MCP Server Quality Scores
Independent quality analysis of 66402 public MCP servers
Last updated 8 hours, 35 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 3451 |
A Node.js MCP server that spins up isolated Docker-based sandboxes for executin…
|
B 76 5⁄4 | ||||||||
| 3452 |
Enables AI assistants to maintain persistent project context across sessions by…
|
B 76 5⁄5 | ||||||||
| 3453 |
An MCP server that enables users to interact with KFC's online ordering system …
|
B 76 5⁄4 | ||||||||
| 3454 |
Official Model Context Protocol server for Gyazo
|
B 76 5⁄5 | ||||||||
| 3455 |
Model Context Protocol (MCP) Server for Jupyter.
|
B 76 5⁄4 | ||||||||
| 3456 |
Enables AI assistants to query and manage Traefik reverse proxy configurations,…
|
B 76 5⁄5 | ||||||||
| 3457 |
Enables users to access and manage Savri analytics data, including visitor stat…
|
B 76 5⁄5 | ||||||||
| 3458 |
MWAA MCP Server
Claim
Enables management of Amazon Managed Workflows for Apache Airflow (MWAA) enviro…
|
B 76 5⁄5 | ||||||||
| 3459 |
AEM MCP server. Chat with your AEM instance for content, component, and asset o…
|
B 76 5⁄4 | ||||||||
| 3460 |
fossil-mcp
Claim
The code quality toolkit for the agentic AI era. Find dead code, clones, and sc…
|
B 76 5⁄5 | ||||||||
| 3461 |
Enables batch audio processing and optimization using FFmpeg with preset config…
|
B 76 5⁄4 | ||||||||
| 3462 |
A MCP server that integrates with Stable Diffusion WebUI to provide text-to-ima…
|
B 76 5⁄5 | ||||||||
| 3463 |
A lightweight, file-based server for managing and serving personal prompt templ…
|
B 76 5⁄4 | ||||||||
| 3464 |
MCP server providing access to 135+ animated React components from ReactBits.de…
|
B 76 5⁄5 | ||||||||
| 3465 |
Enables secure MySQL database operations through natural language with built-in…
|
B 76 5⁄5 | ||||||||
| 3466 |
Spec-driven development tool for AI coding assistants that generates specs, val…
|
B 76 5⁄4 | ||||||||
| 3467 |
Integrates xAI's Grok APIs into Claude Code to enable image and video generatio…
|
B 76 5⁄5 | ||||||||
| 3468 |
Connect AI clients to OpenAPI APIs quickly, with one MCP server, direct CLI acc…
|
B 76 5⁄4 | ||||||||
| 3469 |
Enables analysis of RTL waveform files (VCD, FST) through WAL (Waveform Analysi…
|
B 76 5⁄5 | ||||||||
| 3470 |
Enables LLM routing through multiple providers (OpenAI, Anthropic, xAI) via Lit…
|
B 76 5⁄4 | ||||||||
| 3471 |
Enables AI agents to save, search, and manage markdown-based research articles …
|
B 76 5⁄5 | ||||||||
| 3472 |
Smart Search MCP is an intelligent search toolkit focused on the technology fie…
|
B 76 6⁄4 | ||||||||
| 3473 |
Enables AI agents to explore, search, and reference code implementation details…
|
B 76 5⁄4 | ||||||||
| 3474 |
MCP Server for vmanomaly - VictoriaMetrics anomaly detection
|
B 76 5⁄4 | ||||||||
| 3475 |
zerodust
Claim
Sweep native gas tokens to exactly zero across 25+ EVM chains via AI agents.
|
B 76 5⁄4 | ||||||||
| 3476 |
A server that provides access to Google Search Console data through the Model C…
|
B 76 5⁄5 | ||||||||
| 3477 |
Icelandic legislation via MCP — full-text search across statutes and provisions
|
B 76 5⁄5 | ||||||||
| 3478 |
A Model Context Protocol (MCP) server implementation for remote memory bank man…
|
B 76 5⁄5 | ||||||||
| 3479 |
Self-hosted mem0 MCP server for Claude Code with Qdrant vector search, Neo4j kn…
|
B 76 5⁄5 | ||||||||
| 3480 |
simplemem
Claim
A simple memory tool for coding agents using DuckDB and VoyageAI.
|
B 76 5⁄5 | ||||||||
| 3481 |
|
B 76 5⁄4 | ||||||||
| 3482 |
Enables AI assistants to communicate with serial port devices, supporting port …
|
B 76 5⁄4 | ||||||||
| 3483 |
A Model Context Protocol server that enables AI assistants like Claude to inter…
|
B 76 5⁄4 | ||||||||
| 3484 |
Enables AI assistants to perform real-time Google searches with anti-bot protec…
|
B 76 5⁄5 | ||||||||
| 3485 |
AGS API
Claim
Stateless MCP server for AccelByte Gaming Services APIs with OpenAPI integration
|
B 76 5⁄5 | ||||||||
| 3486 |
prometheus_mcp_server
Claim
A Model Context Protocol (MCP) server enabling LLMs to query, analyze, and inte…
|
B 76 5⁄4 | ||||||||
| 3487 |
Allows Claude Code to offload AI coding tasks to Aider, reducing costs and enab…
|
B 76 5⁄4 | ||||||||
| 3488 |
SSH Model Context Protocol Server - Enable SSH functionality for AI models
|
B 76 5⁄4 | ||||||||
| 3489 |
Concordium mcp-sever for interacting with the concordium chain
|
B 76 5⁄5 | ||||||||
| 3490 |
Cortex MCP provides AI agents with long-term portfolio memory by transforming p…
|
B 76 5⁄5 | ||||||||
| 3491 |
A server that interfaces with the Mixpanel API, allowing users to query events …
|
B 76 5⁄5 | ||||||||
| 3492 |
MCP Armor continuously secures and monitors Model Context Protocol operations t…
|
B 76 4⁄4 | ||||||||
| 3493 |
Search, read, create, and update Bear Notes directly from Claude. Local-only wi…
|
B 76 5⁄4 | ||||||||
| 3494 |
Enables comprehensive interaction with Google Docs and Google Drive through AI …
|
B 76 5⁄4 | ||||||||
| 3495 |
MCP server for aiogram Telegram bots — 30 tools, 7 resources, 3 prompts, event …
|
B 76 5⁄4 | ||||||||
| 3496 |
Enables flight search and price comparison by scraping flight information from …
|
B 76 5⁄5 | ||||||||
| 3497 |
Zmanim MCP Server
Claim
MCP server providing Jewish prayer times (zmanim) calculations for any location…
|
B 76 5⁄4 | ||||||||
| 3498 |
Multi-LLM deliberation with anonymized peer review. Runs a 3-stage council: par…
|
B 76 5⁄4 | ||||||||
| 3499 |
MCP server to deploy apps to Cloud Run
|
B 76 5⁄5 | ||||||||
| 3500 |
Enables AI assistants to interact with Microsoft Fabric and Power BI services t…
|
B 76 5⁄5 | ||||||||