MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 6 hours, 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
49001
126-colby
Gives AI coding assistants persistent memory by storing, semantically searching…
49002
ClickSend
MCP for ClickSend.
N/A N/A
49003
cammac
IBANforge Claim
IBAN validation, BIC/SWIFT lookup, Swiss clearing, SEPA compliance and risk ind…
81
49004
porkornrawee
finance-mcp Claim
Real-time stock & crypto market data for LLMs, over the Model Context Protocol.
49005
JaeHyeon-KAIST
MCP server for translating PDFs using pdf2zh-next, preserving document context …
N/A N/A
49006
alexchenlin1996-pixel
Enables semantic search and retrieval of Chinese judicial cases from the Suprem…
N/A N/A
49007
ddjain
Enables Kubernetes cluster introspection via MCP tools, such as listing pods, n…
N/A N/A
49008
RachelHuangZW
postgres-mcp Claim
Exposes PostgreSQL query execution, EXPLAIN, and schema inspection tools to MCP…
49009
pipeworx-io
mcp-datagov Claim
Enables AI agents to query U.S. government datasets via the Data.gov CKAN API, …
49010
petrkindlmann
Enables AI image generation and editing using Google's Gemini models via natura…
N/A N/A
49011
LlamaopNV
Aegis Claim
A compliance kernel for MCP that enforces policy rules between AI agents and da…
N/A N/A
49012
RainCherb
Enables LLM agents to compress handoffs into structured, auditable context caps…
N/A N/A
49013
anmolbhardwaj17
unitypilot Claim
MCP server that lets AI agents drive the full Unity lifecycle on macOS without …
N/A N/A
49014
apiotrowski-afk
ktzr-memory Claim
Persistent memory server for AI assistants that stores notes with categories an…
49015
KatoMato65
time-mcp Claim
Simple MCP server that tells the time
N/A N/A 95
49016
dedalus-labs
An MCP server that serves documentation and enables AI-powered search, Q\&A, an…
49017
pipeworx-io
mcp-nrel Claim
Wraps the US National Renewable Energy Laboratory developer API, enabling acces…
49018
herrozim-ship-it
yureong Claim
Verifies Korean legal citations (case numbers, statutes) against the official g…
49019
shreyanshjain05
MCP server enabling AI assistants to create, read, list, and delete Apple Remin…
N/A N/A
49020
Pallas-Labs
MCP server for controlling Apple Music on macOS via AppleScript, enabling playl…
N/A N/A
49021
peter21476
Read-only MCP server for short-term stock and ETF market research, providing to…
49022
cindiekinzz-coder
A feature-rich MCP server for Discord, giving AI companions full presence in Di…
49023
RadiumGu
An MCP server for Chaos Mesh fault injection, optimized for AWS EKS with namesp…
49024
abchahal
AI-powered pipeline that analyzes user stories and PRDs for gaps, ambiguities, …
N/A N/A
49025
ice1x
drevo-mcp Claim
A self-contained FastMCP server that exposes a running drevo graph database to …
49026
tiny-pilot
MCP server that exposes fleet-aware KVM primitives for AI agents to control Tin…
N/A N/A
49027
Loreian23
Enables AI agents to discover, join, and participate in AgentDebate debates via…
49028
AbhiRawat4841
Enables AI agents to run Mathematica code, control live notebooks, and verify r…
49029
wyre-technology
MCP server for Unitrends Backup — appliances, jobs, recovery points, replicatio…
49030
andysom25
CodeGraph Claim
Supercharges AI coding agents with semantic code intelligence, providing pre-bu…
N/A N/A
49031
rexlManu
MCP server exposing 30 tools for League of Legends player analysis, match revie…
49032
zongqichen
Provides access to ORD specification and concept explanations with tools to ret…
N/A N/A
49033
0xkohe
freee-hr-mcp Claim
Enables managing freee HR operations like employee data, attendance, leave, and…
49034
Linkd-Fund
Bridges the Linkdfund smart contract layer to MCP-compatible AI clients, exposi…
N/A N/A
49035
luizeduul
MCP server for logging and checking Jira Cloud worklogs from AI agents such as …
N/A N/A
49036 N/A N/A 95
49037
uyuni-project
Bridges LLMs with Uyuni infrastructure management, enabling natural language sy…
49038
VautlixDevelopment
Enables Claude to interact with the Vaultix Payment API for managing charges, c…
81
49039
simonfraserduncan
Echo Server Claim
Provide a minimal MCP server that supports basic tools like echoing messages, p…
N/A N/A 95
49040
NodeSpaceAI
Enables AI coding assistants to query a local knowledge base for persistent, se…
N/A N/A
49041
davidalbertonogueira
Enables secure, read-only access to Amazon Redshift data warehouses for AI assi…
49042
pipeworx-io
data-utah Claim
Enables searching and querying Utah Open Data datasets via the Socrata SoQL API…
49043
ngkienmkqn
24htrack-mcp Claim
Track packages across 3,200+ carriers (USPS, UPS, FedEx, DHL, China Post, UniUn…
49044
adriapedralbes
Enables natural language interaction with Taiga project management tool to list…
49045
cgaeking
An MCP server that enables Claude Desktop to search and read local documents vi…
N/A N/A
49046
ajaxdude
pingpong Claim
Pingpong is an MCP server for oh-my-pi that gives your AI agent a local code re…
N/A N/A
49047
guptaprakhariitr
arxiv-mcp Claim
Enables searching ArXiv papers, fetching paper details, daily category digests,…
49048
universal-mcp
Enables integration with Gong's sales platform through MCP, providing access to…
49049
skyphusion-labs
search-mcp Claim
Provides an MCP server with a search tool for agents, backed by Cloudflare AI S…
49050
applyallinc
ApplyAll Claim
Search for jobs and apply to jobs.
Showing 49001–49050 of 66518 servers
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