MCP Server Quality Scores

Independent quality analysis of 33537 public MCP servers

33537
Discovered
27233
Scored
1781
Verified
16957
Complete

Last updated 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
30651
mdfifty50-boop
Inject deep domain knowledge into any AI agent
N/A N/A
30652
Zacccck
Remote HTTP MCP server that reads Outlook email attachments via Microsoft Graph…
30653
darwinphi
Local stdio MCP server for searching and analyzing the Philippine schools maste…
N/A N/A
30654
mikeisfree
neo4j Claim
N/A N/A 95
30655
kruschdev
A persistent, PostgreSQL-backed repository management system and semantic memor…
N/A N/A
30656
SaideLeon
A Model Context Protocol server that searches educational articles from todamat…
81
30657
huangmy157
shopify Claim
N/A N/A 95
30658
cordlesssteve
Enables comprehensive search and analysis of Claude Code conversation history u…
81
30659
Pyda-AI
Enables AI assistants to execute PromQL queries and discover metrics within AWS…
81
30660
PreistlyPython
Enables AI assistants to interact with Metasploit Framework through 28 comprehe…
N/A N/A 95
30661
onetrueclaude-creator
Find what your knowledge base mentions but doesn't actually explain.
N/A N/A
30662
darktw
Persistent knowledge memory for AI agents. Two-way flow: read context into proj…
81
30663
srotzin
Hive Trade Claim
Agent-to-agent trading engine — orderbook, matching, atomic settlement
30664
Vortx-AI
Content-addressed, ed25519-signed memory of every place on Earth. Apache-2.0, n…
30665
seob717
redash-mcp Claim
Connect Redash to Claude -- query data, manage dashboards, and run SQL with nat…
N/A N/A
30666
hydavinci
Generate UML class diagrams from C++ source code by analyzing class structures,…
N/A N/A 95
30667
geraservicesuk
Find and book home service providers: cleaning, repairs, beauty, moving. 50+ co…
N/A N/A
30668
bgpt
BGPT MCP API Claim
Search scientific papers with raw experimental data extracted from full-text st…
N/A N/A 95
30669 N/A N/A 95
30670
ragalgo
ragalgo Claim
Get scored daily context for Korean stocks and crypto to reduce hallucinations …
N/A N/A 95
30671
betterhyq
A Model Context Protocol (MCP) server for validating Mermaid diagram syntax and…
N/A N/A 95
30672
saveomargaya2015
voxpact Claim
MCP server exposing 10 tools for interacting with the Voxpact AI agent marketpl…
30673
xiaobenyang-com
bingcn Claim
使用必应搜索快速发现相关网页。获取完整网页内容以便深入分析与引用。加速调研、整理与引用流程。
N/A N/A 95
30674
HoldMyBeer-gg
blend-ai Claim
An MCP server that enables AI assistants to control Blender through 108 special…
N/A N/A
30675
kazuph
Obsidian vault connector for Claude Desktop - enables reading and writing Markd…
N/A N/A 95
30676
adelaidasofia
Provides Claude access to RescueTime productivity data, enabling users to query…
30677
payhumans
The human API for AI agents. When your agent hits a task it can't do — verify a…
81
30678
dotgc
Facilitate comprehensive due diligence processes by integrating and automating …
N/A N/A 95
30679
SmashToes
Real-time financial market data MCP server. Stocks, crypto, technicals, sentime…
N/A N/A 95
30680
evan-follis-u0ll
preflight Claim
Check if your MCP server is ready to publish on the MCP Registry, Smithery, or …
81
30681 N/A N/A 95
30682
yuhuison
wiki-mcp Claim
N/A N/A 95
30683
daanno
Enables AI assistants to securely access and interact with Simplicate business …
81
30684
axel-belfort
DEX swap quote API for AI agents. Best swap quotes across Uniswap V2/V3, SushiS…
81
30685
swesmith-repos
MCP Solver Claim 1
An MCP server that enables Large Language Models to interactively create, edit,…
N/A N/A 95
30686
doossee
Enables AI agents to create, run, and manage HTTP requests using the Invoker AP…
N/A N/A
30687
nexgendata-apify
SEO audit toolkit: feed it a URL, get back rendered content, the technology sta…
30688
azender1
SafeAgent Claim
Execution guard for AI agents — prevents duplicate tool calls on retry.
N/A N/A
30689
wtronk
Geolocation tools (reverse geocoding, ip lookup, etc) using Jeleo Geolocation A…
N/A N/A
30690 N/A N/A
30691
tmbot12
Real-time prediction market consensus data for AI agents. Aggregates probabilit…
30692
masayukick
A serverless MCP (Model Context Protocol) implementation on Cloudflare Workers …
81
30693
david-choi-querypie
david-mcp6 Claim
N/A N/A
30694
nadine
n3153 Claim
30695
globau
Model Context Protocol server for Firefox DevTools - enables AI assistants to i…
N/A N/A 95
30696
mailwarm
mailx-tools Claim
Mailx Tools is an MCP server that gives AI agents a complete email-deliverabili…
30697
fernikolic
clawdentials Claim
Trust layer for AI agent commerce — escrow-protected payments, verifiable reput…
81
30698
microsoft
test_mcp Claim
N/A N/A 95
30699
varunjain-byte
Enables efficient interaction with Codebeamer V3 APIs by consolidating 30+ indi…
81
30700
swarmclawai
swarmvault Claim
Inspired by Karpathy's LLM Wiki. Local-first RAG knowledge base compiler with M…
N/A N/A
Showing 30651–30700 of 33537 servers
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