MCP Server Quality Scores
Independent quality analysis of 33641 public MCP servers
Last updated 1 hour, 48 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19351 |
A Model Context Protocol (MCP) server for programmatic diagram generation using…
|
B 84 4⁄3 | ||||||||
| 19352 |
Give your AI agents the ability to listen. Microphone capture and speech-to-tex…
|
B 84 3⁄3 | ||||||||
| 19353 |
Marketplace of paid HTTP APIs. USDC micropayments via x402 on Base. Non-custodi…
|
B 84 3⁄3 | ||||||||
| 19354 |
agent-browser
Claim
One connection for all your MCP servers.
|
B 84 3⁄3 | ||||||||
| 19355 |
Explore the Claude Code CLI source — browse tools, commands, search code, and m…
|
B 84 3⁄3 | ||||||||
| 19356 |
Microsoft Outlook personal accounts: mail, calendar, contacts, to-do, drafts (5…
|
B 84 3⁄3 | ||||||||
| 19357 |
Swiss accounting integration for Bexio. 310 tools for invoices, contacts, proje…
|
B 84 4⁄3 | ||||||||
| 19358 |
Real-time collaborative coding via MCP — two developers, one codebase
|
B 84 3⁄3 | ||||||||
| 19359 |
MCP Aggregator, Orchestrator, Middleware, Gateway in one docker
|
B 84 4⁄3 | ||||||||
| 19360 |
Unified MCP gateway to Claude Code, Codex, and Gemini CLIs with sessions and as…
|
B 84 3⁄3 | ||||||||
| 19361 |
Persistent, cross-session task management for Claude Code. 24 MCP tools, 7 skil…
|
B 84 3⁄3 | ||||||||
| 19362 |
Complete Swiss accounting integration for Bexio via MCP. Works with Claude Desk…
|
B 84 4⁄3 | ||||||||
| 19363 |
Cipher is an opensource memory layer specifically designed for coding agents. C…
|
B 84 4⁄3 | ||||||||
| 19364 |
This MCP server provides read-only Linux system diagnostics tools for inspectin…
|
B 84 3⁄3 | ||||||||
| 19365 |
Smart memory with exponential decay. Memories strengthen on access and fade whe…
|
B 84 3⁄3 | ||||||||
| 19366 |
Build AI agents with social cognition and theory-of-mind capabilities to create…
|
B 84 3⁄3 | ||||||||
| 19367 |
Frontend expert for Claude Code. Screenshots, Lighthouse, axe-core, code analys…
|
B 84 3⁄3 | ||||||||
| 19368 |
Provides native integration with Apple Reminders and Calendar on macOS, enablin…
|
B 84 4⁄3 | ||||||||
| 19369 |
safebot-chat
Claim
End-to-end encrypted multi-agent chat rooms. Client-side crypto; zero chat logs.
|
B 84 3⁄3 | ||||||||
| 19370 |
Compiler-backed read-only Verilog and SystemVerilog project analysis.
|
B 84 3⁄3 | ||||||||
| 19371 |
Long-term memory for LLMs. MCP server backed by hybrid search in a single SQLit…
|
B 84 3⁄3 | ||||||||
| 19372 |
|
B 84 3⁄3 | ||||||||
| 19373 |
Live scores, standings, top scorers, brackets for football, basketball, cricket…
|
B 84 3⁄3 | ||||||||
| 19374 |
Modular Context | Karpathy LLM Knowledge Base + Gmail & G-Cal — multi-account M…
|
B 84 3⁄3 | ||||||||
| 19375 |
Hardware probe for performance diagnostics, thermal monitoring, and LLM optimiz…
|
B 84 3⁄3 | ||||||||
| 19376 |
Query live prop firm discount codes, compare firms, and find cheapest funded tr…
|
B 84 3⁄3 | ||||||||
| 19377 |
Provides AI assistants with a complete FPGA toolchain for HDL linting, simulati…
|
B 84 3⁄3 | ||||||||
| 19378 |
Fabric-Analytics-MCP
Claim
The Fabric-Analytics-MCP server enables AI agents to interact directly with Mic…
|
B 83 4⁄3 | ||||||||
| 19379 |
Interact with Opik prompts, traces, datasets and metrics through the Model Cont…
|
B 83 4⁄3 | ||||||||
| 19380 |
mcpmu
Claim
TUI-based MCP server multiplexer, configure all your MCP's in a single MCP with…
|
B 83 3⁄3 | ||||||||
| 19381 |
|
B 83 3⁄3 | ||||||||
| 19382 |
ynab-mcp-server
Claim
|
B 83 3⁄3 | ||||||||
| 19383 |
Parse partial / truncated / messy JSON for LLM tool calls and structured output…
|
B 83 3⁄3 | ||||||||
| 19384 |
Enables AI assistants to interact with Alibaba Cloud Yunxiao DevOps platform fo…
|
B 83 4⁄4 | ||||||||
| 19385 |
Cross-Code Organizer (formerly Claude Code Organizer): cross-harness config das…
|
B 83 3⁄3 | ||||||||
| 19386 |
Pre-computed metadata context engine for AI-driven data analytics
|
B 83 3⁄3 | ||||||||
| 19387 |
Open-source metasearch backend, MCP server, and AI search API for LLM agents. P…
|
B 83 3⁄3 | ||||||||
| 19388 |
|
B 83 3⁄3 | ||||||||
| 19389 |
Cortex is a Claude Code plugin that gives Claude persistent memory across sessi…
|
B 83 3⁄3 | ||||||||
| 19390 |
SQL formatting, schema visualization, migration generation
|
B 83 3⁄3 | ||||||||
| 19391 |
Persistent memory across Claude, Cursor, ChatGPT, VS Code. Importance scoring, …
|
B 83 3⁄3 | ||||||||
| 19392 |
Enables AI assistants to query and inspect IBM DB2 for i databases using read-o…
|
B 83 4⁄4 | ||||||||
| 19393 |
Comprehensive Git MCP server enabling native git tools including clone, commit,…
|
B 83 4⁄3 | ||||||||
| 19394 |
LacyLights MCP Server
Claim
Provides AI-powered theatrical lighting design capabilities for the LacyLights …
|
B 83 4⁄4 | ||||||||
| 19395 |
MCP proxy server for NextRole CV tailoring services
|
B 83 3⁄3 | ||||||||
| 19396 |
A local AI memory system that stores all conversations verbatim and organizes t…
|
B 83 3⁄3 | ||||||||
| 19397 |
USASpending.gov
Claim
USASpending.gov federal contracts, subawards, recipients, agencies. 55 tools.
|
B 83 3⁄3 | ||||||||
| 19398 |
SilbercueSwift
Claim
High-performance MCP server for iOS development and test automation. Gives AI c…
|
B 83 3⁄3 | ||||||||
| 19399 |
Analyze listening patterns, create custom playlists, discover missing albums, v…
|
B 83 4⁄4 | ||||||||
| 19400 |
a mcp server to manage github project's functionality
|
B 83 4⁄3 | ||||||||