MCP Server Quality Scores
Independent quality analysis of 59221 public MCP servers
Last updated 57 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19451 |
Real-time & historical exchange rates for 150+ currencies via AllRatesToday (mi…
|
B 83 3⁄3 | ||||||||
| 19452 |
|
B 83 3⁄3 | ||||||||
| 19453 |
Color convert, palette, contrast checker for AI agents
|
B 83 3⁄3 | ||||||||
| 19454 |
Local MCP server for Hey.com email. Read, search, send, reply, and manage the s…
|
B 83 3⁄3 | ||||||||
| 19455 |
Keyless MCP — 36 tools for SAM.gov, USAspending, Federal Register, eCFR, Grants…
|
B 83 3⁄3 | ||||||||
| 19456 |
Cross-Code Organizer (formerly Claude Code Organizer): cross-harness config das…
|
B 83 3⁄3 | ||||||||
| 19457 |
Contact manager for AI agents with company, tags, and full-text search. Reads a…
|
B 83 3⁄3 | ||||||||
| 19458 |
lazy-tool
Claim
local-first MCP discovery runtime for agents — search before invoke, reduce pro…
|
B 83 3⁄3 | ||||||||
| 19459 |
Real-time currency exchange rates, historical data, and multi-currency lookups …
|
B 83 3⁄3 | ||||||||
| 19460 |
|
B 83 3⁄3 | ||||||||
| 19461 |
Web search, direct-URL fetch, crawl, and docs export MCP. smartfetch for URLs.
|
B 83 3⁄3 | ||||||||
| 19462 |
Open-source self-hosted AI agent runtime and multi-agent framework for autonomo…
|
B 83 3⁄3 | ||||||||
| 19463 |
Track how 350+ AI models mention your brand — manage projects, run scans, analy…
|
B 83 3⁄3 | ||||||||
| 19464 |
Search all of GitHub from your AI agent — find libraries, drill into repos, fin…
|
B 83 3⁄3 | ||||||||
| 19465 |
logic-server
Claim
Agent reasoning, memory, and token-optimized context for AI applications.
|
B 83 3⁄3 | ||||||||
| 19466 |
ynab-mcp-server
Claim
|
B 83 3⁄3 | ||||||||
| 19467 |
ynab-mcp-server
Claim
|
B 83 3⁄3 | ||||||||
| 19468 |
MCP Server for SigNoz
|
B 83 3⁄3 | ||||||||
| 19469 |
SQL formatting, schema visualization, migration generation
|
B 83 3⁄3 | ||||||||
| 19470 |
Conekta — Mexican payment gateway (cards, OXXO cash, SPEI)
|
B 83 3⁄3 | ||||||||
| 19471 |
Read and edit HTML/Markdown tables in GitBook-synced documents via MCP tools.
|
B 83 3⁄3 | ||||||||
| 19472 |
MCP server for managing Coalesce Transform workspaces, nodes, pipelines, and ru…
|
B 83 3⁄3 | ||||||||
| 19473 |
Payment rails for AI agents — escrow, settlement, discovery, and disputes from …
|
B 83 3⁄3 | ||||||||
| 19474 |
SilbercueSwift
Claim
High-performance MCP server for iOS development and test automation. Gives AI c…
|
B 83 3⁄3 | ||||||||
| 19475 |
rust-mcp-schema
Claim
A type-safe implementation of the official Model Context Protocol (MCP) schema …
|
B 83 4⁄3 | ||||||||
| 19476 |
|
B 83 3⁄3 | ||||||||
| 19477 |
Analyze listening patterns, build playlists, find missing albums, discover simi…
|
B 83 4⁄4 | ||||||||
| 19478 |
|
B 83 3⁄3 | ||||||||
| 19479 |
Cryptographic spatial proof-of-presence for AV fleets, logistics, AR. 91% spoof…
|
B 83 3⁄3 | ||||||||
| 19480 |
Enables AI assistants to interact with Alibaba Cloud Yunxiao DevOps platform fo…
|
B 83 4⁄4 | ||||||||
| 19481 |
MCP server providing npm registry search, package details, dependency auditing,…
|
B 83 3⁄3 | ||||||||
| 19482 |
Use natural language to explore LLM observability, traces, and monitoring data …
|
B 83 4⁄3 | ||||||||
| 19483 |
MCP server that closes the feedback loop for AI coding agents — CI monitoring, …
|
B 83 3⁄3 | ||||||||
| 19484 |
Connect Claude to QuickBooks Online — query finances, create invoices, run repo…
|
B 82 3⁄3 | ||||||||
| 19485 |
clickup-mcp-server
Claim
|
B 82 4⁄3 | ||||||||
| 19486 |
MCP server for dbatools — exposes SQL Server management commands as MCP tools
|
B 82 3⁄3 | ||||||||
| 19487 |
Create presentations, documents, and webpages from any MCP-compatible AI assist…
|
B 82 3⁄3 | ||||||||
| 19488 |
Provides a shared context layer for AI agent teams to improve token efficiency …
|
B 82 3⁄3 | ||||||||
| 19489 |
MCP server quality scoring and optimization for the agent economy.
|
B 82 3⁄3 | ||||||||
| 19490 |
Causal graph memory engine for AI agents. Scores memories using relevance × con…
|
B 82 3⁄3 | ||||||||
| 19491 |
Enables secure execution of shell commands via MCP with multiple security layer…
|
B 82 3⁄3 | ||||||||
| 19492 |
Semantix-Verify is an MCP server for semantic validation of AI/LLM outputs. It …
|
B 82 3⁄3 | ||||||||
| 19493 |
Open-source MCP server that gives any LLM long-term memory using a knowledge gr…
|
B 82 3⁄3 | ||||||||
| 19494 |
An MCP server that gives AI agents persistent, narrative memory: concepts as no…
|
B 82 3⁄3 | ||||||||
| 19495 |
Security scanner for MCP servers. Detects backdoors, exfiltration code, obfusca…
|
B 82 3⁄3 | ||||||||
| 19496 |
Enables comprehensive Microsoft Dataverse schema management through the Dataver…
|
B 82 4⁄4 | ||||||||
| 19497 |
A Model Context Protocol (MCP) server for the Holded Invoice API. This server a…
|
B 82 4⁄3 | ||||||||
| 19498 |
Italian e-invoicing: FatturaPA XML/SDI v1.2.3, 27 tools. UBL 2.1 and CII wire f…
|
B 82 3⁄3 | ||||||||
| 19499 |
Browser and mobile app automation using WebdriverIO, enabling AI agents to cont…
|
B 82 4⁄3 | ||||||||
| 19500 |
RunAutomation MCP Server
Claim
Enables AI assistants to execute browser automation, perform QA tasks, and gene…
|
B 82 3⁄3 | ||||||||