MCP Server Quality Scores

Independent quality analysis of 66549 public MCP servers

66549
Discovered
31852
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 26 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
38851
ThinkInAI-Hackathon
Enables large language models to directly access and search content in ZIM file…
N/A N/A
38852
heltonteixeira
Provides RAG capabilities for semantic document search using Qdrant vector data…
81
38853
pipeworx-io
Aviationstack MCP — global flight + airport + airline data
38854
on-panda
Exposes internal tools from agent harnesses (Claude Code, Codex, etc.) as a sta…
N/A N/A
38855
HelloSafe
Compare travel insurance quotes from 15+ insurers — Schengen, WHV, students, lo…
38856
JithunMethusahan
Enables interaction with the Dog API through natural language, supporting opera…
38857
Iron-Mark
Read-only MCP server: verify credentials and browse escrows on the Stellar test…
38858
Parsegl
mcp Claim
See how ChatGPT, Claude, Perplexity, and Gemini cite brands, prompts, and sourc…
38859
Retgex
EditX Claim
An MCP server for taking screenshots and editing images with annotations, shape…
N/A N/A
38860
mbucknam
retavyn Claim
Retavyn provides persistent memory for Claude, automatically storing and inject…
N/A N/A
38861
clauxel
Remote MCP for AI waiver checks, exception approvals, expiry review, and audit …
38862
David-J-Shibley
Enables uploading and managing SoundCloud tracks via the official API, with sup…
38863
Leo-Martin-Pala
An MCP server for working with the Võro language: local dictionary and corpus l…
38864
jameshenning
Connects your Plaud voice recorder to Claude, giving access to recordings, tran…
38865
codependentai
Mind Cloud Claim
Persistent memory infrastructure for AI systems, running on Cloudflare's edge n…
38866
Mavengence
einvoice-mcp Claim
MCP server for German e-invoice compliance (XRechnung 3.0 & ZUGFeRD 2.x) enabli…
38867
qloba
Integrates with Runbook to allow listing, reading, searching, creating, and upd…
38868
aswin-s
MCP server providing real-time Indian stock market data through 15 tools, inclu…
38869
xiazhe-xz
Enables AI agents to control an ESP32-C3 audio client via MQTT for playing, pau…
81
38870
zb2947244682
Enables AI to create, edit, and batch generate JSON data with advanced rule eng…
81
38871
santoshshinde2012
Framesleuth Claim
Local bug-reproduction video analysis tool that processes bug recordings frame-…
N/A N/A
38872
JacobJandon
sicry Claim
Enables AI agents to access Tor hidden services and the dark web through tools …
N/A N/A
38873
Jacobobber
fh6-tuner Claim
An MCP server that analyzes Forza Horizon 6 telemetry to provide AI-driven tuni…
N/A N/A
38874
pythondev-pro
PyForge IDE Claim
Enables Python code execution in a sandboxed environment with virtual file syst…
N/A N/A 95
38875
costaadiego1989
A CRUD todo list server that exposes tools to create, list, and conclude tasks,…
N/A N/A
38876
JoeyBe1
mcp-augment Claim
Adds safety hooks to AI coding tools by providing enforced proxy tools (safe_wr…
N/A N/A
38877
JameZUK
Arkana Claim
An MCP server that provides 294 malware analysis tools behind an AI-driven inte…
38878
l4b4r4b4b4
news-mcp Claim
Agentic NewsAPI.org MCP server with semantic search, article versioning, Chroma…
38879
firekula
mcp-bridge Claim
MCP server for Cocos Creator that enables AI tools to automate scene editing, r…
N/A N/A
38880
lukeduffell-personal
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
38881
Spider-Chat
Access your Spider Chat flows, memories, and facts from Claude Desktop with fas…
38882
muslus
BioCite-MCP Claim
BioCite-MCP enables LLMs to retrieve verified academic literature metadata, cit…
38883
LogicMem
Provides persistent memory, reasoning, agent-to-agent sharing, and immutable au…
38884
LibreChat-AI
Provides 55 tools for managing QuickBooks entities like customers, invoices, an…
38885
lybang972314
agentbridge Claim
A unified gateway for AI agent tools that provides a single MCP stdio endpoint …
N/A N/A
38886
devjourney
Enables AI assistants to control Music Assistant for music search, library brow…
38887
wudongjie
MCP server that calculates work hours, overtime, and gross pay from clock in/ou…
N/A N/A
38888
radi-totev
AgentAuth Claim
Identity and auth for AI agents: credentials, tokens, delegations, and permissi…
N/A N/A 75
38889
ZureJack
A modular Python MCP server providing tools for text echoing, system informatio…
N/A N/A
38890
clemensjl
agentfenster Claim
Windows GUI automation on a hidden second desktop, driven from Claude Code over…
N/A N/A
38891
jppeiro90
Exposes the full WhatsApp API via Evolution API, enabling message sending, chat…
38892
abmwine
Deterministic date arithmetic with auditable receipts: business days, due dates…
38893
incentivai
Launch your conversational Quickchat AI agent as an MCP to give AI apps real-ti…
81
38894
mkhanal
DocPulse Claim
DocPulse enables users to distill large documentation into compact, LLM-ready s…
N/A N/A 95
38895
shivam-jainn
websocat-mcp Claim
MCP server for WebSocket operations, enabling connect, send, receive, and manag…
N/A N/A
38896
ktibbs9417
Enables AI assistants to perform Google Workspace administrative actions via GA…
N/A N/A
38897
cppalliance
A local MCP server that gives an LLM agent read access to the WG21 (ISO C++) co…
N/A N/A
38898
ratel-ai
Exposes a Ratel tool catalog over MCP with two tools (search_tools and invoke_t…
38899
jianjungki
Enables fetching HuggingFace daily papers for today, yesterday, or a specific d…
38900
foggy-projects
A semantic layer query engine with MCP support, enabling AI assistants to query…
Showing 38851–38900 of 66549 servers
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