MCP Server Quality Scores

Independent quality analysis of 68965 public MCP servers

68965
Discovered
→
33703
Scored
→
2112
Verified
→
16953
Complete

Last updated 33 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
66701
OumyL
MCP Trader Claim
Enables advanced technical and fundamental analysis of financial markets includ…
— ○ ⏳ — — — — 81 —
66702
Sunwood-ai-labs
Provides text-to-speech functionality via VoiceVox, enabling Claude to generate…
— ○ ⏳ — N/A N/A — — —
66703
kabirrajsingh
Demonstrates MCP remote authentication boundary with OAuth 2.0, Keycloak token …
— ○ ⏳ — — — — — —
66704
larsburkhardt
vision Claim
Enables vision capabilities for OpenCode by analyzing local images (PNG, JPG, W…
— ○ ⏳ — N/A N/A — — —
66705
Scientia07
Enables AI assistants to search products and generate affiliate links across Eu…
— ○ ⏳ — N/A N/A — 95 —
66706
FoundryNet
x402-gated geocoding + distance gateway. Tools: geocode, distance.
— ○ ⏳ — — — — — —
66707
halflifezyf2680
Progressive group routing for 393 professional skills via Rust daemon stdio shi…
— ○ ⏳ — N/A N/A — — —
66708
murilojrpereira
A generic MCP (Model Context Protocol) server that bridges any GraphQL API to C…
— ○ ⏳ — — — — — —
66709
emawritz
whatsapp-mcp Claim
Connects WhatsApp to Claude Code, enabling message reading, audio transcription…
— ○ ⏳ — N/A N/A — — —
66710
Nanda-Kiran
A git-backed per-repo memory layer for Claude Code, enabling persistent, versio…
— ○ ⏳ — N/A N/A — — —
66711
chrischall
MusicBrainz MCP — search/browse music metadata, cover art, and submit tags/rati…
— ○ ⏳ — N/A N/A — — —
66712
BusyBee3333
Provides 50+ tools for interacting with Rippling's HR platform, including emplo…
— ○ ⏳ — — — — — —
66713
brain-bbqs
neuro-mcp Claim
Neuroscience MCP server (Python) for the BBQS at McGovern Institute of Brain Re…
— ○ ⏳ — N/A N/A — 95 —
66714
jpa012401
Enables AI agents to perform comprehensive web application testing including vi…
— ○ ⏳ — N/A N/A — — —
66715
david-valdivia
Enables Claude to read, create, update, and manage files in Google Drive throug…
— ○ ⏳ — — — — — —
66716
Bigabou007-dev
WariMCP Claim
A unified MCP server for West African payment providers, enabling AI agents and…
— ○ ⏳ — — — — — —
66717
shuji-bonji
Enables LLMs to search and retrieve Japanese laws from the e-Gov API v2, includ…
— ○ ⏳ — — — — — —
66718
Benita2001
AgentLedger Claim
MCP server that stores AI agent reasoning traces permanently on 0G Storage, ena…
— ○ ⏳ — — — — — —
66719
mickexd
codebase-rlm Claim
MCP server that uses Recursive Language Models to analyze codebases hierarchica…
— ○ ⏳ — N/A N/A — — —
66720
rapturt9
Enables semantic search and retrieval of AI alignment articles from Alignment F…
— ○ ⏳ — N/A N/A — — —
66721
5queezer
Distill Claim
MCP server that provides a shared team knowledge base by transforming raw input…
— ○ ⏳ — N/A N/A — 95 —
66722
ouonet
tshark-mcp Claim
An MCP server that exposes TShark as tools for AI-assisted network packet analy…
— ○ ⏳ — N/A N/A — — —
66723
paterapatera
redmine-mcp Claim
Enables AI agents to fetch issues from Redmine via the MCP protocol. Requires R…
— ○ ⏳ — — — — — —
66724
valtirman
NDASentry Claim
Anonymous NDA risk analysis exposed as MCP tools. Designed for AI agents to rev…
— ○ ⏳ — — — — — —
66725
labrinyang
synai-relay Claim
An MCP server enabling AI agents to browse, claim, submit, and manage paid task…
— ○ ⏳ — — — — — —
66726
ravintambimuttu-eng
Exposes publisher journalism to LLMs and agent frameworks via search, retrieval…
— ○ ⏳ — N/A N/A — — —
66727
dannychirkov
Enables AI assistants to interact with SalesDrive CRM, allowing order managemen…
— ○ ⏳ — — — — — —
66728
juangb87
Integrates FlexOffers API v3 as an MCP server, enabling users to manage affilia…
— ○ ⏳ — N/A N/A — — —
66729
liyixin21
Remote MCP server providing access to Jina Reader, Embeddings, and Reranker API…
— ○ ⏳ — — — — — —
66730
ddonathan
An MCP server that enables LLMs to interact with IT Glue documentation, includi…
— ○ ⏳ — — — — 81 —
66731
bidouilles
Enables AI assistants to control iOS simulators through WebDriverAgent, support…
— ○ ⏳ — N/A N/A — — —
66732
nmattox
Enables interaction with mParticle's Data Planning API to manage data plans, re…
— ○ ⏳ — N/A N/A — 95 —
66733
fiatgrowthorg
Enables AI agents to search, compare, and get personalized recommendations for …
— ○ ⏳ — — — — — —
66734
afreakk
MCP server for automating qutebrowser browser via CDP and IPC. Enables tab mana…
— ○ ⏳ — N/A N/A — — —
66735
CelestoAI
Hosted MCP for Celesto cloud computers: create, exec, ports, start/stop/delete.
— ○ ⏳ — — — — — —
66736
magicstack-llp
Provides tools for searching, creating, and managing Indian Government Schemes …
— ○ ⏳ — — — — — —
66737
Ramsi-K
Discord MCP Claim
Enables AI assistants to interact with Discord servers, including listing serve…
— ○ ⏳ — N/A N/A — — —
66738
toastynerd
Enables Claude Code to control a running Emacs instance via MCP, supporting fil…
— ○ ⏳ — N/A N/A — — —
66739
axel-belfort
Website technology detection API for AI agents. Identify 50+ technologies on an…
— ○ ⏳ — — — — 81 —
66740
wanyingng
Enables searching documentation from GitHub repositories and web pages via MCP …
— ○ ⏳ — N/A N/A — — —
66741
tamiratias93-gif
MCP server that lets Claude control Google Gemini Omni video generation via a b…
— ○ ⏳ — N/A N/A — — —
66742
dtinth
Enables uploading PR screenshots to Cloudflare R2 via presigned URLs, allowing …
— ○ ⏳ — — — — — —
66743
xqzimgz
tax-law-mcp Claim
Provides access to Japanese tax law data from official sources via a local web …
— ○ ⏳ — N/A N/A — — —
66744
CenblueOne
A comprehensive MCP server that integrates TradingView Desktop automation, scre…
— ○ ⏳ — — — — — —
66745
InstaCode
Enables Claude (or any MCP client) to read and write events on your iCloud cale…
— ○ ⏳ — N/A N/A — — —
66746
indulge
Enables chess analysis and move generation using the Stockfish engine via MCP t…
— ○ ⏳ — N/A N/A — — —
66747
itscartmanbrah
Enables Claude to manage Outlook calendar events and Microsoft To Do tasks for …
— ○ ⏳ — — — — — —
66748
zernio-dev
Zernio Claim
Schedule, publish, and analyze social media across 15+ platforms, plus inbox, a…
— ○ ⏳ — — — — — —
66749
yama662607
inbox-mcp Claim
A privacy-first MCP server for inbox triage, enabling masked email reading, cal…
— ○ ⏳ — N/A N/A — — —
66750
juampicosta
AbletonMCP Claim
Control Ableton Live from Claude Code via the Model Context Protocol (MCP). Cre…
— ○ ⏳ — N/A N/A — — —
Showing 66701–66750 of 68965 servers