MCP Server Quality Scores

Independent quality analysis of 69236 public MCP servers

69236
Discovered
→
33911
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47051
davidlinjiahao
plaud-mcp Claim
Enables querying Plaud AI recordings, transcripts, and summaries through the Pl…
— ○ ⏳ — N/A N/A — — —
47052
iamstefanp
Enables AI assistants to control YouTube Live Streaming, including creating bro…
— ○ ⏳ — N/A N/A — — —
47053
Sceat
Enables AI agents to store, search, and recall semantic memories with three mem…
— ○ ⏳ — N/A N/A — — —
47054
jacobNar
Enables creating PowerPoint presentations with ERD diagrams from text prompts b…
— ○ ⏳ — N/A N/A — — —
47055
retailbox-automation
Audit ClickUp workspaces: spaces, folders, lists, custom fields, tasks, and vie…
— ○ ⏳ — N/A N/A — 95 —
47056
PhilInTheLoop
Implements Universal Commerce Protocol (UCP) primitives backed by HubSpot CRM, …
— ○ ⏳ — N/A N/A — — —
47057
EaseHee
rhino-mcp Claim
Enables Claude to drive Rhino 8 and Grasshopper for geometry creation, manipula…
— ○ ⏳ — — — — — —
47058
gigachadtrey
chatsave Claim
— ○ ⏳ — N/A N/A — 95 —
47059
solutionsunity
Enables AI agents to interact with Odoo ERP as the authenticated user, with too…
— ○ ⏳ — — — — 81 —
47060
Synlake-ai
Enables AI agents to discover, evaluate, and provision cloud infrastructure acr…
— ○ ⏳ — — — — — —
47061
sunwu51
MCP server for fetching Bilibili video metadata and subtitles. Supports running…
— ○ ⏳ — N/A N/A — — —
47062
ayo-nci
Generate DOCX and PDF documents from reusable templates at scale. Upload a DOCX…
— ○ ⏳ — — — — — —
47063
jakesimonds
Enables controlling Wonder Workshop's Dash robot through Claude, supporting mov…
— ○ ⏳ — N/A N/A — — —
47064
aliyun
Serves as a universal interface between AI Agents and AnalyticDB PostgreSQL dat…
— ○ ⏳ — — — — — —
47065
OdellMoreno
An MCP server that enables signing, verifying, and managing APK files and keyst…
— ○ ⏳ — N/A N/A — — —
47066
knakit
Connect Claude to your IFS Cloud instance and interact with your ERP through na…
— ○ ⏳ — N/A N/A — — —
47067
pipeworx-io
mcp-serper Claim
Enables Google Search, News, and Places queries via the Serper API, integrated …
— ○ ⏳ — — — — — —
47068
txxhxx
Analyze web links to create and manage event data efficiently. Extract event de…
— ○ ⏳ — N/A N/A — 95 —
47069
navbuildz
Multi-account Gmail integration for AI agents, enabling read, write, archive, l…
— ○ ⏳ — — — — — —
47070
lumayapartners
memini Claim
Local-first project memory for AI coding agents. Records failed attempts, fragi…
— ○ ⏳ — N/A N/A — — —
47071
DyanGalih
Repository-native, Git-reviewable memory extension for AI coding assistants to …
— ○ ⏳ — N/A N/A — — —
47072
clouatre-labs
Educational MCP server with math operations, statistics, visualizations, and pe…
— ○ ⏳ — — — — 81 —
47073
bkuri
Enables AI agents to search, browse, and recommend tools from the Hermes Agent …
— ○ ⏳ — N/A N/A — — —
47074
CSOAI-ORG
UK AI Regulation Compliance MCP. Automates audits against the UK AI White Paper…
— ○ ⏳ — N/A N/A — — —
47075
uofuonye
regulatory Claim
Live US federal and state regulatory changes and grant programs, every result c…
— ○ ⏳ — — — — — —
47076
quanticsoul4772
Enables shell command execution on macOS with session management, background pr…
— ○ ⏳ — N/A N/A — — —
47077
Pupillen
Exposes Wireshark CLI tools to AI agents through MCP interfaces for network ana…
— ○ ⏳ — N/A N/A — — —
47078
gabrielmahia
mkopo-mcp Claim
MCP server for alternative credit scoring in Kenya — builds a 300–850 score fro…
— ○ ⏳ — N/A N/A — — —
47079
AmOrFeU86
Enables searching and querying Spanish public subsidies and aids using the BDNS…
— ○ ⏳ — N/A N/A — — —
47080
GoVanAI
mem-graph Claim
Graph-relational memory MCP server for persistent LLM memory, featuring wikilin…
— ○ ⏳ — N/A N/A — — —
47081
Ception
expo-docs Claim
Enables fast, offline search and retrieval of Expo documentation from local .md…
— ○ ⏳ — N/A N/A — — —
47082
RT123-new
contextgit Claim
A deterministic, local-first memory engine for AI assistants that provides vers…
— ○ ⏳ — N/A N/A — — —
47083
xiaobenyang-com
Log meals and instantly find calorie information for foods. Get a clear daily s…
— ○ ⏳ — N/A N/A — 95 —
47084
davekim917
This MCP server renders UI design artifacts headlessly, runs deterministic lint…
— ○ ⏳ — N/A N/A — — —
47085
Lexus2016
Provides persistent, local-first memory with knowledge graph and hybrid search …
— ○ ⏳ — N/A N/A — — —
47086
pipeworx-io
Enables searching and querying Grand Paris Sud open data (urban services, mobil…
— ○ ⏳ — — — — — —
47087
Zavelinski
recall Claim
A zero-dependency MCP server for cross-session memory recall in Claude Code. Pr…
— ○ ⏳ — N/A N/A — — —
47088
Vollkorn-Games
Godot MCP Claim
An MCP server that gives AI assistants full control over the Godot game engine,…
— ○ ⏳ — N/A N/A — — —
47089
LLLDYYY
Knowledge-based MCP server for photonics simulation engineering, providing rule…
— ○ ⏳ — N/A N/A — — —
47090
nicovlr
MCP server that connects Carrefour Drive to Claude and other MCP clients, enabl…
— ○ ⏳ — N/A N/A — — —
47091
Roelovanheeren
Enables ElevenLabs AI agents to manage dental clinic appointments through Googl…
— ○ ⏳ — — — — — —
47092
dreamlaunchersin
DREAM LAUNCHERS INTERIORS PRIVATE LIMITED
— ○ ⏳ — N/A N/A — 95 —
47093
hybridindie
A secure MCP server for ComfyUI that enables AI assistants to generate images, …
— ○ ⏳ — — — — — —
47094
pipeworx-io
Enables searching and querying open geospatial datasets from Tallahassee-Leon C…
— ○ ⏳ — — — — — —
47095
BananaCrystal
Provides AI agents with a wallet and autonomous payment capabilities using stab…
— ○ ⏳ — — — — — —
47096
dustinest
A read-only MCP server that exposes Estonian eesti.ai events (workshops and mee…
— ○ ⏳ — — — — — —
47097
jinpyo.yi
ask_her Claim
— ○ ⏳ — N/A N/A — 95 —
47098
diandiandia
A high-precision logical vulnerability auditing tool that uses MCP and CodeGrap…
— ○ ⏳ — N/A N/A — — —
47099
sindhug
A research-informed MCP server that enables natural language question answering…
— ○ ⏳ — N/A N/A — — —
47100
Hazgar2111
A production-grade coordination hub that enables AI agents and human teams to w…
— ○ ⏳ — — — — 81 —
Showing 47051–47100 of 69236 servers
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