MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 3 hours, 36 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 44851 |
metabase-mcp-navi
Claim
A MCP server for Metabase that gives AI assistants direct access to dashboards,…
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| 44852 |
pdf-reader-server
Claim
A Model Context Protocol server for managing text notes, with resources (note:/…
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| 44853 |
Find verified appliance repair, HVAC, and plumbing technicians by location and …
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| 44854 |
A domain-agnostic MCP server for autonomous experimentation, generalizing Karpa…
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| 44855 |
acmi-mcp
Claim
Persistent agent memory via ACMI — Profile/Signals/Timeline. 16 tools on Upstas…
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| 44856 |
medigami
Claim
Attested healthcare-finance MCP: bill scans, appeals, denials, rate + ICD/CPT/N…
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| 44857 |
Yandex Wiki MCP
Claim
Enables reading, creating, updating, and appending content to Yandex Wiki pages…
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| 44858 |
Smallest MCP Server
Claim
MCP server for the Smallest AI platform that enables managing AI voice agents, …
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| 44859 |
python-runner
Claim
Execute Python code via subprocess with timeout and error handling, returning s…
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| 44860 |
Contazz AutoPilot
Claim
Brazilian AI-powered accounting & tax automation: NFS-e invoicing, CBS/IBS tax …
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| 44861 |
AgentTemp MCP
Claim
Enables AI agents to create temporary email inboxes and wait for OTPs, magic li…
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| 44862 |
ChiefLab
Claim
Open execution contract for agents doing business work. 6 operators, one MIT-li…
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| 44863 |
ModelRouter MCP
Claim
Advisory MCP server for intelligent LLM model recommendations in Cursor. Provid…
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| 44864 |
Pokemon MCP Server
Claim
Enables LLMs to fetch Pokémon data, list popular Pokémon, and build tournament …
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| 44865 |
mcp-cowork
Claim
A remote MCP server with OAuth and passphrase protection, providing a wide rang…
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| 44866 |
Enables appending content to Google Docs and creating Gmail drafts via a lightw…
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| 44867 |
Postal address validation API for AI agents. Parse and validate addresses world…
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| 44868 |
OmegaAI
Claim
Query, browse, and automate OmegaAI workspaces from any MCP client. Streamable …
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| 44869 |
classquill-mcp
Claim
Read-only MCP server for ClassQuill, a tutoring-business-management platform.
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| 44870 |
RawTree MCP Server
Claim
Enables querying, inserting, and managing unstructured data in RawTree via SQL,…
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| 44871 |
agent-memory-mcp
Claim
Enables persistent, graph-based memory for AI agents, allowing them to store, t…
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| 44872 |
google-ads-mcp
Claim
A typed MCP server that wraps the Google Ads API v20, enabling AI agents to man…
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| 44873 |
Coppermind CMO
Claim
AI memory layer for fractional CMOs managing multiple clients. Each client gets…
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| 44874 |
erabi
Claim
Check paid x402 APIs before your agent spends: signed uptime/price attestations…
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| 44875 |
AI Design Blueprint
Claim
Public agentic AI doctrine tools plus authenticated architecture, design, and s…
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| 44876 |
deptrust
Claim
deptrust is a CLI that checks package versions for known vulnerabilities across…
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| 44877 |
vscode-mcp
Claim
Exposes VS Code terminals as MCP tools, allowing AI agents to create, execute c…
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| 44878 |
AgentCron
Claim
Schedule tasks for later from your AI agent: reminders, delayed webhooks, recur…
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| 44879 |
FrameThrower
Claim
Film stills from 5,489 films, searchable by lighting, lens character, shot size…
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| 44880 |
Mirrors
Claim
AI agent testing: replay real sessions against a rebuilt staging environment to…
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| 44881 |
Socialync
Claim
Draft, schedule, and publish posts to 8 social platforms with human approval vi…
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| 44882 |
NotebookLM MCP Server
Claim
Exposes Google NotebookLM as MCP tools, enabling management of notebooks, sourc…
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| 44883 |
HeadStarter MCP Server
Claim
Enables creating Notion pages from natural language prompts via the Notion API,…
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| 44884 |
mcp-file-roots-demo
Claim
Enables interactive chat with AI models via Anthropic API, with controlled file…
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| 44885 |
Natural language interface designed for agentic applications to manage and sear…
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| 44886 |
Chess MCP
Claim
A powerful chess engine and game server built with the Model Context Protocol (…
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| 44887 |
aemo-mcp
Claim
Query the AEMO NEM in plain English — 5-min prices, demand, generation, rooftop…
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| 44888 |
Noemic
Claim
Someone to talk to, for your user: coaches, mentors, accountability partners. F…
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| 44889 |
MCP proxy server that filters tools from upstream MCP servers via regex-based d…
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| 44890 |
keenetic-mcp
Claim
An MCP server that lets an AI assistant manage your Keenetic router in plain la…
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| 44891 |
plantuml_web
Claim
A web-based PlantUML frontend with MCP server integration, enable plantuml imag…
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| 44892 |
guardian-mcp-server
Claim
Guardian Open Platform — search and retrieve full article text from The Guardia…
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| 44893 |
mcp-sse-test2
Claim
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| 44894 |
An MCP server that wraps the OpenRouter API, enabling users to access diverse l…
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| 44895 |
muro MCP server
Claim
The official hosted MCP server for muro.chat, enabling AI agents to manage cust…
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| 44896 |
An MCP server that brokers discovery and interaction with AAuth resources, prov…
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| 44897 |
mcp-lindoai
Claim
MCP (Model Context Protocol) server for Lindo AI — create websites, pages, and …
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| 44898 |
agenttool
Claim
Where agents arrive as themselves: DID identity, memory, wallet, inbox, covenan…
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| 44899 |
query-test-mcp
Claim
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| 44900 |
figma-docs-mcp
Claim
Local MCP server that transforms Figma documentation and business rules into a …
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