MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31840
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 51 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53851
lichman0405
raspa-mcp Claim
Wraps the RASPA2 molecular simulation engine into MCP tools, enabling AI agents…
N/A N/A
53852
perceptron-ai-inc
A vision MCP server that gives MCP-compatible agents direct access to Perceptro…
53853
fabdendev
dagster-mcp Claim
An MCP server that gives AI agents full visibility and control over your Dagste…
53854
abdellahiheiballa
A Model Context Protocol (MCP) server that provides powerful RAG (Retrieval-Aug…
N/A N/A
53855
sourjya
TracePulse Claim
Runtime feedback MCP server for AI coding agents. It watches dev server logs, p…
N/A N/A
53856
pdhiran
Enables AI agents to verify Ceph CLI commands, config parameters, and review te…
N/A N/A 95
53857
hi-jin
Enables AI agents to extract PDF text, search with PDF++ citations, access vaul…
N/A N/A
53858
undercurrentai
aegis Claim
Six-gate governance for AI agents: PROCEED/PAUSE/HALT decisions with hash-chain…
53859
cdmarshall14
Provide a standardized interface to access and manage HubSpot CRM data efficien…
N/A N/A 95
53860
ryankr
Enables Claude Code to use Google Gemini AI capabilities for analyzing PDFs and…
81
53861
xiaobenyang-com
context7-mcp Claim
Find the right library and instantly fetch current documentation for it. Get co…
N/A N/A 95
53862
obto-inc
OBTO Claim
Your AI builds, deploys, and runs full-stack apps on a hosted workspace created…
53863
pilat
mcp-notify Claim
A minimal MCP server for sending Slack messages, supporting both bot and user t…
53864
Eventual-Inc
Privacy-first MCP server for macOS that allows AI agents to search local images…
N/A N/A
53865
muslus
AI-powered MCP server that analyzes academic manuscripts and generates ruthless…
N/A N/A
53866
AmitMarcus
Enables interaction with the Mashov school management system API, allowing retr…
53867
HugoRS00
Enforces pre-trade planning discipline by checking entry, stop, target, and ris…
53868
PalabreX
run.pay Claim
Stripe-native marketplace where AI agents discover and pay per call for API ser…
53869
BlueStarSystem
Aura UI Claim
Discover and install Aura UI Blade components for Laravel, Livewire and Tailwin…
53870
Vistara-Labs
Enable seamless integration with the Hypercore network by exposing its data and…
N/A N/A 95
53871
yubinkim444
repo-memory Claim
A different approach from typical persistent-memory MCPs. Instead of a local SQ…
N/A N/A
53872
PhilipAD
Query 190 Apple Health metrics from any MCP agent — zero-dependency, read-only,…
N/A N/A
53873
Sho0pi
Enables AI agents to browse Instagram Reels by automating login, scrolling, and…
N/A N/A
53874
Doucs91
hivelore Claim
Deterministic gate: blocks any commit whose diff reintroduces a documented team…
N/A N/A
53875
damassi
A Model Context Protocol server that provides Artsy partner analytics tools for…
N/A N/A 95
53876
pokerai-bet
@pokerai/mcp Claim
MCP server for the Pokerai API providing solver-grade GTO strategy for 6-max No…
53877
vinkius-labs
Generates realistic, context-aware synthetic data for AI agents to populate dat…
53878
qinsehm1128
askboard-mcp Claim
A local MCP server that collects structured human input via browser forms and m…
N/A N/A
53879
code-yeongyu
Exposes Language Server Protocol (LSP) tools such as diagnostics, goto definiti…
N/A N/A
53880
chenshuai9101
agent-fde Claim
A methodology-driven MCP server that guides enterprise AI rollouts through a 5-…
N/A N/A
53881
Ranch-Hand-Robotics
A Model Context Protocol server for ROS 2, enabling AI assistants to introspect…
N/A N/A 95
53882
junter1989k-ai
Hungary NAV Online Szamla 3.0 invoice reporting for AI agents: report invoice d…
53883
Enkryptedx
Read-only XRP Ledger MCP tools with proof-annotation envelopes and signed daily…
53884
Thatgfsj
Process memory for AI agents and humans that remembers the evolution of a proje…
N/A N/A 95
53885
getmunin
munin Claim
Open-source all-in-one MCP-first customer platform: KB, Conversations, CRM, CMS…
53886
NieLubieRudej
engine Claim
Exposes self-owned AI agent plugins as tools to Claude Code via a stdio MCP ser…
N/A N/A
53887
klausagnoletti
Enables natural language management of e-conomic accounting, including customer…
81
53888
scotia1973-bot
api-hub Claim
300+ free MCP tools: weather, crypto, DNS, QR, colors, SEO, UUIDs, and more.
53889
Chrisp671
An Obsidian plugin that provides embedded AI agent terminals and an MCP server …
N/A N/A
53890
przeslijmi
Enables AI assistants to generate realistic, synthetic test data on demand, inc…
53891
XMV-Solutions-GmbH
MCP server that enables AI agents to read, edit, and manage SharePoint document…
N/A N/A
53892
nayagamez
Wraps Anthropic Claude Code CLI as tools, allowing MCP clients to invoke headle…
N/A N/A
53893
barrettclark
A lightweight MCP server for Apple Calendar on macOS that uses a Swift helper t…
N/A N/A
53894
rios0rios0
Enables creation, editing, listing, and management of Home Assistant automation…
81
53895
360CVGroup
FGCLIP-MCP Claim
MCP server for FG-CLIP embedding services enabling multi-modal similarity compu…
53896
menemy
sideshell Claim
AI sidecar terminal — let Claude/Cursor run commands in a visible, persistent t…
N/A N/A
53897
Erenshkigal111
ccg-mcp Claim
Enables Claude Code Desktop to call OpenAI Codex/GPT-5 and Gemini APIs via stdi…
53898
MetricSpot
seo-mcp Claim
Six tools for SEO and AI-readability audits. 91 checks, 11 score modules.
53899
avidianity
mcp-openapi Claim
Enables AI agents to discover, search, and call any REST API described by an Op…
53900
we2go
Enables AI coding agents to read, write, and query Google Sheets as a database …
N/A N/A
Showing 53851–53900 of 66518 servers