MCP Server Quality Scores

Independent quality analysis of 45235 public MCP servers

45235
Discovered
29507
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
29701
onchaintel
Introducing PQS: The Fastest Way to Get Better Output From Any AI Model. Score …
81
29702
malkreide
Aggregates tech and AI signals from HackerNews, arXiv, Lobste.rs, and GitHub in…
29703
prashantaxapta
An MCP server that delivers various joke types (Chuck Norris, Dad jokes, etc.) …
N/A N/A 95
29704
OyaAIProd
An MCP server that automates importing products from AliExpress, Alibaba, and A…
29705
MihaiBuilds
Memory Vault Claim
Local-first AI memory layer with hybrid search. Postgres + pgvector. Self-hoste…
N/A N/A
29706
ddmanyes
Self-maintaining knowledge vault: figure-level search, auto-wikilinks, and memo…
N/A N/A
29707
Sean-Bravo
taxformatter Claim
Parse crypto CSVs and bank PDFs into clean transaction data for Koinly, TurboTa…
N/A N/A
29708
LLL-404
A MCP server that enables AI assistants to control Android devices via ADB, sup…
N/A N/A
29709
Fast, local VM orchestration (QEMU/KVM) with native MCP support for autonomous …
N/A N/A 81
29710
vdineshk
Behavioral trust scoring for MCP servers and AI agents. Live registry tracking …
29711
wyre-technology
An MCP server for ConnectWise Manage PSA, enabling management of tickets, proje…
29712
simiancraft
A Model Context Protocol server for Gmail that lets AI assistants read, send, s…
29713
intruder-io
intruder-io Claim
test
N/A N/A 95
29714
AnnasMazhar
pyspark-mcp Claim
SQL to PySpark conversion, AWS Glue job generation, and Spark code optimization.
N/A N/A
29715
svensxl
weather Claim 1
An MCP server for weather information.
N/A N/A 95
29716
IDNSIDNS
MCP server for French (BOAMP) + EU (TED) public procurement data via TenderAPI.
N/A N/A
29717
Sub-Bach
pronote-mcp Claim
A local MCP server that exposes Pronote (French school management system) data …
N/A N/A
29718
sheikhBasit
A log analysis MCP server that enables tailing, searching, filtering, and summa…
N/A N/A
29719
CSOAI-ORG
marketing-analytics-ai-mcp MCP server by MEOK AI Labs
N/A N/A
29720
matpb
Read-only access to MySQL databases with query sanitization, Cloud SQL Proxy su…
29721
sirsjg
Enables AI agents to create, update, list, and delete tasks on a Kanban board v…
29722
davidmosiah
Unofficial local-first MCP server for Samsung Health personal-data CSV/ZIP expo…
N/A N/A
29723
animalnots
Enables AI assistants to interact with humans through GUI dialogs for text inpu…
N/A N/A
29724
sandersouza
Enables MCP-compatible agents to interact with Grafana instances for searching,…
29725
Sunilk240
A weather service built using Model-Context-Protocol (MCP) that provides curren…
29726
nima-karami
Exposes Nima Karami's curated, public-safe career history. Allows AI to select …
29727
zenkodr
Enables AI agents to interact with Novu's notification infrastructure, supporti…
29728
JustDreameritis
A production-ready MCP server template with built-in tools for file search, web…
N/A N/A
29729
sauryadas
Enables natural-language access to Oracle Cloud Infrastructure resources, allow…
29730
kratos4ai
MCP server for managing bakery recipe technical sheets with Postgres. Enables A…
29731
Roast-Labs
An MCP server that exposes the ChatGPT Ads API as tools an LLM host can call.
29732
anilreddykota
Bridges AI coding assistants with website codebases, local git repositories, an…
N/A N/A
29733
yazcaleb
Analyzes GitHub Pull Requests using AI via MCP, providing detailed feedback and…
29734
Jamaluddin9
A simple program that helps you connect to many PostgreSQL databases at once, p…
N/A N/A
29735
alejandro-ao
Example MCP server built with FastMCP, demonstrating tools, resources, and prom…
29736
elizavetaRa
Provides access to CERN Indico public events, enabling search, retrieval of eve…
29737
tac0de
Turn Obsidian notes into agent-ready context, preview-only plans, and safe repo…
N/A N/A
29738
TheNextGenNexus
Run Lighthouse audits, check SSL certificates, detect tech stacks, query WHOIS …
N/A N/A 83
29739
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
29740
pipeworx-io
Grants Gov Claim
Grants.gov MCP — open federal grant opportunities (free, no auth)
29741
XingtongCai
A framework that supports stdio, streamable HTTP, and SSE protocols for MCP ser…
29742
mohamed-yehia311
Automated MCP server that listens for Hugging Face discussion comments, extract…
N/A N/A
29743
cyanheads
Search posts, profiles, feeds, threads, and trending topics on Bluesky.
29744
OJamals
Provides access to LangSearch's Web Search and Semantic Rerank APIs for AI assi…
81
29745
oshvartz
MCP server for storing and retrieving context-specific agent rules, enabling AI…
N/A N/A
29746
Tarun-004
weather mcp Claim
A lightweight Model Context Protocol (MCP) server that gives AI assistants the …
29747
kuklaph
Enables LLMs to interact with Cascade CMS via REST API, supporting asset CRUD, …
29748
aibenyclaude-coder
Kira Claim
Automatically provides AI agents with proven instructions and past failure warn…
N/A N/A
29749
hesreallyhim
A minimal MCP test server for validating initial client/server setup, offering …
N/A N/A
29750
rycurc
Glystn Claim
Discover content, creators, and trends all from your favorite LLM. Good for exp…
N/A N/A 95
Showing 29701–29750 of 45235 servers
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