MCP Server Quality Scores
Independent quality analysis of 59221 public MCP servers
Last updated 2 hours, 1 minute ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19351 |
MCP server exposing Qiskit 2.3.1 quantum computing functionality
|
B 84 3⁄3 | ||||||||
| 19352 |
aegis
Claim
AI-agent admission-control MCP server: validates file edits against Ring 0 synt…
|
B 84 3⁄3 | ||||||||
| 19353 |
Provides long-term memory for LLMs via local SQLite storage with hybrid search …
|
B 84 3⁄3 | ||||||||
| 19354 |
Turn markdown into designed PDFs with cover page, table of contents, and code b…
|
B 84 3⁄3 | ||||||||
| 19355 |
Cipher is an opensource memory layer specifically designed for coding agents. C…
|
B 84 4⁄3 | ||||||||
| 19356 |
Swiss accounting integration for Bexio. 314 tools: invoices, contacts, projects…
|
B 84 4⁄3 | ||||||||
| 19357 |
Self-hosted memory for agent teams. Bi-temporal replay, deterministic retrieval…
|
B 84 3⁄3 | ||||||||
| 19358 |
Provides AI coding assistants with persistent memory storage using a local SQLi…
|
B 84 3⁄3 | ||||||||
| 19359 |
Drive Electron apps from AI agents via MCP - click, type, drag, screenshot, eva…
|
B 84 3⁄3 | ||||||||
| 19360 |
Enables Claude and other AI assistants to control darktable for photo managemen…
|
B 84 3⁄3 | ||||||||
| 19361 |
agent-browser
Claim
One connection for all your MCP servers.
|
B 84 3⁄3 | ||||||||
| 19362 |
Search 474 validated startup gaps from your AI editor. Find unsolved business p…
|
B 84 3⁄3 | ||||||||
| 19363 |
On-demand access to 150+ specialist AI agent templates — search, browse, and sp…
|
B 84 3⁄3 | ||||||||
| 19364 |
Compiler-backed read-only Verilog and SystemVerilog project analysis.
|
B 84 3⁄3 | ||||||||
| 19365 |
claude-mesh
Claim
Enables networked Claude-to-Claude messaging over HTTP and MCP channels, allowi…
|
B 84 3⁄3 | ||||||||
| 19366 |
Local MCP server that allows agents to track documentation coverage on the code…
|
B 84 3⁄3 | ||||||||
| 19367 |
Frontend expert for Claude Code. Captures screenshots, runs Lighthouse + axe-co…
|
B 84 3⁄3 | ||||||||
| 19368 |
AI-powered invoice automation. Create invoices, track payments, and manage cash…
|
B 84 3⁄3 | ||||||||
| 19369 |
|
B 84 3⁄3 | ||||||||
| 19370 |
mcp-google
Claim
Exposes 25 tools for Claude Code across Gmail, Calendar, Drive, Docs, Sheets, a…
|
B 84 3⁄3 | ||||||||
| 19371 |
github-webhook-mcp
Claim
MCP server bridging GitHub webhooks via Cloudflare Worker for real-time event s…
|
B 84 3⁄3 | ||||||||
| 19372 |
A Model Context Protocol (MCP) gateway for running Claude Code, Codex, Gemini, …
|
B 84 3⁄3 | ||||||||
| 19373 |
safebot-chat
Claim
End-to-end encrypted multi-agent chat rooms. Client-side crypto; zero chat logs.
|
B 84 3⁄3 | ||||||||
| 19374 |
Marketplace of paid HTTP APIs. USDC micropayments via x402 on Base. Non-custodi…
|
B 84 3⁄3 | ||||||||
| 19375 |
MetaMCP is a MCP proxy that dynamically aggregates MCP servers into a unified e…
|
B 84 4⁄3 | ||||||||
| 19376 |
An intelligent MCP server that acts as an AI tech lead for coding agents, provi…
|
B 84 4⁄3 | ||||||||
| 19377 |
Data Workers
Claim
Open-source autonomous agent swarm of 15 MCP-native AI agents for data engineer…
|
B 84 3⁄3 | ||||||||
| 19378 |
OnionClaw
Claim
Provide AI agents with full Tor network access and dark web data through a zero…
|
B 84 3⁄3 | ||||||||
| 19379 |
This MCP server provides read-only Linux system diagnostics tools for inspectin…
|
B 84 3⁄3 | ||||||||
| 19380 |
Comprehensive local filesystem MCP server with file management, process control…
|
B 84 3⁄3 | ||||||||
| 19381 |
Econometrics MCP server for regression, causal inference, time series, panel da…
|
B 84 3⁄3 | ||||||||
| 19382 |
A Model Context Protocol (MCP) server for programmatic diagram generation using…
|
B 84 4⁄3 | ||||||||
| 19383 |
ClipSnap
Claim
MCP server that gives Claude Code reliable access to clipboard images and scree…
|
B 84 3⁄3 | ||||||||
| 19384 |
claude-rocm-mcp
Claim
Read-only AMD GPU monitoring for Claude on Linux — VRAM, temperature, clocks, p…
|
B 84 3⁄3 | ||||||||
| 19385 |
Provides AI assistants with a complete FPGA toolchain for HDL linting, simulati…
|
B 84 3⁄3 | ||||||||
| 19386 |
A convention-aware MCP server for managing markdown files with YAML schema vali…
|
B 84 3⁄3 | ||||||||
| 19387 |
Real-time collaborative coding via MCP — two developers, one codebase
|
B 84 3⁄3 | ||||||||
| 19388 |
Mint, resolve, audit, and rotate expiring scope-limited access links (qURLs) fo…
|
B 84 3⁄3 | ||||||||
| 19389 |
Enables human-in-the-loop checkpoints for AI agents, allowing them to pause and…
|
B 84 3⁄3 | ||||||||
| 19390 |
Hardware probe for performance diagnostics, thermal monitoring, and LLM optimiz…
|
B 84 3⁄3 | ||||||||
| 19391 |
MCP server that provides 62 tools to manage Outlook mail, calendar, contacts, a…
|
B 84 3⁄3 | ||||||||
| 19392 |
Explore the Claude Code CLI source — browse tools, commands, search code, and m…
|
B 84 3⁄3 | ||||||||
| 19393 |
Enables mobile device automation for Android (via ADB) and iOS Simulator (via s…
|
B 84 3⁄3 | ||||||||
| 19394 |
claude-systemd-mcp
Claim
Read-only systemd inspection for Claude on Linux — list units, status, journal,…
|
B 84 3⁄3 | ||||||||
| 19395 |
Complete Swiss accounting integration for Bexio via MCP. Works with Claude Desk…
|
B 84 4⁄3 | ||||||||
| 19396 |
Minimal stdio MCP server for parallel task execution by AI agents.
|
B 84 3⁄3 | ||||||||
| 19397 |
Live scores, standings, top scorers, brackets for football, basketball, cricket…
|
B 84 3⁄3 | ||||||||
| 19398 |
Persistent, cross-session task management for Claude Code. 24 MCP tools, 7 skil…
|
B 84 3⁄3 | ||||||||
| 19399 |
Query live prop firm discount codes, compare firms, and find cheapest funded tr…
|
B 84 3⁄3 | ||||||||
| 19400 |
mcp-gateway
Claim
Zero trust gateway for MCP servers. Aggregate, filter, and securely access MCP …
|
B 84 3⁄3 | ||||||||