MCP Server Quality Scores

Independent quality analysis of 43656 public MCP servers

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43656
Discovered
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29481
Scored
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2111
Verified
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16952
Complete
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Last updated 1 hour, 11 minutes ago

Grade Distribution

Score Distribution

Newly Added

Repowise (Hosted) F Link Center F data-enrichment F intelligence-gateway F MCP Compliance Preflight F

Biggest Gainers

theothers +30 aTars MCP +1 Swarm Tips — Aggregated AI Agent Activities +1

Biggest Drops

SaaS Browser -4 Correkt: The AI-Native Online Marketplace for Physical Products -3 library -2
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
34651
Mavengence
einvoice-mcp Claim
MCP server for German e-invoice compliance (XRechnung 3.0 & ZUGFeRD 2.x) enabli…
 — ○ ⏳ — — — — — —
34652
akram-side-projects
Notebook MCP Claim
Provides AI assistants with deep semantic and runtime understanding of Jupyter …
 — ○ ⏳ — N/A N/A — — —
34653
MCP-Mirror
Enables interaction with MinIO object storage through a standardized Model-Cont…
 — ○ ⏳ — — — — 81 —
34654
saunack-shapley
test-mcp Claim
— ○ ⏳ — N/A N/A — 95 —
34655
structured-sh
MCP server providing managed persistent memory for AI agents. Read and write st…
 — ○ ⏳ — N/A N/A — — —
34656
bwats
lifeos-mcp Claim
Provides MCP-compatible AI agents with read access to a LifeOS knowledge base, …
 — ○ ⏳ — N/A N/A — — —
34657
ainarsklavins
Provides AI assistants with real-time date, time, and timezone information, ena…
 — ○ ⏳ — — — — 81 —
34658
roby0404
Enables deploying a remote MCP server on Cloudflare Workers without authenticat…
 — ○ ⏳ — — — — — —
34659
sweir1
A production-ready MCP server providing AI assistants with intelligent Supabase…
 — ○ ⏳ — — — — — —
34660
cbuntingde
Enterprise-grade MCP server for persistent, intelligent memory management acros…
 — ○ ⏳ — N/A N/A — — —
34661
fredericbarthelet
Enables interaction with LinkedIn's Community Management API, allowing users to…
 — ○ ⏳ — N/A N/A — — —
34662
shilong20
MCP server for Codex CLI — tmux persistence, git worktree isolation, async disp…
 — ○ ⏳ — N/A N/A — — —
34663
Savirinc
Canonical MCP server resolver. Returns the right MCP for any agent intent with …
 — ○ ⏳ — N/A N/A — — —
34664
gibeon-io
MCP server for the Gibeon digital signage platform. Control your players, manag…
 — ○ ⏳ — — — — — —
34665
xano-inc
An MCP server and standalone library that gives AI assistants superpowers for d…
 — ○ ⏳ — — — — — —
34666
universal-mcp
Provides a standardized interface for interacting with Semanticscholar's tools …
 — ○ ⏳ — — — — — —
34667
HBarefoot
Engram Claim
Engram is a local-first memory server that lets AI agents remember things acros…
 — ○ ⏳ — N/A N/A — — —
34668
MacromNex
Model Context Protocol server for protein binder design using BindCraft via Doc…
 — ○ ⏳ — N/A N/A — — —
34669
Humotica
MCP server for running infrastructure health checks with TIBET provenance. It e…
 — ○ ⏳ — N/A N/A — — —
34670
gianmarco.belmonte
facebook-ads Claim
— ○ ⏳ — N/A N/A — 95 —
34671
DevTee-dot
MCP server for real-time electricity prices, carbon intensity, and energy analy…
 — ○ ⏳ — — — — — —
34672
hiing
smithery-mcp Claim
— ○ ⏳ — N/A N/A — 95 —
34673
La-fe
Enables creating and managing text notes with a simple note-taking system. Prov…
 — ○ ⏳ — N/A N/A — 95 —
34674
wgong
— ○ ⏳ — N/A N/A — 95 —
34675
kcgdz
mcp-print Claim
Provides comprehensive print production and color management tools (Pantone loo…
 — ○ ⏳ — N/A N/A — — —
34676
Sukarth
Provides coding agent capabilities including file operations, terminal commands…
 — ○ ⏳ — N/A N/A — — —
34677
ravidsrk
marketintell Claim
AI analyst desk for stocks, options & crypto with sourced trade setups and a pu…
 — ○ ⏳ — — — — — —
34678
amessagee
mcp-1 Claim
— ○ ⏳ — N/A N/A — 95 —
34679
riccardo-larosa
A Model Context Protocol server implementation using StreamableHTTPServerTransp…
 — ○ ⏳ — — — — 81 —
34680
rakeshgangwar
Enables AI assistants to interact with FreshRSS feeds via the Fever API, allowi…
 — ○ ⏳ — — — — — —
34681
mariia
mcp-1 Claim
— ○ ⏳ — N/A N/A — 95 —
34682
joaomj
A deep web search MCP server using LinkUp API that provides a deep_search tool …
 — ○ ⏳ — N/A N/A — — —
34683
rasinmuhammed
misata-mcp Claim
Generate realistic multi-table synthetic datasets from plain English. Supports …
 — ○ ⏳ — N/A N/A — — —
34684
ziv-daniel
node-red-mcp Claim
A Model Context Protocol server for Node-RED integration, enabling AI agents to…
 — ○ ⏳ — — — — — —
34685
halilc4
tabby-mcp Claim
A lightweight MCP server that enables control of the Tabby terminal via Chrome …
 — ○ ⏳ — N/A N/A — — —
34686
liuyixin-louis
Anki MCP Claim
Enables AI assistants like Claude to interact with Anki flashcard decks through…
 — ○ ⏳ — N/A N/A — 95 —
34687
Ed-Relight
MemeStack MCP — hosted MCP server for searching an AI-tagged image gallery (mem…
 — ○ ⏳ — — — — — —
34688
Chronolapse411
Solana token safety oracle for AI agents and trading bots. Byte-level SPL mint …
 — ○ ⏳ — — — — — —
34689
kubeopt
kubopt Claim
Kubernetes cluster cost analysis and optimization. Query costs, find savings op…
 — ○ ⏳ — N/A N/A — — —
34690
marianfoo
Provides ABAP developers with unified search, document retrieval, feature matri…
 — ○ ⏳ — N/A N/A — — —
34691
PhelanShao
Enables AI-driven first-principles calculations for quantum chemistry and mater…
 — ○ ⏳ — N/A N/A — — —
34692
luthersystems
Enables interaction with Buildium property management software through natural …
 — ○ ⏳ — N/A N/A — — —
34693
ladyiceberg
Audits your Claude Code memory store with 4-dimension quality scoring and actio…
 — ○ ⏳ — N/A N/A — — —
34694
adner
An MCP server that turns natural-language descriptions into interactive HTML/JS…
 — ○ ⏳ — — — — — —
34695
gotalab
A novel game server supporting multi-branch visual novel scenarios in English a…
 — ○ ⏳ — N/A N/A — — —
34696
kud
A Jenkins MCP server with 37 tools for managing jobs, builds, nodes, views, and…
 — ○ ⏳ — N/A N/A — — —
34697
postproxy
Integrates PostProxy API with Claude Code for publishing posts, checking status…
 — ○ ⏳ — — — — — —
34698
wisdomcrane
Enables AI assistants to create, read, search, and update notes on Tilnote, plu…
 — ○ ⏳ — — — — — —
34699
sjawhar
Enables AI assistants to manage WhatsApp: list chats, send and receive messages…
 — ○ ⏳ — N/A N/A — — —
34700
healthymind-tech
Integrates Taiwan health data and international medical standards, providing 28…
 — ○ ⏳ — — — — — —
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