MCP Server Quality Scores

Independent quality analysis of 56925 public MCP servers

56925
Discovered
29777
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 32 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
51801
maxbaluev
AccInt Claim
Local-first MCP Work Model for coding agents: retrieves scored memory, records …
N/A N/A
51802
zbowling
Proxy MCP server that translates tool calls into TypeScript code generation, en…
51803
handaas
Enables real-time monitoring and analysis of enterprise public opinion with sen…
51804
tejasvinu
mcp-slurm Claim
Enables AI assistants to manage SLURM HPC clusters via SSH. Supports job submis…
51805
clay-good
OpenLore Claim
Provides persistent architectural memory and structural cognition for AI coding…
N/A N/A
51806
BinaryKitten
claude-mesh Claim
Enables two live Claude Code instances on the same workstation to exchange sync…
N/A N/A
51807
Jin-HoMLee
marginalia Claim
Renders Markdown into a browser-based, click-to-comment thread; comments are re…
N/A N/A
51808
yardobr
Bridges AI assistants with Google Sheets for reading, writing, and managing spr…
51809
kobiton
kobiton Claim
Enables mobile device management, app upload, automation session execution, and…
51810
megamaced
MCP server for Nextcloud Collectives that exposes collectives, pages, tags, att…
51811
arcoventure
Arco Lexicon Claim
Canonical vocabulary server for autonomous business design. Exposes the Arco Le…
51812
elliot-evno
A basic MCP server with example tools including message echo functionality and …
N/A N/A 95
51813
dlasky
Provides graph-based semantic memory storage and retrieval using vector embeddi…
81
51814
jiaxinghit
Enables real-time Feishu message monitoring, sending, file upload to cloud docu…
51815
MrNewDelhi
Enables interaction with Mailosaur email and SMS testing services, allowing mes…
51816
ByteAsk
Page-cited retrieval for embedded docs, datasheets, MISRA, CMSIS, and RTOS refe…
51817
tcccanada
Enables deploying a remote MCP server on Cloudflare Workers with OAuth authenti…
N/A N/A
51818
kevinbolanos00
Provides intelligent construction quotation and cost lookup for Colombia, enabl…
N/A N/A
51819
dtrain473
Connects Claude to Strava data for natural language queries about rides, stats,…
51820
cafeasp
netsuite-mcp Claim
Enables AI assistants to query and manage NetSuite data via natural language, s…
51821
stestojadinovic
A production-grade MCP server demonstrating the wrapping pattern for AI-augment…
N/A N/A
51822
Nikolay1221
Enables AI agents to interact with VKontakte through a unified FastMCP interfac…
N/A N/A
51823
WW-AI-Lab
生产就绪的MCP协议Jinja2模板渲染服务器,为AI应用提供安全沙箱执行和复杂JSON参数的模板处理能力。
N/A N/A
51824
toreva
toreva Claim
Non-custodial execution primitives for Solana. Best-execution routing across Ju…
81
51825
hargurjeet
database-mcp Claim
Automatically discovers database schema, performs data quality checks on tables…
N/A N/A
51826
vinades
mcp-dauthau Claim
Connects AI tools to Vietnamese bid (đấu thầu) lookup service DauThau via MCP, …
51827
TXRISK
txrisk-tools Claim
TXRISK is a bounded risk-decision MCP for wallets, approvals, transfers, webhoo…
81
51828
jordan23wagner-ops
MCP server that analyzes job descriptions for ATS compatibility, red flags, sal…
51829
prodkit-labs
A local-first FastAPI and MCP safety kit for turning internal HTTP APIs into co…
51830
linera-io
Enables Claude to increment and query a counter deployed on the Linera blockcha…
N/A N/A
51831
vlln
Extracts figures and tables from PDF documents via a FastAPI service, wrapping …
51832
Desz01ate
math-mcp Claim
A secure MCP server for evaluating mathematical expressions with grammar valida…
N/A N/A
51833
wyre-technology
superops-mcp Claim
An MCP server for SuperOps PSA/RMM, enabling MSPs to manage tickets, assets, cl…
51834
maximizeGPT
Exposes NetSuite saved search exports as a structured query interface for Claud…
N/A N/A
51835
Xquik-dev
tweetclaw Claim
OpenClaw plugin to search tweets, search replies, post tweets, export followers…
N/A N/A
51836
FareedKhan-dev
A production-grade MCP server designed for multi-tenant, authenticated, and obs…
51837
veyvey45-eng
Remote MCP server for hotel rate monitoring and pricing workflows via Apify. It…
N/A N/A 95
51838
sanjayshreeyans
Enables IPv4 subnet planning and validation, including CIDR prefix calculation,…
N/A N/A
51839
F4CTE
Enables AI assistants to interact with the Polyforge prediction market platform…
51840
EliasOulkadi
shokunin Claim
職人 Shokunin 62 AI agent skills for OpenCode, Claude Code, Cursor, Windsurf. Chr…
N/A N/A HT
51841
R-s0n
Provides Claude Code with access to a comprehensive bug bounty knowledge base i…
N/A N/A
51842
michaelfeng
Provides a local, persistent long-term memory service for MCP-compatible AI age…
N/A N/A
51843
CarbonCashmere
Crypto intelligence MCP: 104 tools for market data, ML signals, on-chain analyt…
51844
aaron-tytu
First industrial MCP server in Mexico. Live catalog of 3,499 products: Danfoss …
N/A N/A 95
51845
@ZhaoDiankui
mariadb-mcp Claim
N/A N/A 95
51846
klappy
A media transcoding proxy with an MCP control surface for generating optimized …
51847
zernozerno
Secure remote MCP server for giving AI agents access to ZERNO project briefs, t…
51848
jeremynashrei
mcp Claim
People and property search for Claude and ChatGPT. Phones, emails, addresses, r…
51849
sdesani
Enables interaction with FHIR APIs, specifically for Oracle Millennium Platform…
51850
MCP-TOOLS-EDGE
Converts oversized JSON arrays into a compact toon-style textual representation…
Showing 51801–51850 of 56925 servers