MCP Server Quality Scores
Independent quality analysis of 69153 public MCP servers
Last updated 1 hour, 52 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 53201 |
merchant-catalog-mcp
Claim
A demonstration MCP server that exposes a mock merchant catalog with tools for …
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| 53202 |
Prowpt MCP Server
Claim
Enables AI agents to create, edit, and publish web apps on Prowpt.ai through pr…
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| 53203 |
An MCP server that connects to SAP ERP systems via RFC to perform native ABAP s…
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| 53204 |
copamind-mcp
Claim
Enables interaction with the CopaMind platform via MCP, exposing read-only and …
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| 53205 |
mutual-review-mcp
Claim
An MCP server that enables code review by having two LLMs (Claude and GPT-4o) i…
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| 53206 |
testing-mcp
Claim
Enables AI assistants to write and debug integration tests by providing live ac…
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| 53207 |
Apitomy Data Models MCP
Claim
An MCP server that wraps the @apitomy/data-models library for querying, validat…
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| 53208 |
ircv3-mcp
Claim
An IRCv3 MCP server that enables agents to act as a mini IRC client: read chann…
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| 53209 |
wiki-loop-mcp
Claim
MCP server that provides tools to add to, search, and manage a wiki knowledge b…
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| 53210 |
News API MCP Server
Claim
A Model Context Protocol (MCP) server that provides access to global news artic…
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| 53211 |
submagic-mcp-server
Claim
Connects AI assistants to Submagic's video editing API for creating viral short…
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| 53212 |
AramidBridgeMCP
Claim
Enables cross-chain bridging between Voi and Algorand networks, providing asset…
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| 53213 |
Gvnr
Claim
Budget & cost control for AI agents — per-agent spend caps + rate limits before…
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| 53214 |
Gamma MCP Server
Claim
Enables generating presentations, creating from templates, and managing Gamma r…
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| 53215 |
filing-intelligence
Claim
SEC filing intelligence for AI agents. Financials, filing analysis, screening, …
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| 53216 |
MCP ArchiMate Server
Claim
Enables AI assistants to read and write ArchiMate models stored in CoArchi XML …
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| 53217 |
strimzi-kafka-cli
Claim
Command Line Interface for the Strimzi Kafka Operator
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| 53218 |
nasa-ads-mcp
Claim
MCP server for the NASA Astrophysics Data System (ADS) enabling searches, paper…
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| 53219 |
Approved acceptance criteria served over MCP to Claude Code, Cursor, or Codex. …
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| 53220 |
AutoMCP
Claim
Automatically converts CLI tools, APIs, and programs into MCP servers for LLM a…
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| 53221 |
financial-research-agent
Claim
MCP server that exposes stock research tools (fundamentals, news, technicals, a…
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| 53222 |
mcp-sonarcloud
Claim
Enables interaction with SonarCloud projects, issues, quality gates, and securi…
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| 53223 |
swiss-culture-mcp
Claim
MCP server providing access to Swiss cultural heritage data including ISOS town…
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| 53224 |
dbt MCP Server
Claim
Provides intelligent dbt assistance through Claude Code integration, enabling u…
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| 53225 |
mcp-server
Claim
Sets up a Model Context Protocol (MCP) server with FastMCP, allowing LLMs to us…
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| 53226 |
AdaptixC2 MCP Server
Claim
Enables LLM agents to interact with and automate operations with the AdaptixC2 …
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| 53227 |
rive-docs-mcp
Claim
Provides access to Rive's animation documentation, runtime guides, editor featu…
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| 53228 |
taskbounty-check
Claim
Local-only GitHub Actions and CI maintenance scanner for AI-built apps. Exposes…
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| 53229 |
mcp-dagster
Claim
Enables AI agents to interact with Dagster instances, explore data pipelines, m…
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| 53230 |
mcp-chest-memory
Claim
Provides a persistent, local-first memory for coding agents over MCP, enabling …
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| 53231 |
Tsumugi
Claim
An MCP-based memory layer for autonomous agents that provides observation, memo…
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| 53232 |
SPARDA
Claim
SPARDA is a zero-configuration MCP builder that converts existing Express and F…
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| 53233 |
lumora
Claim
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| 53234 |
church-mcp
Claim
Provides tools to access information about religious institutions and community…
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| 53235 |
@noticed/cli
Claim
CLI and stdio MCP server for noticed. Exposes ~50 noticed agent capabilities (n…
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| 53236 |
Praesago
Claim
UK property area intelligence: validated trajectory scores, gentrification earl…
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| 53237 |
IBKR Portfolio Builder
Claim
Top-down IBKR research: 468 typed screeners tagged by strategy intent, news, ac…
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| 53238 |
thryx-portfolio
Claim
Read-only MCP server for the THRYX onchain portfolio (14 contracts on Base main…
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| 53239 |
SharePoint Bridge
Claim
Controls SharePoint through natural language via Microsoft Graph API, enabling …
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| 53240 |
chisel
Claim
Enables AI agents to construct, edit, and export 3D models using geometric prim…
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| 53241 |
Mathematica MCP Server
Claim
Enables MCP clients to execute Mathematica code via wolframscript and verify ma…
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| 53242 |
mitaiventurestudioshw3v2
Claim
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| 53243 |
SAP MCP Server
Claim
Enables AI assistants to securely connect with SAP ABAP and BTP services, allow…
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| 53244 |
MyLeadTech HVAC
Claim
HVAC MCP server — fault codes, model lookup and answers cited to the OEM manual…
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| 53245 |
Tokonomix Council
Claim
Multi-model consensus: 2-6 frontier LLMs answer, an independent judge synthesis…
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| 53246 |
Local Figma MCP Server
Claim
Bridges MCP clients to Figma, enabling live canvas manipulation via a plugin We…
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| 53247 |
Enables Claude to interact with Google Workspace services including Gmail, Driv…
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| 53248 |
boring-news-mcp
Claim
A Python MCP server for fetching and summarizing news articles from the Boring …
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| 53249 |
extend
Claim
Turn documents into structured data: parse, extract, classify, split, and fill …
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| 53250 |
TradingView MCP Server
Claim
Connects AI assistants to TradingView Desktop via Chrome DevTools Protocol for …
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