MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 1 hour, 17 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19401 |
Comprehensive local filesystem MCP server with file management, process control…
|
B 84 3⁄3 | ||||||||
| 19402 |
github-webhook-mcp
Claim
MCP server bridging GitHub webhooks via Cloudflare Worker for real-time event s…
|
B 84 3⁄3 | ||||||||
| 19403 |
An MCP server that gives AI agents deterministic, verified access to ISO 8583 f…
|
B 83 3⁄3 | ||||||||
| 19404 |
MCP Server for SigNoz
|
B 83 3⁄3 | ||||||||
| 19405 |
Pre-computed metadata context engine for AI-driven data analytics
|
B 83 3⁄3 | ||||||||
| 19406 |
Hosted memory that learns and forgets — feedback re-ranks what helps, recall fa…
|
B 83 3⁄3 | ||||||||
| 19407 |
Keyless MCP — 36 tools for SAM.gov, USAspending, Federal Register, eCFR, Grants…
|
B 83 3⁄3 | ||||||||
| 19408 |
A local AI memory system that stores all conversations verbatim and organizes t…
|
B 83 3⁄3 | ||||||||
| 19409 |
Comprehensive Git MCP server enabling native git tools including clone, commit,…
|
B 83 4⁄3 | ||||||||
| 19410 |
A lightweight, multi-guild Discord MCP server with 95+ tools
|
B 83 3⁄3 | ||||||||
| 19411 |
logic-server
Claim
Agent reasoning, memory, and token-optimized context for AI applications.
|
B 83 3⁄3 | ||||||||
| 19412 |
A read-only MCP server that connects to Proton Mail via Proton Bridge, enabling…
|
B 83 3⁄3 | ||||||||
| 19413 |
Bookmark manager for AI agents with tags, categories, and full-text search. Rea…
|
B 83 3⁄3 | ||||||||
| 19414 |
Transforms Figma design data into a compact, LLM-friendly format for code gener…
|
B 83 3⁄3 | ||||||||
| 19415 |
Search all of GitHub from your AI agent — find libraries, drill into repos, fin…
|
B 83 3⁄3 | ||||||||
| 19416 |
Payment rails for AI agents — escrow, settlement, discovery, and disputes from …
|
B 83 3⁄3 | ||||||||
| 19417 |
|
B 83 3⁄3 | ||||||||
| 19418 |
Enables AI assistants to interact with Alibaba Cloud Yunxiao DevOps platform fo…
|
B 83 4⁄4 | ||||||||
| 19419 |
Cross-Code Organizer (formerly Claude Code Organizer): cross-harness config das…
|
B 83 3⁄3 | ||||||||
| 19420 |
A local vision-language MCP server that enables Claude Code to perform image an…
|
B 83 3⁄3 | ||||||||
| 19421 |
Refactory
Claim
Hybrid code decomposition — AI plans module boundaries, deterministic engine ha…
|
B 83 3⁄3 | ||||||||
| 19422 |
Enables AI assistants to record, analyze, and compare Xcode Instruments traces,…
|
B 83 3⁄3 | ||||||||
| 19423 |
MCP server providing 124 tools for censorship intelligence, encrypted agent mes…
|
B 83 3⁄3 | ||||||||
| 19424 |
Dir tree, file stats, duplicates, LOC for AI agents
|
B 83 3⁄3 | ||||||||
| 19425 |
|
B 83 3⁄3 | ||||||||
| 19426 |
Ideogram V3 API — generate, edit, remix, reframe, replace background, upscale i…
|
B 83 3⁄3 | ||||||||
| 19427 |
MCP server for OpenRouter management API: credits, key CRUD, activity drill-dow…
|
B 83 3⁄3 | ||||||||
| 19428 |
Connects AI agents with CrowdStrike Falcon for security analysis and automation.
|
B 83 4⁄4 | ||||||||
| 19429 |
LacyLights MCP Server
Claim
Provides AI-powered theatrical lighting design capabilities for the LacyLights …
|
B 83 4⁄4 | ||||||||
| 19430 |
Package bug screenshots into AI-ready fix instructions with MCP Server
|
B 83 3⁄3 | ||||||||
| 19431 |
AI assistant integration for n8n workflow automation through Model Context Prot…
|
B 83 4⁄3 | ||||||||
| 19432 |
Enables AI assistants to create and manipulate pixel art by providing tools for…
|
B 83 3⁄3 | ||||||||
| 19433 |
MCP server for Claude, ChatGPT, coding agents (cursor, claude code etc), windsu…
|
B 83 3⁄3 | ||||||||
| 19434 |
Enables secure remote command execution and file operations over SSH/SFTP with …
|
B 83 3⁄3 | ||||||||
| 19435 |
Enables AI assistants to shop on frisco.pl, Poland's online grocery store, with…
|
B 83 3⁄3 | ||||||||
| 19436 |
Contact manager for AI agents with company, tags, and full-text search. Reads a…
|
B 83 3⁄3 | ||||||||
| 19437 |
MCP server providing npm registry search, package details, dependency auditing,…
|
B 83 3⁄3 | ||||||||
| 19438 |
USASpending.gov
Claim
USASpending.gov federal contracts, subawards, recipients, agencies. 55 tools.
|
B 83 3⁄3 | ||||||||
| 19439 |
Cryptographic spatial proof-of-presence for AV fleets, logistics, AR. 91% spoof…
|
B 83 3⁄3 | ||||||||
| 19440 |
a mcp server to manage github project's functionality
|
B 83 4⁄3 | ||||||||
| 19441 |
|
B 83 3⁄3 | ||||||||
| 19442 |
Enables AI assistants to query and inspect IBM DB2 for i databases using read-o…
|
B 83 4⁄4 | ||||||||
| 19443 |
Real-time currency exchange rates, historical data, and multi-currency lookups …
|
B 83 3⁄3 | ||||||||
| 19444 |
Parse partial / truncated / messy JSON for LLM tool calls and structured output…
|
B 83 3⁄3 | ||||||||
| 19445 |
Change tracking for AI-era codebases. AI agents call it to log structured chang…
|
B 83 3⁄3 | ||||||||
| 19446 |
SilbercueSwift
Claim
High-performance MCP server for iOS development and test automation. Gives AI c…
|
B 83 3⁄3 | ||||||||
| 19447 |
Aggregates search results from multiple providers (web, academic, code, finance…
|
B 83 3⁄3 | ||||||||
| 19448 |
A comprehensive all-in-one MCP server with 172 tools across 21 categories inclu…
|
B 83 4⁄3 | ||||||||
| 19449 |
lazy-tool
Claim
local-first MCP discovery runtime for agents — search before invoke, reduce pro…
|
B 83 3⁄3 | ||||||||
| 19450 |
Open-source self-hosted AI agent runtime and multi-agent framework for autonomo…
|
B 83 3⁄3 | ||||||||