MCP Server Quality Scores

Independent quality analysis of 46053 public MCP servers

46053
Discovered
29531
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 55 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
45901
CSOAI-ORG
A2A Governance Bridge MCP server. Tools: verify agent compliance, authorize a2a…
N/A N/A
45902
cgoinglove
Provides location-based place recommendations in South Korea using the Kakao Ma…
45903
cartorio-criciuma
MCP server para gerenciamento de certidoes de cartorio via IA.
N/A N/A 81
45904
ZHANG-923-ZE
origin-MCP Claim
Enables AI assistants to control Origin 2025b for scientific plotting via natur…
N/A N/A
45905
Artemis-xyz
Enables interaction with the Artemis API to retrieve and analyze cryptocurrency…
N/A N/A 95
45906
phelps-matthew
Enables Claude to access and search a local Zotero library by querying metadata…
N/A N/A 95
45907
VeChain-AI-Terminal
Enables Claude Desktop to interact with the VeChain blockchain through natural …
45908
mcp-s-ai
MCP server for AI-powered image recognition and description using OpenAI vision…
N/A N/A 83
45909
onchaintel
Introducing PQS: The Fastest Way to Get Better Output From Any AI Model. Score …
81
45910
malkreide
Aggregates tech and AI signals from HackerNews, arXiv, Lobste.rs, and GitHub in…
45911
OyaAIProd
An MCP server that automates importing products from AliExpress, Alibaba, and A…
45912
prashantaxapta
An MCP server that delivers various joke types (Chuck Norris, Dad jokes, etc.) …
N/A N/A 95
45913
MihaiBuilds
Memory Vault Claim
Local-first AI memory layer with hybrid search. Postgres + pgvector. Self-hoste…
N/A N/A
45914
ddmanyes
Self-maintaining knowledge vault: figure-level search, auto-wikilinks, and memo…
N/A N/A
45915
LLL-404
A MCP server that enables AI assistants to control Android devices via ADB, sup…
N/A N/A
45916
Sean-Bravo
taxformatter Claim
Parse crypto CSVs and bank PDFs into clean transaction data for Koinly, TurboTa…
N/A N/A
45917
Fast, local VM orchestration (QEMU/KVM) with native MCP support for autonomous …
N/A N/A 81
45918
vdineshk
Behavioral trust scoring for MCP servers and AI agents. Live registry tracking …
45919
wyre-technology
An MCP server for ConnectWise Manage PSA, enabling management of tickets, proje…
45920
simiancraft
A Model Context Protocol server for Gmail that lets AI assistants read, send, s…
45921
intruder-io
intruder-io Claim
test
N/A N/A 95
45922
AnnasMazhar
pyspark-mcp Claim
SQL to PySpark conversion, AWS Glue job generation, and Spark code optimization.
N/A N/A
45923
IDNSIDNS
MCP server for French (BOAMP) + EU (TED) public procurement data via TenderAPI.
N/A N/A
45924
Sub-Bach
pronote-mcp Claim
A local MCP server that exposes Pronote (French school management system) data …
N/A N/A
45925
CSOAI-ORG
marketing-analytics-ai-mcp MCP server by MEOK AI Labs
N/A N/A
45926
sirsjg
Enables AI agents to create, update, list, and delete tasks on a Kanban board v…
45927
sheikhBasit
A log analysis MCP server that enables tailing, searching, filtering, and summa…
N/A N/A
45928
matpb
Read-only access to MySQL databases with query sanitization, Cloud SQL Proxy su…
45929
davidmosiah
Unofficial local-first MCP server for Samsung Health personal-data CSV/ZIP expo…
N/A N/A
45930
sauryadas
Enables natural-language access to Oracle Cloud Infrastructure resources, allow…
45931
animalnots
Enables AI assistants to interact with humans through GUI dialogs for text inpu…
N/A N/A
45932
zenkodr
Enables AI agents to interact with Novu's notification infrastructure, supporti…
45933
sandersouza
Enables MCP-compatible agents to interact with Grafana instances for searching,…
45934
Sunilk240
A weather service built using Model-Context-Protocol (MCP) that provides curren…
45935
kratos4ai
MCP server for managing bakery recipe technical sheets with Postgres. Enables A…
45936
JustDreameritis
A production-ready MCP server template with built-in tools for file search, web…
N/A N/A
45937
nima-karami
Exposes Nima Karami's curated, public-safe career history. Allows AI to select …
45938
Roast-Labs
An MCP server that exposes the ChatGPT Ads API as tools an LLM host can call.
45939
alejandro-ao
Example MCP server built with FastMCP, demonstrating tools, resources, and prom…
45940
Jamaluddin9
A simple program that helps you connect to many PostgreSQL databases at once, p…
N/A N/A
45941
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
45942
yazcaleb
Analyzes GitHub Pull Requests using AI via MCP, providing detailed feedback and…
45943
anilreddykota
Bridges AI coding assistants with website codebases, local git repositories, an…
N/A N/A
45944
elizavetaRa
Provides access to CERN Indico public events, enabling search, retrieval of eve…
45945
tac0de
Turn Obsidian notes into agent-ready context, preview-only plans, and safe repo…
N/A N/A
45946
pipeworx-io
Grants Gov Claim
Grants.gov MCP — open federal grant opportunities (free, no auth)
45947
XingtongCai
A framework that supports stdio, streamable HTTP, and SSE protocols for MCP ser…
45948
mohamed-yehia311
Automated MCP server that listens for Hugging Face discussion comments, extract…
N/A N/A
45949
OJamals
Provides access to LangSearch's Web Search and Semantic Rerank APIs for AI assi…
81
45950
oshvartz
MCP server for storing and retrieving context-specific agent rules, enabling AI…
N/A N/A
Showing 45901–45950 of 46053 servers