MCP Server Quality Scores
Independent quality analysis of 66534 public MCP servers
Last updated 2 hours, 35 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 43551 |
Provides a framework for running multiple MCP servers using FastAPI, stdio, and…
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| 43552 |
mcp-cybersec-watchdog
Claim
Comprehensive Linux server security audit with 89 CIS Benchmark controls, NIST …
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| 43553 |
@askaudience/mcp-server
Claim
Ask 10,000+ synthetic European personas grounded in real survey data (ESS & WVS…
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| 43554 |
research-loop
Claim
Enables AI-moderated interviews that become cited, searchable transcripts, with…
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| 43555 |
Google Tasks MCP Server
Claim
Enables AI agents to securely authenticate with Google Tasks and perform full C…
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| 43556 |
self-host-fusion360-MCP
Claim
A self-hosted MCP server that lets Claude (or any MCP client) drive Autodesk Fu…
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| 43557 |
WizTree MCP
Claim
Read-only MCP server that wraps WizTree's CSV export and adds disk-usage analys…
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| 43558 |
OpenClaw MCP Server
Claim
Enables delegation of immediate conversational messages and long-running backgr…
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| 43559 |
yapi-mcp-server
Claim
An MCP server that enables fetching YApi interface details via a tool, allowing…
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| 43560 |
vocab-voyage-mcp
Claim
20 MCP tools + 17 widgets for SAT/ISEE/SSAT/GRE/GMAT/LSAT prep. Flashcards, qui…
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| 43561 |
Enables Claude Code to read and write issues on the Testing Platform via natura…
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| 43562 |
Poppify Studio
Claim
Photo-to-reel MCP for solo founders and SMBs. Upload 1–10 photos and get a capt…
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| 43563 |
Conductor MCP Server
Claim
Enables AI agents to create, execute, and analyze workflows on a Conductor inst…
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| 43564 |
mcp-memory-server
Claim
MCP server for memory management with process inspection and cleanup tools.
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| 43565 |
executor
Claim
An integration layer for AI agents that provides a catalog of tools from variou…
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| 43566 |
hospital-fee-mcp
Claim
Queries and compares non-covered medical fees by hospital, region, and procedur…
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| 43567 |
shopline-mcp
Claim
MCP server for the Shopline Open API. Exposes 140+ tools for querying and manag…
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| 43568 |
mcp-redmine-server
Claim
MCP server for Redmine integration, enabling AI assistants to manage issues, up…
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| 43569 |
Pelaris
Claim
AI fitness coaching through any MCP-compatible AI assistant. 21 tools for perso…
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| 43570 |
resume-mcp
Claim
MCP server for maintaining a professional profile database and generating tailo…
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| 43571 |
Yggdrasil
Claim
Durable, local-first memory for AI coding agents over MCP. Zero-dependency (pur…
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| 43572 |
risal-dash-mcp
Claim
Bridges a RisalDash ESP32/ESP8266 device to MCP — every dashboard widget become…
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| 43573 |
EU AI Act Article 50 watermarking + C2PA 2.1 compliance. NEW: 2 December 2026 d…
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| 43574 |
Task Manager MCP Server
Claim
Enables adding, reading, updating tasks via Claude with a SQLite backend.
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| 43575 |
mcp-creditcard
Claim
Provides a Luhn check-digit validation tool for numeric strings such as credit …
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| 43576 |
gl-mcp-feedback
Claim
提供交互式反馈MCP服务器,通过Web UI实现AI与用户的确认流程,提高开发效率并节省平台成本。
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| 43577 |
DebugPilot
Claim
Enables AI agents to inspect debug state, control execution, and set breakpoint…
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| 43578 |
VS Auto Trend MCP Server
Claim
MCP server that wraps VS Auto Trend API to provide trend data and concept brief…
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| 43579 |
MCP server for enterprise authentication and authorization — JWT validation, OI…
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| 43580 |
Enables real-time stock and options market data retrieval from Interactive Brok…
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| 43581 |
WAHA MCP
Claim
A self-hosted MCP server that connects AI clients to WhatsApp via the WAHA HTTP…
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| 43582 |
ainative-postgres-mcp
Claim
Zero-config Postgres MCP with auto-provisioning — drop-in for server-postgres.
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| 43583 |
fortis-trello-mcp
Claim
Enables natural language management of a Trello board for Fortis robotics, incl…
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| 43584 |
MCP server for Site Spy — lets AI agents monitor websites for changes
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| 43585 |
YApi MCP Server
Claim
Provides tools for AI assistants to list, search, and get details of YApi inter…
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| 43586 |
deepresearch-mcp
Claim
A powerful MCP server that enables AI agents to perform structured, multi-step …
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| 43587 |
Coverity MCP Server
Claim
A TypeScript MCP server that connects AI agents to Black Duck Coverity Connect …
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| 43588 |
azure-cost-mcp
Claim
An MCP server that gives Claude live access to Azure pricing and cost data — re…
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| 43589 |
Dial
Claim
Communication stack for AI agents: SMS, AI voice calls, phone numbers, and acco…
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| 43590 |
groupdocs-redaction-mcp
Claim
MCP server for GroupDocs.Redaction — redact text, metadata, annotations, image …
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| 43591 |
FastAPI-MCP
Claim
Exposes FastAPI endpoints as Model Context Protocol (MCP) tools while preservin…
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| 43592 |
MCP Number Powers Server
Claim
Exposes tools to calculate powers (square, cube, etc.) of a number via stdio or…
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| 43593 |
mijia-control
Claim
Control Xiaomi/Mijia smart home devices (lights, AC, heaters, robots, cameras) …
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| 43594 |
Node Runner MCP Server
Claim
Enables running Node.js scripts and npm commands with permission prompts via no…
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| 43595 |
Oscar
Claim
Enables users to ask questions about Neo4j, Cypher, GraphRAG, and ontology engi…
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| 43596 |
mnemory
Claim
Self-hosted MCP server giving AI agents persistent memory for personalization a…
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| 43597 |
joshua421
Claim
Enables users to reflect on their day with an LLM and write structured notes in…
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| 43598 |
ContactOut MCP
Claim
ContactOut MCP unlocks instant access to verified professional emails and phone…
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| 43599 |
GitLab
Claim
Enable project management and file operations with GitLab.
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| 43600 |
woollama
Claim
woollama is an MCP and OpenAI-compatible router that orchestrates AI clients wi…
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