MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 3 hours, 38 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 46651 |
obsidian-livesync-mcp
Claim
Provides AI agents and LLM tools with direct read/write access to Obsidian Live…
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| 46652 |
research-dispatcher-mcp
Claim
Enables AI agents to run research queries across multiple public sources (Hacke…
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| 46653 |
Neon MCP Server
Claim
A lightweight MCP server that interacts with the Neon REST API, deployable on C…
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| 46654 |
Memvid MCP
Claim
MCP server providing cognitive memory storage with dual memory system (project …
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| 46655 |
abap-config-mcp
Claim
A standalone MCP server for SAP ABAP development and customizing that connects …
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| 46656 |
AI-powered text and URL summarization API for AI agents. Extract key points fro…
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| 46657 |
mcp-memori
Claim
With Memori's MCP server, your agent can retrieve relevant memories before answ…
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| 46658 |
Enables searching and analyzing Brazilian sanctions across multiple registers (…
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| 46659 |
Zendesk Live MCP
Claim
Read-only MCP server for complete, reconciled reporting from live Zendesk data,…
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| 46660 |
Memclaw
Claim
Governed shared memory platform for AI agents and agent fleets. Provides persis…
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| 46661 |
MCP server for interacting with cloud deployments of Jetbrains Datalore platfor…
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| 46662 |
fluid-postgres-mcp
Claim
A PostgreSQL MCP server for AI agents that streams large result sets to CSV, en…
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| 46663 |
k8s AIops
Claim
Governed Kubernetes ops — 55 MCP tools with audit, budget, undo, risk-tier audi…
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| 46664 |
3dspace-mcp-server
Claim
Converts OpenAPI specifications into MCP tools to access 3DSpace Engineering We…
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| 46665 |
Provides a framework for running multiple MCP servers using FastAPI, stdio, and…
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| 46666 |
mcp-cybersec-watchdog
Claim
Comprehensive Linux server security audit with 89 CIS Benchmark controls, NIST …
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| 46667 |
@askaudience/mcp-server
Claim
Ask 10,000+ synthetic European personas grounded in real survey data (ESS & WVS…
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| 46668 |
research-loop
Claim
Enables AI-moderated interviews that become cited, searchable transcripts, with…
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| 46669 |
Google Tasks MCP Server
Claim
Enables AI agents to securely authenticate with Google Tasks and perform full C…
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| 46670 |
self-host-fusion360-MCP
Claim
A self-hosted MCP server that lets Claude (or any MCP client) drive Autodesk Fu…
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| 46671 |
WizTree MCP
Claim
Read-only MCP server that wraps WizTree's CSV export and adds disk-usage analys…
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| 46672 |
OpenClaw MCP Server
Claim
Enables delegation of immediate conversational messages and long-running backgr…
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| 46673 |
yapi-mcp-server
Claim
An MCP server that enables fetching YApi interface details via a tool, allowing…
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| 46674 |
vocab-voyage-mcp
Claim
20 MCP tools + 17 widgets for SAT/ISEE/SSAT/GRE/GMAT/LSAT prep. Flashcards, qui…
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| 46675 |
Enables Claude Code to read and write issues on the Testing Platform via natura…
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| 46676 |
Poppify Studio
Claim
Photo-to-reel MCP for solo founders and SMBs. Upload 1–10 photos and get a capt…
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| 46677 |
Conductor MCP Server
Claim
Enables AI agents to create, execute, and analyze workflows on a Conductor inst…
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| 46678 |
mcp-memory-server
Claim
MCP server for memory management with process inspection and cleanup tools.
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| 46679 |
executor
Claim
An integration layer for AI agents that provides a catalog of tools from variou…
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| 46680 |
hospital-fee-mcp
Claim
Queries and compares non-covered medical fees by hospital, region, and procedur…
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| 46681 |
shopline-mcp
Claim
MCP server for the Shopline Open API. Exposes 140+ tools for querying and manag…
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| 46682 |
mcp-redmine-server
Claim
MCP server for Redmine integration, enabling AI assistants to manage issues, up…
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| 46683 |
Pelaris
Claim
AI fitness coaching through any MCP-compatible AI assistant. 21 tools for perso…
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| 46684 |
resume-mcp
Claim
MCP server for maintaining a professional profile database and generating tailo…
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| 46685 |
Yggdrasil
Claim
Durable, local-first memory for AI coding agents over MCP. Zero-dependency (pur…
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| 46686 |
risal-dash-mcp
Claim
Bridges a RisalDash ESP32/ESP8266 device to MCP — every dashboard widget become…
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| 46687 |
EU AI Act Article 50 watermarking + C2PA 2.1 compliance. NEW: 2 December 2026 d…
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| 46688 |
Task Manager MCP Server
Claim
Enables adding, reading, updating tasks via Claude with a SQLite backend.
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| 46689 |
mcp-creditcard
Claim
Provides a Luhn check-digit validation tool for numeric strings such as credit …
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| 46690 |
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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| 46691 |
DebugPilot
Claim
Enables AI agents to inspect debug state, control execution, and set breakpoint…
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| 46692 |
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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| 46693 |
MCP server for enterprise authentication and authorization — JWT validation, OI…
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| 46694 |
Enables real-time stock and options market data retrieval from Interactive Brok…
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| 46695 |
WAHA MCP
Claim
A self-hosted MCP server that connects AI clients to WhatsApp via the WAHA HTTP…
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| 46696 |
ainative-postgres-mcp
Claim
Zero-config Postgres MCP with auto-provisioning — drop-in for server-postgres.
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| 46697 |
fortis-trello-mcp
Claim
Enables natural language management of a Trello board for Fortis robotics, incl…
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| 46698 |
MCP server for Site Spy — lets AI agents monitor websites for changes
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| 46699 |
YApi MCP Server
Claim
Provides tools for AI assistants to list, search, and get details of YApi inter…
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| 46700 |
deepresearch-mcp
Claim
A powerful MCP server that enables AI agents to perform structured, multi-step …
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