MCP Server Quality Scores

Independent quality analysis of 61551 public MCP servers

61551
Discovered
30042
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 35 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
31251
slapglif
Enables systematic code investigation using Monte Carlo Tree Search to explore …
N/A N/A
31252
restforge
MCP server that exposes RESTForge capabilities to AI agents, enabling them to s…
N/A N/A
31253
GoTolstoy
TolstoyMCP Claim
Tolstoy MCP for AI-native ecommerce brands: Studio generates marketing videos a…
31254
GuardForever
Provides a health check and a get_weather tool to query current weather by city…
N/A N/A
31255
NoBanks
MCP server for PTC ThingWorx, the IIoT platform, providing 8 tools for AI agent…
31256
gaiin-platform
A Fastify plugin that enables multi-tenant MCP servers with isolated tools per …
N/A N/A
31257
reactiongears
MCP server that analyzes TTS audio recordings, providing transcription, quality…
N/A N/A
31258
nik-mirando
cre-fred-mcp Claim
Enables pulling live Federal Reserve economic data (SOFR, Treasury yields, Fed …
31259
plmi
Enables AI to execute commands on remote hosts via SSH, supporting password and…
31260
Bipin-24
Enables natural-language queries across Actian product documentation, GA4 conte…
31261
BillNobill
Enables AI agents to manage Jira projects and issues using natural language, in…
31262
lakehouse-42
MCP server for Lakehouse42, enabling code-first tool discovery, hybrid search, …
31263
0xSoftBoi
suwappu Claim
Cross-chain DEX for AI agents. Swap tokens across 7+ chains.
N/A N/A 83
31264
chrischall
setlist-mcp Claim
setlist.fm concert data for Claude — setlists, artists, venues, tours, and citi…
N/A N/A
31265
c47-inc
Martini Claim
Manage AI filmmaking projects, scenes, assets, and generations in Martini.
31266
CCSTT-dev
callable Claim
API for AI agents to delegate tasks to real humans.
31267
jacobwjs
Enriches Claude with tools to generate brand-consistent images using OpenAI's g…
N/A N/A
31268
jake-jiffi
palate Claim
The taste layer for AI website builders: real design taste from 270+ deeply-ana…
31269
danieleugenewilliams
Provides persistent local memory functionality for AI assistants, enabling them…
N/A N/A 95
31270
iamjrmh
MCPBridge Claim
Unified MCP server bridging Claude Code and Ollama to Roblox Studio and Blender.
N/A N/A
31271
Rome-NotBeepBoop
Provides offline search and retrieval of Wikipedia articles using Kiwix .zim fi…
N/A N/A
31272
popoastier
Enables local AI agents to search, read, and manage a user's saved X likes and …
N/A N/A
31273 N/A N/A 95
31274
Ingholt-Consult
TimeLog MCP Claim
A localhost server that enables Claude to administer a firm's TimeLog account v…
N/A N/A
31275 N/A N/A 95
31276
Green-Gooding-Marketplace
Read-only catalog for Green Gooding — NYC peer-to-peer rental marketplace.
31277
ivan-movw
InboundPilot — AI Autopilot for Lead Qualification via Instagram, WhatsApp & Me…
81
31278
AceDataCloud
mcp-grok Claim
MCP server for Grok Imagine AI video generation
31279
skrul
Enables AI assistants to control Pro Tools via the PTSL gRPC API, providing ses…
N/A N/A
31280
win10ogod
Enables Claude Code to spawn child sessions for parallel, asynchronous task exe…
N/A N/A
31281
matt-harding
mcp-server Claim
AI-powered household inventory — query everything you own via natural language
N/A N/A 95
31282
reejakdev
PredMCP Claim
Polymarket + HIP-4 + Hyperliquid perps for Claude. 22 tools, signals & arb. Fre…
31283
WhymustIhaveaname
Lightweight MCP server for Gmail and Google Calendar, enabling email and calend…
N/A N/A
31284
moxiespirit
Futures volatility intelligence: forecasts, regime detection, signals, and anal…
N/A N/A 83
31285
Armigerous
Checks npm and PyPI packages for outdated versions, deprecation status, and bre…
31286
Liamdbav
WEATHGARDS Claim
Exposes MCP tools that enable remote LLMs to query local Docker containers, OS …
N/A N/A
31287
brokermr810
QuantDinger Claim
AI quantitative trading platform for crypto, stocks, and forex with backtesting…
N/A N/A
31288
Tampermonkey
MCP server to manage your Tampermonkey scripts
N/A N/A
31289
ym-labs
Apollo MCP Claim
MCP server for the Apollo.io API that lets LLMs search and enrich people and co…
N/A N/A
31290
axel-belfort
Text classification API for AI agents. Classify text into topic categories with…
N/A N/A 95
31291
AceDataCloud
mcp-fish Claim
MCP server exposing the AceDataCloud Fish Audio API (text-to-speech with voice …
31292
NigelVanHattum
mealie-mcp Claim
Docker-hosted MCP server for Mealie that enables AI agents to read cookbooks, e…
81
31293
marfago
Enables AI assistants to search, download, and access arXiv papers with local s…
N/A N/A
31294
nikhilgogulwar
Execution layer for UniversalBench MCP, enabling code execution, bash, web sear…
31295
kodleae614
aw4eqwsd Claim
N/A N/A 95
31296
willpowell8
Enables programmatic control of Cursor's cloud-based AI agents for automated co…
31297
prabhakar1234pr
Enables Claude to search AI/ML jobs across Greenhouse, Lever, and Adzuna, with …
31298
atomadictech
Architecture compiler for AI code. 11 tools, 92 actions, 872 Lean4 proofs, 100/…
31299
JigsawStack
With our real time AI Translation, you can translate any text, & images convers…
N/A N/A 95
31300
Ringer
Telique MCP Claim
Enables querying telecom routing data (LRN, CNAM, DNO, LERG, toll-free routing)…
Showing 31251–31300 of 61551 servers
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