MCP Server Quality Scores

Independent quality analysis of 66301 public MCP servers

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66301
Discovered
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31699
Scored
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2112
Verified
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16953
Complete
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Last updated 3 hours, 33 minutes ago

Grade Distribution

Score Distribution

Newly Added

Claude Imagine F BackQuant F mcp F Milemarker MCP Server F continuum F

Biggest Gainers

MisarMail +55 Mozaika +9 Swarm Tips — Aggregated AI Agent Activities +7

Biggest Drops

QuoteFirst -6 AI Law Tracker -5 Epanya -5
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
65551
Unwynd-io
Enables AI tools to read and write HERO documents, projects, tables, and templa…
 — ○ ⏳ — — — — — —
65552
hoodsy
solar-mcp Claim
Open-source MCP servers exposing US solar data (production, resource, economics…
 — ○ ⏳ — — — — — —
65553
Prism-Shadow
Context9 Claim
Context9 is an MCP server that feeds AI agents with up-to-date documentation, r…
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65554
SamuelSHernandez
MCP server for self-hosted Laserfiche repositories — search and read documents …
 — ○ ⏳ — N/A N/A — — —
65555
systemmin
image-mcp Claim
MCP server for image recognition, supporting multiple vision backends (Anthropi…
 — ○ ⏳ — N/A N/A — — —
65556
xlisp
Enables remote control of Android phones via Claude Desktop, offering 45+ tools…
 — ○ ⏳ — N/A N/A — — —
65557
markhilton
MCP server for Adobe Customer Journey Analytics, enabling AI-powered analytics …
 — ○ ⏳ — — — — — —
65558
vincentvella
devloop Claim
Drives a browser - or a native Expo/React Native app - and your dev server, put…
 — ○ ⏳ — N/A N/A — — —
65559
ElxMaj
marrow Claim
Enables coding agents to access structured product context (decisions, goals, e…
 — ○ ⏳ — — — — — —
65560
Stratogenic-AI
Governance middleware for AI agents: permission gates, approvals, compliance sc…
 — ○ ⏳ — — — — — —
65561
EremesNG
Enables AI assistants to browse, search, and extract code examples from the pub…
 — ○ ⏳ — N/A N/A — — —
65562
xiangshiyin
mcp-toy Claim
A toy MCP server for exploring Model Context Protocol capabilities, including r…
 — ○ ⏳ — N/A N/A — — —
65563
drashrafsaiyed-cyber
Control Instagram from Claude: publish photos, reels, and carousels, read accou…
 — ○ ⏳ — — — — — —
65564
gemini-cli-extensions
Enables management of Google Workspace apps (Docs, Sheets, Gmail, Calendar, Dri…
 — ○ ⏳ — — — — — —
65565
luke-nielsen
ebay-mcp Claim
Enables Claude to search eBay listings, analyze price distributions, find deals…
 — ○ ⏳ — — — — — —
65566
neutral-Stage
Enables AI agents to search, read, send, and organize Gmail emails via MCP prot…
 — ○ ⏳ — N/A N/A — — —
65567
saikrmet
An MCP server that gives AI assistants direct access to NASA's Exoplanet Archiv…
 — ○ ⏳ — — — — — —
65568
GhostlyGawd
Repository-owned engineering pattern intelligence - 15 MCP tools over stdio.
 — ○ ⏳ — N/A N/A — — —
65569
bvandevliet
Enables AI assistants to control Betaflight flight controllers over serial via …
 — ○ ⏳ — N/A N/A — — —
65570
Kaelio
ktx Claim
ktx is an MCP server that provides agents with accurate warehouse querying by s…
 — ○ ⏳ — N/A N/A — — —
65571
matthewholliday
Enables rolling of standard RPG dice (d4, d6, d8, d10, d12, d20, d100, etc.) us…
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65572
universal-mcp
Enables interaction with Spotify's services and tools through a standardized MC…
 — ○ ⏳ — — — — — —
65573
bloockchaindev
An open-source MCP server that collects errors from browser console and termina…
 — ○ ⏳ — N/A N/A — — —
65574
jaye773
A powerful MCP server that provides comprehensive Android device automation cap…
 — ○ ⏳ — N/A N/A — — —
65575
Scottcjn
grazer-mcp Claim
Multi-platform content discovery for AI agents over MCP — graze worthy content …
 — ○ ⏳ — — — — — —
65576
LZMW
md-graph Claim
MCP server that enables full-text search and link navigation over Markdown file…
 — ○ ⏳ — N/A N/A — — —
65577
MrWhilhelmSan
xcom-wingman Claim
A local MCP server enabling tactical advisors to semantically and keyword searc…
 — ○ ⏳ — N/A N/A — — —
65578
tommytang2414
Enables interaction with the Tines security automation platform, allowing manag…
 — ○ ⏳ — N/A N/A — — —
65579
capsulerun
bash Claim
Sandboxed bash for agents. Run untrusted commands in WebAssembly sandboxes with…
 — ○ ⏳ — N/A N/A — — —
65580
cstillick
A money-in-politics knowledge graph, as an MCP server. It links entities across…
 — ○ ⏳ — N/A N/A — — —
65581
Artur-ershov
nb-mcp Claim
A remote MCP server that gives Claude the ability to generate and edit images w…
 — ○ ⏳ — — — — — —
65582
nakamura196
Integrates Omeka S API with Claude Desktop via MCP, enabling listing, creating …
 — ○ ⏳ — — — — — —
65583
ZeroPointRepo
💯 The fastest YouTube transcript + YouTube search MCP for AI agents. Try for fr…
 — ○ ⏳ — — — — — —
65584
chris
annas-mcp2 Claim
— ○ ⏳ — N/A N/A — 95 —
65585
lordraw77
zabbix-mcp Claim
Exposes Zabbix monitoring capabilities as callable tools for AI agents and MCP-…
 — ○ ⏳ — — — — — —
65586
FornixII
Enables MCP clients to interact with a Velociraptor deployment for DFIR workflo…
 — ○ ⏳ — — — — — —
65587
tenova-labs
swt3-mcp Claim
Cryptographic AI governance and audit. 18 tools, 28 frameworks. EU AI Act, NIST…
 — ○ ⏳ — — — — — —
65588
Cicatriiz
TextToolkit Claim
A text transformation and formatting MCP server that provides common text manip…
 — ○ ⏳ — N/A N/A — — —
65589
peterkrueck
Enables Claude Code to consult Gemini for complex coding problems with session …
 — ○ ⏳ — N/A N/A — — —
65590
MaherMaker-EmotionHack
Enables retrieval of transcripts from YouTube videos, supporting multiple URL f…
 — ○ ⏳ — — — — — —
65591
koyeliaghosh
Provides real-time stock analysis tools including price lookup, comprehensive i…
 — ○ ⏳ — — — — — —
65592
defibabylon
Trace Claim
An MCP server that transforms Claude into an honest CV co-pilot, mechanically v…
 — ○ ⏳ — N/A N/A — — —
65593
lspecian
Enables AI assistants to interact with MAAS (Metal as a Service) infrastructure…
 — ○ ⏳ — — — — — —
65594
TugboatQA
Enables AI assistants to manage Tugboat projects, previews, and repositories vi…
 — ○ ⏳ — — — — — —
65595
AgenticAI-Ind
MCP server for personal finance management and investment tracking with real-ti…
 — ○ ⏳ — N/A N/A — — —
65596
luisgf
infrabroker Claim
Infrastructure access broker for AI agents — SSH & Kubernetes. Per-operation ep…
 — ○ ⏳ — — — — — —
65597
verymbuemo
Enables AI agents to manage Linear workspace resources such as issues, projects…
 — ○ ⏳ — — — — — —
65598
urbantz-logistics
Provides access to Nuclino content through structured search and retrieval tool…
 — ○ ⏳ — — — — — —
65599
brightlikethelight
A multi-interface music analysis server providing MCP, HTTP, CLI, and Python in…
 — ○ ⏳ — N/A N/A — — —
65600
ebenova
scope-guard Claim
— ○ ⏳ — N/A N/A — 95 —
Showing 65551–65600 of 66301 servers
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