MCP Server Quality Scores
Independent quality analysis of 33641 public MCP servers
Last updated 1 hour, 11 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19401 |
Package bug screenshots into AI-ready fix instructions with MCP Server
|
B 83 3⁄3 | ||||||||
| 19402 |
Enables AI assistants to interact with Alibaba Cloud Yunxiao DevOps platform fo…
|
B 83 4⁄4 | ||||||||
| 19403 |
LacyLights MCP Server
Claim
Provides AI-powered theatrical lighting design capabilities for the LacyLights …
|
B 83 4⁄4 | ||||||||
| 19404 |
npm package search, audit, bundle analysis for AI agents
|
B 83 3⁄3 | ||||||||
| 19405 |
Connect AI assistants to Odoo ERP systems for business data access, record mana…
|
B 83 4⁄4 | ||||||||
| 19406 |
|
B 83 3⁄3 | ||||||||
| 19407 |
MCP Server for SigNoz
|
B 83 3⁄3 | ||||||||
| 19408 |
A local AI memory system that stores all conversations verbatim and organizes t…
|
B 83 3⁄3 | ||||||||
| 19409 |
MCP server for managing Coalesce Transform workspaces, nodes, pipelines, and ru…
|
B 83 3⁄3 | ||||||||
| 19410 |
Payment rails for AI agents — escrow, settlement, discovery, and disputes from …
|
B 83 3⁄3 | ||||||||
| 19411 |
SQL formatting, schema visualization, migration generation
|
B 83 3⁄3 | ||||||||
| 19412 |
Local MCP server for Hey.com email - read, search, send, reply, and manage the …
|
B 83 3⁄3 | ||||||||
| 19413 |
Dir tree, file stats, duplicates, LOC for AI agents
|
B 83 3⁄3 | ||||||||
| 19414 |
Self-hosted multi-agent AI runtime with MCP server support. Build, orchestrate,…
|
B 83 3⁄3 | ||||||||
| 19415 |
Change tracking for AI-era codebases. AI agents call it to log structured chang…
|
B 83 3⁄3 | ||||||||
| 19416 |
|
B 83 3⁄3 | ||||||||
| 19417 |
Real-time currency exchange rates, historical data, and multi-currency lookups …
|
B 83 3⁄3 | ||||||||
| 19418 |
Enables secure remote command execution and file operations over SSH/SFTP with …
|
B 83 3⁄3 | ||||||||
| 19419 |
Ideogram V3 API — generate, edit, remix, reframe, replace background, upscale i…
|
B 83 3⁄3 | ||||||||
| 19420 |
Cortex is a Claude Code plugin that gives Claude persistent memory across sessi…
|
B 83 3⁄3 | ||||||||
| 19421 |
Enables AI agents to read and navigate EPUB files through 13 specialized tools …
|
B 83 3⁄3 | ||||||||
| 19422 |
Persistent memory across Claude, Cursor, ChatGPT, VS Code. Importance scoring, …
|
B 83 3⁄3 | ||||||||
| 19423 |
Enables AI assistants to shop on frisco.pl, Poland's online grocery store, with…
|
B 83 3⁄3 | ||||||||
| 19424 |
Open-source metasearch backend, MCP server, and AI search API for LLM agents. P…
|
B 83 3⁄3 | ||||||||
| 19425 |
lazy-tool
Claim
local-first MCP discovery runtime for agents — search before invoke, reduce pro…
|
B 83 3⁄3 | ||||||||
| 19426 |
MCP server that closes the feedback loop for AI coding agents — CI monitoring, …
|
B 83 3⁄3 | ||||||||
| 19427 |
Analyze listening patterns, create custom playlists, discover missing albums, v…
|
B 83 4⁄4 | ||||||||
| 19428 |
ynab-mcp-server
Claim
|
B 83 3⁄3 | ||||||||
| 19429 |
Design contract layer for your codebase. Scans Figma, code, Storybook, and toke…
|
B 83 3⁄3 | ||||||||
| 19430 |
Track how 350+ AI models mention your brand — manage projects, run scans, analy…
|
B 83 3⁄3 | ||||||||
| 19431 |
|
B 83 4⁄3 | ||||||||
| 19432 |
Enables AI assistants to query and inspect IBM DB2 for i databases using read-o…
|
B 83 4⁄4 | ||||||||
| 19433 |
Enables AI assistants to create and manipulate pixel art by providing tools for…
|
B 83 3⁄3 | ||||||||
| 19434 |
mcpmu
Claim
TUI-based MCP server multiplexer, configure all your MCP's in a single MCP with…
|
B 83 3⁄3 | ||||||||
| 19435 |
Parse partial / truncated / messy JSON for LLM tool calls and structured output…
|
B 83 3⁄3 | ||||||||
| 19436 |
USASpending.gov
Claim
USASpending.gov federal contracts, subawards, recipients, agencies. 55 tools.
|
B 83 3⁄3 | ||||||||
| 19437 |
LLM-optimized Figma MCP server.
|
B 83 3⁄3 | ||||||||
| 19438 |
Interact with Opik prompts, traces, datasets and metrics through the Model Cont…
|
B 83 4⁄3 | ||||||||
| 19439 |
Wompi — Colombian payment gateway (by Bancolombia)
|
B 83 3⁄3 | ||||||||
| 19440 |
AI assistant integration for n8n workflow automation through Model Context Prot…
|
B 83 4⁄3 | ||||||||
| 19441 |
Bookmark manager for AI agents with tags, categories, and full-text search. Rea…
|
B 83 3⁄3 | ||||||||
| 19442 |
MCP server for jPOS and ISO 8583. Deterministic payment protocol tools for AI a…
|
B 83 3⁄3 | ||||||||
| 19443 |
SilbercueSwift
Claim
High-performance MCP server for iOS development and test automation. Gives AI c…
|
B 83 3⁄3 | ||||||||
| 19444 |
Search all of GitHub from your AI agent — find libraries, drill into repos, fin…
|
B 83 3⁄3 | ||||||||
| 19445 |
116 tools: censorship intel, encrypted agent messaging, and Voidly Pay agent-to…
|
B 83 3⁄3 | ||||||||
| 19446 |
Read and edit HTML/Markdown tables in GitBook-synced documents via MCP tools.
|
B 83 3⁄3 | ||||||||
| 19447 |
Comprehensive Git MCP server enabling native git tools including clone, commit,…
|
B 83 4⁄3 | ||||||||
| 19448 |
MCP proxy server for NextRole CV tailoring services
|
B 83 3⁄3 | ||||||||
| 19449 |
a mcp server to manage github project's functionality
|
B 83 4⁄3 | ||||||||
| 19450 |
SEC filing MCP for AI agents — insider signals, 13F flow, material events. Pre-…
|
B 83 3⁄3 | ||||||||