MCP Server Quality Scores

Independent quality analysis of 69448 public MCP servers

69448
Discovered
→
34111
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 33 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
35651
niusulong
Enables AI assistants to interact with physical serial port devices across plat…
— ○ ⏳ — N/A N/A — 95 —
35652
venikman
fpf-memory Claim
This MCP server provides a deterministic index of the First Principles Framewor…
— ○ ⏳ — — — — 81 —
35653
janbruinier
MCP server for EU VAT compliance. Validate VAT numbers via VIES, look up VAT ra…
— ○ ⏳ — N/A N/A — 95 —
35654
jacm-dev
Module Craft Claim
MCP server for standardizing software module development with tools for plannin…
— ○ ⏳ — N/A N/A — — —
35655
smythmyke
Workflow tools for US federal contractors — go/no-go bid scoring, incumbent int…
— ○ ⏳ — — — — — —
35656
Jing-yilin
Provides access to Product Hunt data via the Product Hunt API v2, enabling quer…
— ○ ⏳ — — — — — —
35657
jsiksn
Mnemosure Claim
A source-grounded memory layer for AI agents that stores, links, and recalls fa…
— ○ ⏳ — — — — — —
35658
jonnystewart
An MCP server that connects Claude to the ProductBoard API v2, enabling natural…
— ○ ⏳ — — — — — —
35659
njrenaissance
cpl-mcp Claim
MCP server that wraps the NY Senate OpenLegislation API to look up and search t…
— ○ ⏳ — — — — — —
35660
Roach
airglow Claim
Controls Philips Hue lights based on Claude Code session events, using color an…
— ○ ⏳ — N/A N/A — — —
35661
quangminh1212
Enables token counting, usage tracking, and cost calculation for LLM APIs, with…
— ○ ⏳ — N/A N/A — — —
35662
christopherwxyz
remix-mcp Claim
A Rust MCP server that enables AI assistants to control Ableton Live via OSC, o…
— ○ ⏳ — N/A N/A — — —
35663
morrow-addref
LSP-MCP Claim
Minimal MCP server bridging a Roslyn C# language server to AI agents, exposing …
— ○ ⏳ — N/A N/A — — —
35664
teamchrisfromthelc
local-wp-mcp Claim
MCP server providing WP-CLI, MySQL, and filesystem access for Local by Flywheel…
— ○ ⏳ — N/A N/A — — —
35665
Ansvar-Systems
Enables querying Romanian financial regulation data, including regulations, enf…
— ○ ⏳ — N/A N/A — — —
35666
TeaBambooNGU
Read-only Redis MCP server with a configurable command allowlist for safe produ…
— ○ ⏳ — — — — — —
35667
Zakria774
Enables users to search for remote job listings using Playwright browser automa…
— ○ ⏳ — — — — — —
35668
krollchristensen
A simple MCP server demonstrating resources, tools, and prompts using a local t…
— ○ ⏳ — N/A N/A — — —
35669
jarib
pxweb-mcp Claim
MCP server for accessing statistical data via the PxWeb API v2.
— ○ ⏳ — N/A N/A — — —
35670
AbderahmaneYOUSFI
Enables Claude to interact with the Thaïs hotel reservation system, including c…
— ○ ⏳ — N/A N/A — — —
35671
rdwj
Enables AI agents to search and analyze NIH-funded research projects and their …
— ○ ⏳ — N/A N/A — — —
35672
AbiyuLingga
ltagent-mcp Claim
Generates, simulates, and inspects LTspice circuits via MCP tools and resources…
— ○ ⏳ — N/A N/A — — —
35673
matsengrp
Provides PDF reading, text search, navigation, and form filling capabilities th…
— ○ ⏳ — N/A N/A — — —
35674
The-Keep-Studios
Provides read-only EspoCRM access for AI assistants, enabling record retrieval …
— ○ ⏳ — — — — — —
35675
canberkesen48
obsyra Claim
— ○ ⏳ — N/A N/A — 95 —
35676
PreistlyPython
Enables AI assistants to interact with Metasploit Framework through 28 comprehe…
— ○ ⏳ — N/A N/A — 95 —
35677
sinkiangscorpio
suna11 Claim
— ○ ⏳ — N/A N/A — 95 —
35678
SA-GIMA
Enables generating videos from images and text prompts using Jimeng Video 3.0 A…
— ○ ⏳ — N/A N/A — — —
35679
coroniumio
Enables management of 4G/5G mobile proxies from Coronium.io, allowing users to …
— ○ ⏳ — N/A N/A — — —
35680
jhalsey87
Model Context Protocol (MCP) server that provides access to the Grants.gov API …
— ○ ⏳ — N/A N/A — — —
35681
asicojp
sparksheets Claim
Enables AI-powered document platform integration for Claude Code, Cursor, and C…
— ○ ⏳ — — — — — —
35682
hyperpolymath
Unified MCP server for observability and monitoring, providing tools to query m…
— ○ ⏳ — — — — — —
35683
mvs5465
Enables AI models to query and analyze Kubernetes cluster logs through Grafana …
— ○ ⏳ — — — — 81 —
35684
goodtoknow-online
goodtoknow Claim
— ○ ⏳ — N/A N/A — 95 —
35685 — ○ ⏳ — N/A N/A — 95 —
35686
zaakirio
Bellows Claim
Manages a local fleet of llama.cpp GGUF models, enabling AI agents to discover,…
— ○ ⏳ — N/A N/A — — —
35687
ghostmou
Provides SEO, WPO, and Asana project management tools for enhancing interaction…
— ○ ⏳ — — — — — —
35688
bossdong955
MCP server that fetches Weibo hot search trends. Supports Stdio, SSE, and Strea…
— ○ ⏳ — — — — — —
35689
greendwin
tasker Claim
Enables AI agents to manage hierarchical tasks and stories stored as Markdown f…
— ○ ⏳ — N/A N/A — — —
35690
CommonElements
Community association records, statutes, licenses, RFPs and the change feed. OA…
— ○ ⏳ — — — — — —
35691
TradingViewBacktestAssistant
tv-pinescript-backtest-mcp exposes a remote MCP endpoint so agents can: run st…
— ○ ⏳ — N/A N/A — 95 —
35692
webski101
Exposes the MiniMax M3 LLM API to MCP-compatible clients, enabling chat complet…
— ○ ⏳ — — — — — —
35693
fengredrum
md2doc Claim
Converts Markdown files to Word documents with Chinese official document format…
— ○ ⏳ — N/A N/A — 95 —
35694
LostSyscall
py-sandbox Claim
Enables AI agents to execute arbitrary Python code securely in a sandboxed envi…
— ○ ⏳ — — — — — —
35695
FinStudio-png
Tax comparison, DCF valuation, unit economics, P&L forecast across 8 jurisdicti…
— ○ ⏳ — — — — — —
35696
wagonbomb
MCP server that integrates Ghidra for binary analysis, enabling decompilation, …
— ○ ⏳ — N/A N/A — — —
35697
xiaobenyang-com
fund-mcp Claim
Search stock information, list knowledge base entries, and echo messages for qu…
— ○ ⏳ — N/A N/A — 95 —
35698
npow
Provides tools to search, get trending, random, and translate GIFs using the Gi…
— ○ ⏳ — — — — — —
35699
MWGMorningwood
An Azure PaaS-hostable MCP server that provides a workspace-grounded knowledge …
— ○ ⏳ — — — — 81 —
35700
gamandeepsingh
Enables AI models to interact with the Zerodha trading platform for portfolio m…
— ○ ⏳ — — — — — —
Showing 35651–35700 of 69448 servers
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