MCP Server Quality Scores
Independent quality analysis of 44549 public MCP servers
Last updated 1 hour, 56 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 2601 |
Cross-session memory for Claude Code — context capture, semantic search, recall
|
B 77 4⁄4 | ||||||||
| 2602 |
This server enables AI assistants to discover, parameterize, and trigger Make.c…
|
B 77 5⁄5 | ||||||||
| 2603 |
A secure mathematical computation sandbox that enables LLMs to perform symbolic…
|
B 77 5⁄4 | ||||||||
| 2604 |
Fast Windows file search using Everything SDK
|
B 77 5⁄4 | ||||||||
| 2605 |
Provides access to JW.org content including Christian Life and Ministry workboo…
|
B 77 5⁄5 | ||||||||
| 2606 |
Enables interaction with Freshdesk API v2 to manage support tickets, contacts, …
|
B 77 5⁄5 | ||||||||
| 2607 |
Enables Large Language Models to play chess agentically with real-time HTML boa…
|
B 77 5⁄4 | ||||||||
| 2608 |
Provides comprehensive stock screening capabilities through Yahoo Finance. Enab…
|
B 77 5⁄4 | ||||||||
| 2609 |
MCP server that gives Claude Desktop and other desktop MCP clients filesystem p…
|
B 77 5⁄4 | ||||||||
| 2610 |
Enables reading, creating, and appending content to Microsoft Word (.docx) file…
|
B 77 5⁄5 | ||||||||
| 2611 |
|
B 77 5⁄4 | ||||||||
| 2612 |
agent-tool
Claim
Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools in…
|
B 77 5⁄4 | ||||||||
| 2613 |
Enables real-time monitoring of system resources including CPU, GPU (NVIDIA, Ap…
|
B 77 5⁄4 | ||||||||
| 2614 |
An MCP server for converting Markdown documents to PDF files.
|
B 77 5⁄4 | ||||||||
| 2615 |
Provides comprehensive enterprise printer information including specifications,…
|
B 77 5⁄4 | ||||||||
| 2616 |
Provides a coherent memory layer for LLM agents that models beliefs as nodes in…
|
B 77 5⁄4 | ||||||||
| 2617 |
prompt-pro
Claim
Master AI prompting for business innovation. O'Reilly Live Learning course by T…
|
B 77 5⁄4 | ||||||||
| 2618 |
All-in-one multimodal MCP for 300+ OpenRouter models: text chat, image / audio …
|
B 77 5⁄5 | ||||||||
| 2619 |
Docs for hot-module-reload and reactive programming for Python (`hmr` on PyPI)
|
B 77 6⁄6 | ||||||||
| 2620 |
68 tools for AI agents to interact with Solana prediction markets on Baozi.bet
|
B 77 5⁄5 | ||||||||
| 2621 |
Enables AI assistants to create and manage Google Calendar events with OAuth2 a…
|
B 77 5⁄5 | ||||||||
| 2622 |
Official flexprice MCP Server
|
B 77 5⁄5 | ||||||||
| 2623 |
Enables interaction with SQLite, MySQL, PostgreSQL, and SQL Server databases th…
|
B 77 5⁄5 | ||||||||
| 2624 |
A Model Context Protocol server that enables AI assistants to interact with Tel…
|
B 77 5⁄4 | ||||||||
| 2625 |
DataSF MCP Server
Claim
Enables AI assistants to search, explore, and query San Francisco's open data p…
|
B 77 5⁄5 | ||||||||
| 2626 |
Enables the management of a technical terminology glossary within an Obsidian v…
|
B 77 5⁄5 | ||||||||
| 2627 |
Echoes environment variables (PWD and WORKSPACE_SLUG) to verify that MCP client…
|
B 77 5⁄5 | ||||||||
| 2628 |
Enables interaction with HUDU technical documentation and customer management p…
|
B 77 5⁄5 | ||||||||
| 2629 |
provides AI-powered PostgreSQL performance tuning capabilities.
|
B 77 5⁄4 | ||||||||
| 2630 |
An AI-powered penetration testing reasoning engine that provides automated atta…
|
B 77 5⁄4 | ||||||||
| 2631 |
Slack MCP Server
Claim
Enables AI assistants to interact with Slack workspaces through secure OAuth 2.…
|
B 77 5⁄5 | ||||||||
| 2632 |
Provides basic mathematical calculation functionality through MCP tools includi…
|
B 77 5⁄4 | ||||||||
| 2633 |
Provides intelligent OCR and PDF processing capabilities that automatically det…
|
B 77 5⁄5 | ||||||||
| 2634 |
Model Context Protocol server that lets LLMs collaboratively drive tmux
|
B 77 5⁄5 | ||||||||
| 2635 |
Provides AI agents with direct access to local Yomitan dictionary databases for…
|
B 77 5⁄4 | ||||||||
| 2636 |
WikiTree MCP server
Claim
Integrates with the WikiTree API to provide tools for exploring genealogical da…
|
B 77 5⁄4 | ||||||||
| 2637 |
Bridges Large Language Models with Language Server Protocol interfaces, allowin…
|
B 77 5⁄5 | ||||||||
| 2638 |
Scan, export, and import your AI ecosystem. Discover MCP servers, skills, and m…
|
B 77 5⁄4 | ||||||||
| 2639 |
An MCP (Model Context Protocol) server that provides tools for checking Maven d…
|
B 77 5⁄5 | ||||||||
| 2640 |
A bridge that enables Claude Code to interact with local Ollama instances for t…
|
B 77 5⁄5 | ||||||||
| 2641 |
Multi-agent deliberation with divergent context enhancement. Roles are dynamica…
|
B 77 5⁄4 | ||||||||
| 2642 |
Enables users to search for high-quality photos on Unsplash with support for ad…
|
B 77 5⁄5 | ||||||||
| 2643 |
Enables AI models to fetch text content from URLs, extract links from web pages…
|
B 77 5⁄5 | ||||||||
| 2644 |
Search and discover AI agents, skills, prompts, bundles and MCP connectors from…
|
B 77 5⁄5 | ||||||||
| 2645 |
Provides AI assistants with access to 30+ validated financial independence calc…
|
B 77 5⁄5 | ||||||||
| 2646 |
Token usage tracker for OpenAI and Claude APIs with MCP support, real-time sess…
|
B 77 5⁄4 | ||||||||
| 2647 |
Enables inspection and querying of Firestore data and Cloud Function logs withi…
|
B 77 5⁄5 | ||||||||
| 2648 |
npm search MCP — find packages, view details, compare, check downloads.
|
B 77 5⁄5 | ||||||||
| 2649 |
Structural codebase indexer with 17 query tools. 87% token reduction. Zero depe…
|
B 77 5⁄4 | ||||||||
| 2650 |
Query OpenAI models directly from Claude using MCP protocol
|
B 77 5⁄5 | ||||||||