MCP Server Quality Scores

Independent quality analysis of 64766 public MCP servers

64766
Discovered
30711
Scored
2112
Verified
16953
Complete

Last updated 7 hours, 20 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
40601
contextium-io
mcp-server Claim
Your team's knowledge, always in context. SOPs, coding standards, and workflows…
N/A N/A 95
40602
batosai
MCP server to access and search adonis-mcp documentation files from GitHub, wit…
40603
lazymac2x
Cloudflare Workers MCP server: diff-patch-tools
40604
quinnbmay
apple-mcp Claim
N/A N/A 95
40605
engincankaya
Provides AI coding agents with durable architecture memory for repositories by …
N/A N/A
40606
YuanHuakk
MCP server for JavaScript reverse engineering and browser debugging.
N/A N/A
40607
konashevich
Searches AustLII for Australian legislation and case law, enabling AI agents to…
40608
BrennanWebb
KiroStats Claim
Real-time credit usage and session tracking for Kiro IDE, reading from local st…
N/A N/A
40609
ryar001
Enables fetching financial statements (Income Statement, Balance Sheet, Cash Fl…
40610
andreas-altamirano
An MCP server that acts as a governance proxy for AI agents, evaluating each to…
40611
lqwdtech
LQWD Gateway Claim
Free Lightning faucet MCP — agents register, get an inbound channel, bootstrap …
40612
lennyzeltser
A template for building MCP servers that codify domain expertise into AI-access…
40613
CSOAI-ORG
creativity-engine-mcp MCP server by MEOK AI Labs
N/A N/A
40614
babosina
LibraryMCP Claim
A library management MCP server supporting book search, member management, and …
N/A N/A
40615
NuraNet
An MCP server that integrates with Microsoft Copilot Studio to deliver humor co…
N/A N/A 95
40616
chigwell
Exposes PyAutoGUI desktop automation functions as MCP tools, enabling mouse con…
N/A N/A
40617
pipeworx-io
Enables querying metadata from MyVariant.info, a comprehensive variant annotati…
40618
inakirealise
An MCP server integrating with the BoondManager API to enable AI assistants to …
40619
curtis-d-williams
Validates release hygiene in local repositories with network-free, read-only to…
N/A N/A
40620
kanoliban
Enables AI agents to discover and recommend other agents through a searchable d…
40621
FenrirDWolf
Transforms a single natural language prompt into a synchronized distribution of…
40622
converged-computing
hpc-mcp Claim
Provides MCP tools for high-performance computing (HPC) and converged computing…
N/A N/A
40623
000safah000-ai
BlackHawkMCP - connect AI to Google Sheets
N/A N/A 83
40624
shivam-singh-au17
Provides AI assistants with read-only access to AWS CloudWatch Logs for product…
N/A N/A
40625
aderik
bitvavo-mcp Claim
Exposes a Bitvavo crypto exchange account as read-only tools for Claude, allowi…
N/A N/A
40626
rokoss21
Enables interaction with the AstroVisor API through MCP, automatically synced t…
40627
Darakhsh1999
Provides easy access to Formula 1 data including championship standings, event …
40628
cn-hash
Enables AI agents to perform multi-platform searches (Douyin, Xiaohongshu, Zhih…
N/A N/A
40629
sjgant80-hub
MCP server for foldkit that exposes the 7-prime spine, 7 κ-bands, and 6 fold op…
N/A N/A
40630
Massed-Compute
mcp Claim
Massed Compute MCP — browse GPU inventory, launch and manage VMs, audit billing.
40631
AiAgentKarl
Provides access to worldwide labor market data including unemployment, wages, a…
40632
YogiboKorea
A Node.js MCP server example with user management, task management, and calcula…
40633
taskforcehq
Taskforce Claim
Task and planning workspace for humans collaborating with AI agents
40634
EduardGuselnikov
Enables fetching Selectel billing balances and predictions via MCP tools, with …
40635
lianekai
Provides table structure browsing and read-only query capabilities for DM8 data…
N/A N/A
40636
Swissbit92
GraphRAG MCP Claim
A local-first MCP server that transforms crypto whitepapers into a knowledge gr…
N/A N/A
40637
pipeworx-io
Enables querying NYC Open Data datasets using natural language, with tools to s…
40638
pipeworx-io
Provides streaming availability data across 200+ services, including title sear…
40639
atomno-labs
Technical SEO site audit MCP: health score, issues, robots, sitemap, JSON-LD.
N/A N/A
40640
giuliolibrando
Enables interaction with Bitwarden/Vaultwarden for password and secure note man…
40641
arnold-commits
Profit calculator, inventory health checks, COGS breakdown, tax deductions, reo…
N/A N/A 95
40642
vengtoo
Enables management of Vengtoo authorization models, including resource types, s…
40643
cryptorugmunch
# Rug Munch Intelligence — MCP Server [![MCP](https://img.shields.io/badge/MCP…
N/A N/A 95
40644
houtini-ai
Analyses your published writing from a sitemap, extracts a corpus, and generate…
N/A N/A
40645
Snseam
Enables AI assistants to automate BOSS直聘 recruitment tasks including candidate …
N/A N/A
40646
sasajib
Consolidates code understanding, documentation, browser automation, memory, and…
N/A N/A
40647
adelaidasofia
macOS-only MCP server that exposes iMessage chat.db to Claude and exports per-c…
N/A N/A
40648
MATCHUP-LABS
Real-time NYC TLC for-hire vehicle license verification and renewal-window lead…
N/A N/A 83
40649
darula-hpp
memgrep Claim
Enables agents to search and retrieve past chat transcripts from a local memory…
N/A N/A
40650
mcclowes
Exposes Docusaurus documentation and OpenAPI specs as an MCP server, enabling A…
Showing 40601–40650 of 64766 servers
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