MCP Server Quality Scores

Independent quality analysis of 66447 public MCP servers

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66447
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31793
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2112
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16953
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Last updated 6 hours, 25 minutes ago

Grade Distribution

Score Distribution

Newly Added

projects F YOUB F Robisie — agent-readable execution board F usertold-mcp F Subscribr F

Biggest Gainers

StockLens +58 Fintel Discovery — Financial Intelligence for AI Agents +46 Ask AI +46

Biggest Drops

PuroAir -60 solidus -60 token-intel -55
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
63201
caleb-overbay4
Enables AI-driven interaction with Twilio call services, including initiating o…
 — ○ ⏳ — — — — — —
63202
MrCartographer
Human-curated crypto signals, altcoin analysis, and airdrop alpha. x402 payment…
 — ○ ⏳ — N/A N/A — 95 —
63203
knowledge-bridge-labs
Provides a unified MCP/A2A endpoint that fans out to multiple LLMWiki Knowledge…
 — ○ ⏳ — N/A N/A — — —
63204
the33warehouse-tech
The first MCP server for the wafle commerce platform. It enables Claude, agents…
 — ○ ⏳ — — — — — —
63205
Aarekaz
Metro MCP Claim
A unified MCP server for US transit systems, supporting Washington DC Metro and…
 — ○ ⏳ — — — — — —
63206
jrogeriosilva
opf-br-mcp Claim
MCP server for token-efficient access to Open Finance Brasil rules, enabling co…
 — ○ ⏳ — N/A N/A — — —
63207
Maxim11111
A centralized MCP server that enables LLM agents to securely execute commands a…
 — ○ ⏳ — — — — — —
63208
PieterVDMerwe
Enables AI agents to interact with local Ollama models for text generation and …
 — ○ ⏳ — N/A N/A — — —
63209
BarryHsia
Enables intelligent code navigation and analysis for AOSP development using Ope…
 — ○ ⏳ — N/A N/A — — —
63210
Omarbadran37
AI-powered image analysis using Google Gemini 2.0 Flash with enterprise securit…
 — ○ ⏳ — N/A N/A — — —
63211
JSM-CN
Enables Jira integration for comprehensive issue management, board operations, …
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63212
puxu-msft
neighbors Claim
Enables multiple Claude Code sessions to communicate and coordinate through bro…
 — ○ ⏳ — N/A N/A — — —
63213
circlesac
Serves Markdown documentation as an MCP server, enabling AI agents to answer qu…
 — ○ ⏳ — — — — — —
63214
zamedic
Enables AI assistants to interact with Labradoc's document management, email in…
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63215
neoai-agent
A command-line tool for monitoring and analyzing Coralogix logs using the Model…
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63216
joje6
mcp-server Claim
An example MCP server with StreamableHTTPServerTransport, providing calculator …
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63217
Themetralla3000
Enables AI assistants to interact with Google Drive, including reading, searchi…
 — ○ ⏳ — — — — — —
63218
sorryorc
A deterministic verification gate for MCP clients that independently checks mod…
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63219
mokemokechicken
Provides AI-friendly stock analysis using Yahoo Finance data, including technic…
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63220
kogarashi86
WikiStrata Claim
Enables querying and interacting with a Markdown wiki generated from Confluence…
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63221
RaggedR
Enables searching academic papers, exploring citation graphs, and discovering r…
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63222
am2308
Enables natural language analysis of AWS cloud costs, waste audits, and budget …
 — ○ ⏳ — N/A N/A — — —
63223
Yoonutz
Remote MCP server for the Torn City API v2, enabling querying of player, factio…
 — ○ ⏳ — — — — — —
63224
AojdevStudio
A lightweight MCP server that provides persistent knowledge graph storage for A…
 — ○ ⏳ — N/A N/A — — —
63225
igor47
notmuchproxy Claim
Enables LLMs to search and read email from a notmuch archive, providing tools f…
 — ○ ⏳ — N/A N/A — — —
63226
devil-imps
An MCP server that provides programmatic access to devil hosting platform manag…
 — ○ ⏳ — N/A N/A — — —
63227
imyashkale
A simple memory storage server for Claude using the Model Context Protocol (MCP…
 — ○ ⏳ — N/A N/A — — —
63228
anboyu-alt
Analyzes Korean DART (Financial Supervisory Service) public disclosures to dete…
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63229
sandraschi
A production-ready FastMCP server that integrates Google Nest Protect devices w…
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63230
simonsysun
SeekLink Claim
Local-first Markdown vault retrieval for agents. Read-only MCP stdio server exp…
 — ○ ⏳ — N/A N/A — — —
63231
etheaven
An open-source MCP server that connects your IDE or AI assistant to the Codex C…
 — ○ ⏳ — N/A N/A — — —
63232
polskidegen
MCP server for Hyperliquid that provides read-only on-chain wallet analytics. E…
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63233
cygkichi
Enables access to Japanese stock market data via the free J-Quants API, providi…
 — ○ ⏳ — N/A N/A — — —
63234
Kuon-dev
Enables advanced reasoning and reflection using the Gemini API and OpenRouter m…
 — ○ ⏳ — N/A N/A — — —
63235
devsinsight
Indexes PDF documents into Qdrant and exposes semantic search as MCP tools, ena…
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63236
pipeworx-io
Enables querying City of Flagstaff open geospatial data via ArcGIS, including s…
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63237
fastmcp-me
MCP server for managing Linode cloud resources via the Linode API, enabling LLM…
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63238
warunacds
A Model Context Protocol server that connects AI assistants to your Domain Pilo…
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63239
Direct-TO
Wraps Kali Linux penetration testing tools for authorized security assessments,…
 — ○ ⏳ — N/A N/A — — —
63240
SPerekrestova
MCP server for accessing GitHub documentation via API, allowing users to fetch …
 — ○ ⏳ — — — — — —
63241
thedavidquan01
Searches and analyzes competitor ads and content across Meta, Google, Instagram…
 — ○ ⏳ — — — — — —
63242
Zleub
leekwars-mcp Claim
MCP server for LeekWars game enabling AI management, fight operations, item han…
 — ○ ⏳ — N/A N/A — — —
63243
WilliamLINWEN
A Model Context Protocol (MCP) server that provides tools for interacting with …
 — ○ ⏳ — — — — — —
63244
AgiFlow
OpenSkill Claim
An MCP server that makes Anthropic Skills universally accessible across coding …
 — ○ ⏳ — N/A N/A — — —
63245
ruvnet
Dynamo MCP Claim
Exposes cookiecutter templates through MCP, enabling discovery, registration, m…
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63246
kubegrind
Enables reading, searching, sending, and managing AOL Mail emails and folders v…
 — ○ ⏳ — — — — — —
63247
mirinda-cmd
Explore a variety of implementations that enhance Large Language Models with se…
 — ○ ⏳ — N/A N/A — 95 —
63248
reposkein
Deterministic code-graph (GraphRAG) over your repo for LLM agents — local-first…
 — ○ ⏳ — N/A N/A — — —
63249
Eldasoky1
LinkedIn MCP Claim
MCP server for programmable LinkedIn automation via Playwright, offering 20 too…
 — ○ ⏳ — N/A N/A — — —
63250
gabrielmahia
diaspora-mcp Claim
Provides tools for Kenyans abroad to navigate dual citizenship, diaspora taxes,…
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