MCP Server Quality Scores

Independent quality analysis of 61082 public MCP servers

61082
Discovered
30024
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 51 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
30301
RemseyMailjard
Demonstrates how to expose approved internal banking tools to AI assistants via…
N/A N/A
30302
clauxel
MCP uptime, schema, auth, and SLA receipt monitoring.
30303
archimedes-market
AWS Cost Explorer + Anomaly Detection exposed as MCP tools. Surface unusual spe…
30304
MiguelRipoll23
eml-mcp Claim
MCP server for managing email archives as .eml files, synced with OneDrive, ena…
N/A N/A
30305
Desko77
MCP server for generating, validating, converting, and searching managed 1C:Ent…
30306
hinanyin
A TypeScript MCP server for querying React component documentation, searching a…
N/A N/A
30307
TT-Wang
Persistent, self-evolving memory plugin for Claude Code. Background miner extra…
N/A N/A 95
30308
mafzaal
Enables text-to-speech conversion using ElevenLabs API with voice management, s…
30309
perfectra1n
Enables LLMs to search Flux HelmReleases and Argo Applications from kubesearch.…
30310
gary109
A secure, read-only MCP server for browsing and searching files in a specified …
N/A N/A
30311
h053698
Enables real-time friend presence tracking and seamless game joining in Roblox.
N/A N/A
30312
kovvurisupraj
A production-ready MCP server that connects Claude AI to Gmail, enabling full e…
N/A N/A
30313
xiaobenyang-com
public_promo Claim
N/A N/A 95
30314
yukihamada
mu Claim
Official AI-native print-on-demand MCP — say it, AI designs it, sell 40+ goods,…
30315
forgemeshlabs
Vendor-neutral MCP server that discovers, routes, and attributes revenue across…
N/A N/A
30316
JrJuni
A self-owned deal memory layer that turns meeting notes, emails, and calls into…
N/A N/A
30317
mcp-research
mysql-mcp Claim
Enables AI agents to query and manage MySQL databases through a structured MCP …
30318
jlowin
FastMCP Claim
A high-level framework for building MCP servers in Python
N/A N/A 95
30319
shaurya-afk
unbiased Claim
Reads your GitHub profile and provides developer context (stack, projects, expe…
30320
ashlesh-t
CogniRepo Claim
FAISS, call graph, AST, BM25 — 34 MCP tools for AI agents. 50-80% token reducti…
N/A N/A
30321
vredrick
Enables intelligent access to React Native Godot documentation, examples, API r…
81
30322
arco-greendigit
A read-only MCP server for interacting with Coda API, enabling listing document…
N/A N/A
30323
geleynse
Gantry Claim
An MCP proxy and dashboard for Space Molt AI fleets that provides compound tool…
30324
FilipePessoa30
mcp-ibge Claim
Exposes official IBGE data as MCP tools, including Brazilian localities, SIDRA …
30325
webuplink-dev
WebUplink Claim
Give any MCP client the ability to browse and interact with the web via WebUpli…
N/A N/A
30326
waifuai
A personality analysis server that creates persons with traits, adds descriptio…
N/A N/A
30327
KeyFlo-ai
kb-gateway Claim
HTTP MCP gateway for a learning corpus that enables remote agents to perform se…
30328
burcusipahioglu
Brings on-premises Azure DevOps Server (including TFVC) to AI assistants with 4…
N/A N/A
30329
solnera
MCP Gateway Claim
A Home Assistant custom integration that provides standalone MCP server endpoin…
N/A N/A
30330
justlend
An MCP server enabling AI agents to interact with JustLend DAO on TRON for lend…
N/A N/A
30331
jgauffin
Enables AI coding agents to interact with TypeScript projects through compiler-…
N/A N/A
30332
SammySnake-d
Enables stateful subprocess sessions (REPLs) and tmux-backed TUI program contro…
N/A N/A
30333
ck0i
hashline-mcp Claim
An MCP server for precise, hash-referenced file editing that enables atomic edi…
N/A N/A
30334
marcelofmatos
zabbix-mcp Claim
MCP server to access the Zabbix API, providing tools to list hosts, problems, t…
30335
tinywind
bash-mcp Claim
Enables executing shell commands without permission prompts, including running …
N/A N/A
30336
handwrytten
Enables AI assistants to send real handwritten notes via physical cards using H…
30337
ajgreyling
An MCP server that audits a project for documentation, rules, skills, and knowl…
N/A N/A
30338
hackerxj2010
A production-ready MCP server with 24 tools for Stripe, Twilio, Resend, GitHub,…
30339
y0mulab
MCP server enabling full-text search of Japanese corporate IR filings (EDINET) …
30340
sqlew-io
sqlew Claim
Stores architectural decisions in a SQL database for persistent AI agent memory…
30341
BakeMark
A drop-in replacement for mcp-memory-duckdb with full concurrent access support…
30342
NoahMcGraw
wave-mcp Claim
Provides 54 tools across 10 categories for Wave Accounting, enabling invoicing,…
30343
strvmarv
total-recall Claim
Persistent, cross-tool memory for AI coding assistants, enabling context retent…
30344
carlosgutierrezch
Enables querying, exploring, and interacting with Azure SQL databases through M…
N/A N/A
30345
desikai-lab
Marrow Claim
Marrow is a persistent multi-project memory backend that provides AI agents wit…
N/A N/A
30346
rowbradley
A minimal MCP server for creating and updating Google Docs from markdown.
N/A N/A
30347
alevizio
globestudio Claim
MCP server for GlobeStudio.
30348
tatianathevisionary
Enables AI agents to search, browse, and retrieve articles from the Wealthsimpl…
30349
Michael-Obele
DocShark Claim
DocShark is an MCP server that scrapes and indexes documentation websites, enab…
N/A N/A
30350
shubham-01-star
A privacy-first memory layer for AI that securely bridges local knowledge with …
N/A N/A
Showing 30301–30350 of 61082 servers
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