MCP Server Quality Scores
Independent quality analysis of 69313 public MCP servers
Last updated 5 hours, 39 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 43701 |
weather-mcp-server
Claim
An MCP server that wraps the Open-Meteo API to provide current weather, forecas…
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| 43702 |
worksnaps-mcp
Claim
Enables logging offline time and managing Worksnaps projects/tasks from Cursor …
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| 43703 |
winnow
Claim
Enables local-first context compression for AI agents, offering tools to compre…
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| 43704 |
Ansible MCP Server
Claim
Enables AI assistants to manage Ansible infrastructure, including inventories, …
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| 43705 |
reactome-mcp
Claim
Enables AI assistants to search, browse, analyze, and export biological pathway…
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| 43706 |
options-chain-mcp
Claim
Read-only MCP server for options research with server-side filtering to reduce …
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| 43707 |
matsumoto-buss-mcp
Claim
Provides Matsumoto city community bus information via GTFS data, enabling stop …
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| 43708 |
mcp-arr-suite
Claim
Enables interaction with the *arr media management suite (Sonarr, Radarr, Lidar…
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| 43709 |
MahoRAGa
Claim
Persistent, graph-powered memory for AI agents that provides long-term semantic…
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| 43710 |
Jira 9.12.14 MCP Server
Claim
Enables AI models to search Jira issues using JQL and retrieve issue details th…
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| 43711 |
Enables querying clinical trial data from the AACT database (ClinicalTrials.gov…
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| 43712 |
golf-reports
Claim
Pulls golf data from Arccos, GHIN, and 18Birdies, and generates interactive HTM…
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| 43713 |
mcp-business-feeds
Claim
Lists, reads, and fetches curated business and industry RSS feeds, with filteri…
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| 43714 |
Gen3 MCP Server
Claim
A Model Context Protocol (MCP) server for interacting with Gen3 data commons, w…
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| 43715 |
trails-mcp
Claim
Enables searching outdoor trails by name or place, retrieving route details, el…
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| 43716 |
Cabal-Hunter
Claim
On-chain Solana token safety for trading agents — traces coordinated wallet fun…
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| 43717 |
PureContext MCP
Claim
Indexes codebases and lets AI agents retrieve precise code snippets (functions,…
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| 43718 |
Enables users to search and fetch PubMed biomedical literature articles through…
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| 43719 |
mcp-code-agent
Claim
An AI-powered code review agent that leverages Model Context Protocol (MCP) and…
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| 43720 |
ARL MCP Improved
Claim
An MCP server for AI security analysis, enabling vulnerability scanning, sensit…
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| 43721 |
Trello MCP Server
Claim
Connects Trello with AI assistants to manage boards, lists, cards, and comments…
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| 43722 |
parsely-mcp
Claim
MCP server that enables AI assistants to query Parse.ly analytics for top posts…
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| 43723 |
BoondManager MCP Server
Claim
An MCP server integrating with the BoondManager API to enable AI assistants to …
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| 43724 |
Exposes real-time soil sensor metrics as MCP Resources and irrigation valve con…
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| 43725 |
coolify-mcp
Claim
MCP server for Coolify infrastructure management, providing 45 tools for server…
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| 43726 |
Everything MCP Server
Claim
Provides lightning-fast filesystem search on Windows via the Everything SDK, wi…
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| 43727 |
godot-docs-mcp
Claim
Query Godot Engine documentation with full-text search across classes, methods,…
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| 43728 |
sceptre-mcp-server
Claim
MCP server that exposes Sceptre CloudFormation management operations as tools f…
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| 43729 |
Vertical Marketplace
Claim
Agent-to-agent marketplace: AI agents list and buy data, services and compute. …
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| 43730 |
debug-mcp-server
Claim
Bridges web browsers and Claude Code for seamless debugging workflows by receiv…
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| 43731 |
Self-hosted MCP toolkit providing web search, Wikipedia, and arXiv access witho…
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| 43732 |
gmail-mcp-server
Claim
Enables reading unread emails and creating draft replies in Gmail via Claude De…
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| 43733 |
ORKL MCP Server
Claim
Enables users to access and query the ORKL Threat Intelligence Library, includi…
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| 43734 |
warpline
Claim
Temporal/change-impact authority that tracks per-entity change history and down…
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| 43735 |
Enables running multiple isolated browser sessions simultaneously and importing…
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| 43736 |
MCP Server ZapSign
Claim
Enables integration with the ZapSign API for electronic document signing and ma…
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| 43737 |
mcp-atlassian
Claim
Enables interaction with Atlassian Confluence and Jira through natural language…
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| 43738 |
super-loop-mcp
Claim
A referee for self-improving AI agent loops that mines past sessions for effect…
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| 43739 |
minizinc-mcp
Claim
Enables solving constraint satisfaction and optimization problems using MiniZin…
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| 43740 |
unifi-mcp-server
Claim
UniFi semantic-analysis MCP — 54 tools on Site Manager API and Cloud Connector.…
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| 43741 |
lead-agent-mcp
Claim
A lightweight MCP server that lets distributed AI agent teams query a designate…
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| 43742 |
Suwappu
Claim
High-performance cross-chain liquidity bot. Trade 100+ tokens across 7+ chains …
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| 43743 |
internal-swagger-mcp
Claim
Enables AI agents to search and retrieve API documentation from an internal Swa…
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| 43744 |
Total Recall
Claim
Persistent cross-session memory for AI coding assistants, automatically capturi…
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| 43745 |
mcp-server-icon
Claim
A Model Context Protocol server for searching and fetching icons from iconfont.…
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| 43746 |
shelly-api-mcp
Claim
Provides read-only access to Shelly Cloud energy data, including live power, li…
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| 43747 |
screenshot-mcp
Claim
MCP server for capturing screenshots of desktop windows on Windows. Allows AI a…
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| 43748 |
Kaspa MCP Server
Claim
Enables interaction with Kaspa blockchain nodes via RPC, providing tools for qu…
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| 43749 |
@testneo/mcp-server
Claim
MCP server for TestNeo quality workflows, enabling test generation, execution, …
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| 43750 |
mcp-gsuite
Claim
MCP server to interact with Google Gmail and Calendar APIs. Supports multiple a…
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