MCP Server Quality Scores
Independent quality analysis of 62421 public MCP servers
Last updated 40 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 33601 |
Exposes runtime-local capabilities from browsers, apps, devices, and local proc…
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| 33602 |
AVA
Claim
Enables AI agents to create Gmail drafts safely using the Gmail API, without se…
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| 33603 |
bernstein
Claim
Declarative agent orchestration for engineering teams
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| 33604 |
Finance Agent MCP Server
Claim
MCP server for personal finance management and investment tracking with real-ti…
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| 33605 |
ragi
Claim
Local-first RAG indexing and semantic search MCP server. Enables document retri…
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| 33606 |
mcp-cloudwatch-explorer
Claim
Enables AI agents to query AWS CloudWatch metrics, alarms, and logs read-only v…
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| 33607 |
An MCP server that enables AI assistants to interact with Amazon Connect contac…
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| 33608 |
canvas-mcp
Claim
Local-first MCP server for Canvas LMS. Stdio transport, no third-party broker.
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| 33609 |
flyte-mcp
Claim
Exposes Flyte V2 knowledge, patterns, plugins, and runtime to AI coding assista…
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| 33610 |
mcp-bring
Claim
Enables AI assistants to read and manage your Bring! shopping lists through nat…
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| 33611 |
forge-swap
Claim
FORGE Swap — cross-chain swaps via THORChain. Quote and execute BTC, ETH, RUNE,…
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| 33612 |
cell-mem
Claim
An MCP server that provides AI agents with persistent, multi-layered memory ins…
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| 33613 |
mcp-uart
Claim
Enables AI agents to communicate with UART/serial devices, offering tools for p…
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| 33614 |
Docker MCP Server
Claim
A comprehensive MCP server that provides advanced Docker operations through a u…
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| 33615 |
TranscriptMCP
Claim
Enables AI assistants to download YouTube videos and transcribe them locally us…
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| 33616 |
RainyMCP
Claim
A network analysis MCP server providing 23 tools for packet capture, protocol a…
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| 33617 |
Notes MCP Server
Claim
Enables Claude to read and analyze notes from the macOS Notes app, with configu…
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| 33618 |
Secure Schema MCP
Claim
Read-only MCP server for exposing database schema metadata without row data.
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| 33619 |
Weather MCP Server
Claim
Provides real-time weather information for Brazilian cities, built with domain-…
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| 33620 |
An educational MCP server deployed as an Azure Function, exposing tools like ad…
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| 33621 |
LondonIQ MCP Server
Claim
Provides real-time London area intelligence including postcode data, crime, sch…
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| 33622 |
Jira Extended MCP Server
Claim
Enables AI agents to manage Jira Cloud projects with full CRUD operations, bulk…
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| 33623 |
tellfigma
Claim
An open-source MCP server that gives AI assistants full read-write access to Fi…
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| 33624 |
hibae-admin-gq
Claim
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| 33625 |
code_nav MCP
Claim
Deterministic code navigation MCP server for Codex/CodeCLI that provides compac…
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| 33626 |
mcp-kql-server
Claim
MCP server for executing Kusto Query Language (KQL) queries against Azure Data …
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| 33627 |
temporal-mcp
Claim
Provides AI agents with read-only access to Temporal infrastructure through 28 …
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| 33628 |
computer-use-windows
Claim
A standalone MCP server for Windows desktop control, enabling screenshots, mous…
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| 33629 |
Scientific Computing
Claim
Create and manage tensors to perform linear algebra, matrix decompositions, and…
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| 33630 |
Bridges the Model Context Protocol to the Tabular Object Model, enabling natura…
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| 33631 |
idf-mcp
Claim
Turn an IDF domain into an MCP server with invariants and role scopes in every …
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| 33632 |
Relational-readiness and market-permission tools for African and high-context m…
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| 33633 |
StackGuide MCP
Claim
Dynamic context and active engineering workflow for AI coding assistants, enabl…
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| 33634 |
Everything MCP Server
Claim
A test server that exercises all MCP protocol features including prompts, tools…
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| 33635 |
codex-web-bridge
Claim
Local MCP server bridging ChatGPT Web to local tools for file, shell, git, test…
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| 33636 |
Strapi MCP Plugin
Claim
AI models access to the Strapi Context via the Model Context Protocol (MCP)
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| 33637 |
Library
Claim
Search and discover 25,000+ MCP servers across all major registries. Connect an…
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| 33638 |
evernote-mcp-server
Claim
Unofficial Evernote MCP server with 22 tools for full CRUD, semantic search, an…
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| 33639 |
RedTeam MCP
Claim
Autonomous penetration testing powered by a local LLM, automating tool chaining…
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| 33640 |
Cronty MCP
Claim
A FastMCP server that enables AI agents to schedule notifications and reminders…
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| 33641 |
thinkneo-control-plane
Claim
Enterprise AI governance layer for spend tracking, runtime guardrails, policy e…
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| 33642 |
ti4-mcp
Claim
Provides Twilight Imperium 4 game data, rules lookup, faction strategy guides, …
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| 33643 |
google-drive-mcp
Claim
Enables managing Google Drive files, Docs, and Sheets through natural language …
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| 33644 |
Hello
Claim
Greet anyone with a friendly, personalized hello. Create quick salutations for …
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| 33645 |
Dokploy MCP Server
Claim
A middleware service that allows LLMs and AI assistants to directly interact wi…
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| 33646 |
Geobed
Claim
Browse all registered domains and retrieve details for any domain by name. Spee…
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| 33647 |
A local knowledge base server that connects to AI assistants, turning markdown …
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| 33648 |
apex-mcp-server
Claim
A read-only MCP server for the Apex Rides API, deployed as a Cloudflare Worker,…
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| 33649 |
mcp-govern
Claim
MCP server for investigating public transparency and detecting corruption patte…
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| 33650 |
human-delegation
Claim
An MCP server that enables agents to delegate asynchronous tasks to registered …
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