N/A
46586
pipeworx-io
Grants Gov Claim
Grants.gov MCP — open federal grant opportunities (free, no auth)
46587
XingtongCai
A framework that supports stdio, streamable HTTP, and SSE protocols for MCP ser…
46588
mohamed-yehia311
Automated MCP server that listens for Hugging Face discussion comments, extract…
N/A N/A
46589
OJamals
Provides access to LangSearch's Web Search and Semantic Rerank APIs for AI assi…
81
46590
oshvartz
MCP server for storing and retrieving context-specific agent rules, enabling AI…
N/A N/A
46591
Tarun-004
weather mcp Claim
A lightweight Model Context Protocol (MCP) server that gives AI assistants the …
46592
hesreallyhim
A minimal MCP test server for validating initial client/server setup, offering …
N/A N/A
46593
rycurc
Glystn Claim
Discover content, creators, and trends all from your favorite LLM. Good for exp…
N/A N/A 95
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