MCP Server Quality Scores

Independent quality analysis of 67286 public MCP servers

67286
Discovered
32326
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
57351
arithmetic-zz
MCP server for the Bring! shopping list API, enabling management of shopping li…
57352
keboola
interact with Keboola Connection Data Platform. This server provides tools for …
N/A N/A 95
57353
hrmtz
A personal memory MCP server that ingests AI agent conversation logs from multi…
N/A N/A 95
57354
henrydontbbai
An unofficial MCP server that lets Codex ask a read-only OpenCode advisor for a…
N/A N/A
57355
shangdongwei
Provides Mermaid code validation and iterative line-level repair to fix syntax …
N/A N/A 95
57356
midsane
Provides file system operations (list, read, write, search) via MCP, enabling a…
N/A N/A
57357
thinkthinking
Provides prompt management, resource management, and tool call capabilities (co…
N/A N/A
57358
susancodes55
A Model Context Protocol server that enables AI assistants to fetch Reddit cont…
N/A N/A 95
57359
ElemTran
Web-based feedback collection tool for MCP environments with Markdown, Mermaid …
57360 N/A N/A 95
57361
zombat
S.C.R.U.B. Claim
A code quality MCP server with 22 tools for deterministic linting, formatting, …
N/A N/A
57362
elliot-evno
A basic MCP server template built with FastMCP framework that provides example …
N/A N/A 95
57363
iceener
Enables AI image generation and editing using Replicate's official models like …
57364
aminfara
MATRIX Claim
A local, project-scoped requirement management MCP server that enables AI agent…
N/A N/A
57365
rayvapor-cell
GEMPACK MCP Claim
An MCP server that exposes the local GEMPACK CGE toolchain (TABLO, GEMSIM, HAR …
N/A N/A
57366
acearv09876
CaptureMind Claim
Turn Claude Desktop conversations into visual mind maps via MCP. Highlights blo…
N/A N/A
57367
KTCrisis
flux7-memory Claim
Governed multi-agent memory for AI agents. Hybrid markdown + SQLite store with …
57368
analisaperlengkapan
Enables LLMs to create and manage Google Jules coding sessions programmatically.
57369
selamy-labs
memory-mcp Claim
Enables reading, writing, and searching a local markdown-based memory store usi…
N/A N/A
57370
dinglebear-ai
Tailscale device, route, DNS, key, user, and ACL management over MCP and CLI.
57371
ADemers-tricentis
MCP server that exposes AI credit usage data from OpenMeter to the TAIS AI chat…
57372
cubicecho
A tiny TypeScript wrapper that exposes five stdio MCP servers (Gmail, Calendar,…
57373
sarteta
Read-only AWS cost diagnostic server that enables AI agents to detect idle reso…
81
57374
chuckwilliams37
A FastAPI-based MCP server orchestrated with Docker Compose, integrating Redis …
57375
jeff-nasseri
Revolut MCP Claim
Bridges AI assistants with the Revolut Business API to enable banking operation…
81
57376
joeseesun
A local MCP gateway that unifies multiple LLM providers, API keys, routing, and…
N/A N/A
57377
steuerboard
MCP server for the Steuerboard API, enabling interaction with Steuerboard servi…
N/A N/A
57378
joshthecoder-hub
A lightweight MCP server for accessing Yahoo Finance data, providing stock pric…
N/A N/A
57379
nikita15p
Enables AI assistants to manage Apache Ambari clusters, including services, hos…
57380
pipeworx-io
mcp-isin Claim
Validates ISIN and CUSIP securities identifiers, and converts CUSIP to ISIN. Pa…
57381
MatheusLarcher
MCP server for managing WhatsApp instances and sending messages through Evoluti…
57382
FidarOrg
mcpfoundry Claim
A CLI tool that generates production-ready MCP servers from databases or OpenAP…
57383
Git-ycy
An MCP server that lets Claude Code send prompts to a logged-in ChatGPT web ses…
N/A N/A
57384
esonica
Provides read-only access to the XRP Ledger for querying accounts, transactions…
57385
hanhy06
MCP server for searching, browsing, and analyzing decompiled Minecraft source c…
N/A N/A
57386
Kalyan-Deva
Engram Claim
A local-first memory MCP server that enables storing, searching, and managing p…
N/A N/A
57387
whatgamestudios
Exposes three tools from the Worcadian JSON-RPC game server API (check_wordlist…
57388
jherr
Enables interactive exploration of guitar chord voicings through an MCP server …
N/A N/A
57389
jborgesecon
Model Context Protocol server that enables querying and modifying live Power BI…
N/A N/A
57390
mnot
webcal-mcp Claim
A read-only MCP server that exposes iCalendar feeds as queryable tools for LLM …
N/A N/A
57391
zzuisa
Provides access to Deutsche Bahn's timetable data through MCP, enabling real-ti…
57392
marcossei22
Enables AI agents to manage events, races, and batches on Eventor via auto-gene…
57393
ebrandler
McPortfolio Claim
Enables LLM-driven portfolio optimization using natural language, providing too…
N/A N/A
57394
sssst1118
Enables AI assistants to query local conversation transcripts and relationship …
N/A N/A
57395
Lilbonner
clo3d-mcp Claim
Enables AI-assisted garment design by letting Claude (or any MCP host) drive CL…
N/A N/A 95
57396
HongjieRen
An MCP server that enables Claude Code to concurrently consult Codex and Gemini…
N/A N/A
57397
sandeepreddygantla
Integrates multiple MCP servers with LLM capabilities for browser automation an…
N/A N/A
57398
sandraschi
Wraps opencode CLI's HTTP API into MCP tools for agent run, session management,…
N/A N/A
57399
SahilSheikh12299
MCP server that enables intent search over Python call graphs inside Cursor, re…
N/A N/A
57400
CallZero-ai
Enables AI assistants to make phone calls via CallZero service, with tools for …
N/A N/A
Showing 57351–57400 of 67286 servers