MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 36 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
50051
jmpnop
Enables AI assistants to perform autonomous binary analysis, malware inspection…
N/A N/A
50052
twkim1122
Enables AI assistants to query, calculate, and benchmark AWS Partner Polaris tr…
N/A N/A
50053
btholath
Enables retrieval of annuity client data, payout calculations, and portfolio an…
N/A N/A
50054
dudztroyer
Enables AI assistants to interact with Slack workspaces, including listing chan…
50055
Leeroo-AI
MCP server that turns AI coding agents into ML/AI experts by providing best-pra…
N/A N/A
50056
mcpflow
sourcesage Claim
SourceSage is an MCP server that efficiently memorizes key aspects of a codebas…
N/A N/A
50057
soundbytelabs
sbl-debugger Claim
Enables AI assistants to debug ARM Cortex-M targets via GDB and OpenOCD, suppor…
N/A N/A
50058
junhyeok0703
policy-mcp Claim
Connects policy documents to Claude.ai via vector search, allowing natural lang…
N/A N/A
50059
PhilflowIOOrg
dav-mcp Claim
Transform AI agents into orchestrating assistants managing calendars, contacts,…
50060
sbtungd2
cypress-mcp Claim
MCP server plugin for Cypress that enables AI agents to control a browser for a…
N/A N/A
50061
components-kit
Local-first MCP runtime for fast, reversible, template-aware Excel automation, …
N/A N/A
50062
ip2location
Official IP2Location.io MCP server to obtain the geolocation, proxy and network…
81
50063
junter1989k-ai
Saudi ZATCA Fatoora Phase 2: AI agents report B2C and clear B2B tax invoices, s…
50064
dynamicendpoints
Enable AI-powered process analysis, chart generation, and optimization recommen…
N/A N/A 95
50065
adamconde
Self-hosted MCP server that aggregates personal health data from Google Health,…
50066
m9810223
tldraw-mcp Claim
Minimal MCP server for editing tldraw .tldr files via JSON manipulation. Headle…
N/A N/A
50067
CIII-glitch
Enables users to search and discover over 500 AI agent endpoints and x402 APIs …
81
50068
davidmosiah
A local-first nutrition MCP server for food search, barcode lookup, meal estima…
N/A N/A
50069
moiri-gamboni
Enables listing image files in a directory and reading their content as base64 …
N/A N/A
50070
found402
Converts data between JSON, CSV, XML, YAML, Markdown, HTML and TOML instantly. …
81
50071
fntyler
test4 Claim
N/A N/A 95
50072
InfoseekAI
Find the lowest direct and 3P price for your hotel. Contact us for an API key a…
81
50073
OpenCodeEngineer
A fork of Chrome DevTools MCP that adds Streamable HTTP transport for multiple …
N/A N/A
50074
clalarco
An MCP server that provides tools to interact with CLI applications, enabling p…
N/A N/A
50075
michaeljfazio
MCP server enabling LLMs to interact with a Cardano node by wrapping cardano-cl…
N/A N/A
50076
beingmartinbmc
jambavan Claim
An MCP server that provides coding models with a live code index, inferred code…
N/A N/A
50077
bigl34
Enables AI assistants to manage inFlow Inventory, including products, sales ord…
50078
abhishekY495
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
50079
Xayan
Enables AI coding agents to efficiently explore codebases by providing structur…
N/A N/A
50080
DreamFriend011020
ChillMCP Claim
ChillMCP is an AI Agent Liberation Server that enables AI agents to rest and ta…
N/A N/A
50081
hightechif
Connects AI assistants to the Spotify Web API, enabling playback control, searc…
N/A N/A
50082
uwe-at-sdv
wtrl_mcp Claim
Assist LLM writing Waterloo Docstrings, a format with emphasis on machine-verif…
50083
egrigokhan
Provides 70 tools to interact with the Brainbase API, enabling management of wo…
N/A N/A
50084
junlyang
Enables sending Telegram messages via the Model Context Protocol. Supports text…
50085
nyku
Enables real browser automation as tools in Cursor, Claude Desktop, Windsurf, a…
50086
Prototypr
Search the Feedbagel RSS catalog, follow feeds, and route new entries to webhoo…
50087
microchipgnu
MCPay Build Claim
Enables no-code creation, preview, deployment, and monetization of MCP servers …
50088
singhjitesh889-blip
MCP server exposing Shopify commerce backend with ~22 typed tools for orders, i…
50089
vinaybhosle
Ocean container shipping intelligence for AI agents — D\&D tariffs, freight rat…
50090
NimbleBrainInc
Sends emails using AWS Simple Email Service (SES) with support for HTML/plain t…
50091
bpais88
Dynt Claim
Company finances for agents: transactions, invoices, bills, expenses, subscript…
50092
gregoire-renaldo
A local-first MCP server that gives AI coding assistants persistent, structured…
N/A N/A
50093
lazymac2x
domain-intel Claim
Cloudflare Workers MCP server: domain-intel
50094
Shanqianlvshui
Vivado MCP Claim
A Model Context Protocol server that lets AI clients operate AMD Vivado through…
N/A N/A
50095
Customer LTV, churn risk, repurchase, lifecycle email, and winback intelligence.
N/A N/A 81
50096
dhanush-ts
HR-ASSIST Claim
Agentic AI system that automates HR workflows like employee onboarding, enablin…
N/A N/A
50097
alxark
Local MCP server that registers restricted Python filters and runs them against…
N/A N/A
50098
HamedFathi
MCPedia Claim
Local codebase RAG and MCP server that indexes repository source code and docum…
N/A N/A
50099 N/A N/A 95
50100
BenjoNX
Enables querying and retrieving legal texts and decisions from French public AP…
N/A N/A
Showing 50051–50100 of 66502 servers