MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 1 hour, 5 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19551 |
Provides a shared context layer for AI agent teams to improve token efficiency …
|
B 82 3⁄3 | ||||||||
| 19552 |
A Model Context Protocol server that provides secure access to N Lobby school p…
|
B 82 3⁄3 | ||||||||
| 19553 |
Governed memory for coding agents. Trust lifecycle, conflict detection, health …
|
B 82 3⁄3 | ||||||||
| 19554 |
Browser and mobile app automation using WebdriverIO, enabling AI agents to cont…
|
B 82 4⁄3 | ||||||||
| 19555 |
Enables AI assistants to access and analyze MonarchMoney personal finance data …
|
B 82 4⁄4 | ||||||||
| 19556 |
Enables text-only AI models to understand clipboard images by describing them t…
|
B 82 3⁄3 | ||||||||
| 19557 |
MCP server for Holded — invoicing, accounting, CRM, projects, and team
|
B 82 3⁄3 | ||||||||
| 19558 |
lazy-tool
Claim
local-first MCP discovery runtime for agents — search before invoke, reduce pro…
|
B 82 3⁄3 | ||||||||
| 19559 |
A Model Context Protocol (MCP) server for the Holded Invoice API. This server a…
|
B 82 4⁄3 | ||||||||
| 19560 |
RunAutomation MCP Server
Claim
Enables AI assistants to execute browser automation, perform QA tasks, and gene…
|
B 82 3⁄3 | ||||||||
| 19561 |
A Model Context Protocol (MCP) server for Canny feedback management. Enables ma…
|
B 82 4⁄3 | ||||||||
| 19562 |
Semantix-Verify is an MCP server for semantic validation of AI/LLM outputs. It …
|
B 82 3⁄3 | ||||||||
| 19563 |
An MCP server for the NinjaOne RMM platform, enabling tools to manage devices, …
|
B 82 3⁄3 | ||||||||
| 19564 |
A fully local persistent memory layer for LLM coding agents (Claude Code, Codex…
|
B 82 3⁄3 | ||||||||
| 19565 |
Agentic coding harness with persistent memory and a REPL body. Built on Ori Mne…
|
B 82 3⁄3 | ||||||||
| 19566 |
PentestThinkingMCP: AI-Driven Multi-Stage Penetration Testing Framework
Part of…
|
B 82 3⁄3 | ||||||||
| 19567 |
MCP server for Apple's Icon Composer: programmatically create .icon bundles wit…
|
B 82 3⁄3 | ||||||||
| 19568 |
Enables exploring Microsoft Fabric / Power BI workspaces and semantic models, a…
|
B 82 3⁄3 | ||||||||
| 19569 |
PentestThinkingMCP: AI-Driven Multi-Stage Penetration Testing Framework
Part of…
|
B 82 3⁄3 | ||||||||
| 19570 |
|
B 82 3⁄3 | ||||||||
| 19571 |
Snapshot tests for AI tool-call traces: diff, validate, and catch silent regres…
|
B 82 3⁄3 | ||||||||
| 19572 |
MCP server for Reddit Ads API v3 enabling campaign management, ad creation, per…
|
B 82 3⁄3 | ||||||||
| 19573 |
apple-reminders
Claim
Fast, native macOS Apple Reminders via EventKit. 10-200x faster than AppleScrip…
|
B 82 3⁄3 | ||||||||
| 19574 |
|
B 82 3⁄3 | ||||||||
| 19575 |
Indexes Kotlin/Native platform klibs to enable fast symbol lookup for iOS APIs.…
|
B 82 3⁄3 | ||||||||
| 19576 |
MCP server that gives Claude and other MCP hosts full access to Mail.app on mac…
|
B 82 3⁄3 | ||||||||
| 19577 |
MCP server that connects AI assistants to your reMarkable tablet, enabling read…
|
B 82 3⁄3 | ||||||||
| 19578 |
envault
Claim
Secure secret management with a Human-In-The-Loop (HITL) interceptor for agent …
|
B 82 3⁄3 | ||||||||
| 19579 |
Provides comprehensive Discord bot automation with 71 tools for messaging, chan…
|
B 82 4⁄4 | ||||||||
| 19580 |
Ranked local code-graph context for AI coding agents. Intercepts reads + greps.…
|
B 81 3⁄3 | ||||||||
| 19581 |
Formally verified AI safety APIs. 75+ endpoints, pay-per-call via USDC x402, no…
|
B 81 3⁄3 | ||||||||
| 19582 |
Enables Korean Saju (Four Pillars of Destiny) calculation and myeongni-hak glos…
|
B 81 3⁄3 | ||||||||
| 19583 |
AI-powered security operations for Wazuh SIEM—use any MCP-compatible client to …
|
B 81 4⁄3 | ||||||||
| 19584 |
OpenAPI definitions, converters and LLM function calling schema composer.
|
B 81 4⁄3 | ||||||||
| 19585 |
Vibecode your Home Assistant setup from your IDE: automations, dashboards, them…
|
B 81 4⁄3 | ||||||||
| 19586 |
lets your preferred AI agent create & run fully managed [Octomind](https://www.…
|
B 81 4⁄4 | ||||||||
| 19587 |
pipepie
Claim
Self-hosted webhook relay and tunnel with Noise NK encryption. 13 MCP tools to …
|
B 81 3⁄3 | ||||||||
| 19588 |
MCP server adapter for mikuproject, providing tools, resources, and prompts to …
|
B 81 3⁄3 | ||||||||
| 19589 |
Unified MCP Server for Obsidian - graph-based note management with semantic cla…
|
B 81 3⁄3 | ||||||||
| 19590 |
A headless IDA Pro MCP server that enables AI agents to automatically open, ana…
|
B 81 3⁄3 | ||||||||
| 19591 |
Persistent code indexing for AI assistants. 50x less context than grep. 11 lang…
|
B 81 4⁄3 | ||||||||
| 19592 |
Octopus Deploy Official MCP Server
|
B 81 4⁄4 | ||||||||
| 19593 |
Neo4j-native DIKW memory for Claude Code — knowledge that compounds across sess…
|
B 81 3⁄3 | ||||||||
| 19594 |
An MCP server to autonomously launch, manage, and shutdown local mlx-lm instanc…
|
B 81 3⁄3 | ||||||||
| 19595 |
Enables comprehensive GitLab integration allowing LLMs to manage projects, issu…
|
B 81 4⁄4 | ||||||||
| 19596 |
Connects Google Search Console to MCP clients to query search analytics, manage…
|
B 81 4⁄4 | ||||||||
| 19597 |
MetaTrader 5 MCP Server
Claim
Enables comprehensive access to the MetaTrader 5 trading platform for retrievin…
|
B 81 4⁄3 | ||||||||
| 19598 |
MCP server for Commodore 64 Ultimate hardware and VICE emulator control.
|
B 81 3⁄3 | ||||||||
| 19599 |
AI logo design MCP server — generates SVG logos with text-to-path conversion, S…
|
B 81 3⁄3 | ||||||||
| 19600 |
Cognio
Claim
Persistent semantic memory server for AI assistants via MCP, enabling long-term…
|
B 81 4⁄3 | ||||||||