MCP Server Quality Scores
Independent quality analysis of 48850 public MCP servers
Last updated 33 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 20701 |
Let AI agents see and interact with terminal/CLI apps via PNG screenshots
|
B 73 3⁄3 | ||||||||
| 20702 |
|
B 73 3⁄3 | ||||||||
| 20703 |
Enables AI agents to programmatically control and automate VSCode by interactin…
|
B 73 4⁄3 | ||||||||
| 20704 |
MCP server to access Costco warehouse receipts and online orders via their inte…
|
B 73 3⁄3 | ||||||||
| 20705 |
MCP server for ElevenLabs Conversational AI (not TwelveLabs video) — agents, KB…
|
B 73 3⁄3 | ||||||||
| 20706 |
Apache Doris MCP Server
|
B 73 4⁄3 | ||||||||
| 20707 |
mcptools
Claim
A command-line interface for interacting with MCP (Model Context Protocol) serv…
|
B 73 4⁄3 | ||||||||
| 20708 |
Integrates Firecrawl web scraping capabilities, enabling web content extraction…
|
B 73 4⁄4 | ||||||||
| 20709 |
Enables AI agents like Claude and Cursor to directly query Google's NotebookLM …
|
B 73 4⁄3 | ||||||||
| 20710 |
A deterministic architecture audit engine for Cursor. It enforces visual Mermai…
|
B 73 3⁄3 | ||||||||
| 20711 |
byob
Claim
Bring Your Own Browser — let your AI agent use the Chrome you already have open
|
B 73 3⁄3 | ||||||||
| 20712 |
|
B 73 3⁄3 | ||||||||
| 20713 |
Gilbert meetings: list, search, and fetch transcripts & summaries via MCP.
|
B 73 3⁄3 | ||||||||
| 20714 |
Enables AI interaction with embodied humans, autonomous vehicles, and drones th…
|
B 73 3⁄3 | ||||||||
| 20715 |
MCP server for ComfyUI — text-to-image, variations, img2img refine, upscale, im…
|
B 73 3⁄3 | ||||||||
| 20716 |
RAPID MCP Server
Claim
A local server that provides powerful code analysis and search capabilities for…
|
B 73 4⁄3 | ||||||||
| 20717 |
Skylight Calendar for Claude — family events, chores, and rewards.
|
B 73 3⁄3 | ||||||||
| 20718 |
Provides access to Leadpipe's intent and data APIs for topic discovery, audienc…
|
B 73 3⁄3 | ||||||||
| 20719 |
A production-ready MCP server that integrates OpenAI with FastAPI and Redis to …
|
B 73 4⁄3 | ||||||||
| 20720 |
Cortex Memory Engine
Claim
Local-first AI memory engine — 4-tier memory, people graph, Bayesian beliefs. E…
|
B 73 3⁄3 | ||||||||
| 20721 |
Provides AI assistants with comprehensive access to n8n workflow automation pla…
|
B 73 4⁄4 | ||||||||
| 20722 |
|
B 73 4⁄3 | ||||||||
| 20723 |
A Model Context Protocol server for the Colombo Stock Exchange that enables use…
|
B 73 3⁄3 | ||||||||
| 20724 |
bamboohr-mcp
Claim
Enables natural language interaction with BambooHR to manage employee records, …
|
B 73 4⁄4 | ||||||||
| 20725 |
Provides comprehensive color conversion, manipulation, analysis, and WCAG acces…
|
B 73 4⁄4 | ||||||||
| 20726 |
An MCP server for indexing and searching Commodore 64 documentation using full-…
|
B 73 4⁄4 | ||||||||
| 20727 |
A comprehensive MCP server for Jira, Confluence, and Bitbucket that supports bo…
|
B 73 4⁄3 | ||||||||
| 20728 |
Rails AI Context
Claim
38 MCP tools give AI agents live Rails schema, routes, models, and conventions.
|
B 73 3⁄3 | ||||||||
| 20729 |
director
Claim
MCP Playbooks for AI agents
|
B 73 3⁄3 | ||||||||
| 20730 |
Enables AI assistants to perform comprehensive web research through tiered sear…
|
B 73 3⁄3 | ||||||||
| 20731 |
MCP server for [RomM](https://github.com/rommapp/romm) retro game library manag…
|
B 73 3⁄3 | ||||||||
| 20732 |
Cryptographic accountability for AI agents. Ed25519-signed receipts for every M…
|
B 73 3⁄3 | ||||||||
| 20733 |
gencodedoc
Claim
Versioning de code et génération de documentation intelligents. Supporte CLI, A…
|
B 73 4⁄3 | ||||||||
| 20734 |
Model Context Protocol server for Swell e-commerce platform integration with AI…
|
B 73 4⁄4 | ||||||||
| 20735 |
Search, read, (bulk) edit the documents and metadata in your Paperless NGX inst…
|
B 73 4⁄3 | ||||||||
| 20736 |
63 deterministic quant finance tools for AI agents — options pricing, risk metr…
|
B 73 3⁄3 | ||||||||
| 20737 |
An MCP server for intelligent project planning and task management featuring ta…
|
B 73 4⁄3 | ||||||||
| 20738 |
MCP server enabling NPS chatbot interactions, summaries, topic analysis, and ex…
|
B 73 3⁄3 | ||||||||
| 20739 |
Clinical research MCP server for trial coordinators and life sciences teams. Re…
|
B 73 3⁄3 | ||||||||
| 20740 |
Engram
Claim
Headless geometric memory engine for AI agents — no Vector DB, no cloud, no API…
|
B 73 3⁄3 | ||||||||
| 20741 |
Persistent semantic memory API for AI agents via BlueColumn.
|
B 73 3⁄3 | ||||||||
| 20742 |
Funplay Unity MCP
Claim
stdio bridge for the local Unity Editor MCP server from FunplayAI/funplay-unity…
|
B 73 3⁄3 | ||||||||
| 20743 |
Enables comprehensive management of Proxmox Virtual Environment through 35 tool…
|
B 73 4⁄4 | ||||||||
| 20744 |
Enables multiple MCP clients to share a single Chrome instance while maintainin…
|
B 73 3⁄3 | ||||||||
| 20745 |
inbed
Claim
AI agent dating — personality matching, compatibility scoring, and real convers…
|
B 73 3⁄3 | ||||||||
| 20746 |
Modern, secure MCP server for accessing ZIM format knowledge bases offline. Ena…
|
B 73 4⁄3 | ||||||||
| 20747 |
Quadruple consensus MCP server for code validation using Codex, Gemini, and Qwen
|
B 73 4⁄3 | ||||||||
| 20748 |
powhttp-mcp
Claim
MCP server enabling agents to debug HTTP requests better (using powhttp)
|
B 73 4⁄3 | ||||||||
| 20749 |
Safety first. Hardware-verified DeFi for AI agents — designed for when the AI c…
|
B 73 3⁄3 | ||||||||
| 20750 |
Enables interaction with Datadog APIs through automatically generated tools fro…
|
B 73 4⁄4 | ||||||||