MCP Server Quality Scores
Independent quality analysis of 66534 public MCP servers
Last updated 3 hours, 15 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 39851 |
Cortex XSIAM MCP Gateway
Claim
Enables governed agent access to Cortex XSIAM security operations APIs, includi…
|
— | ||||||||
| 39852 |
Financial Research
Claim
Analyze stocks with summaries, SEC filings, analyst targets and recommendations…
|
— | ||||||||
| 39853 |
SC-MCP-SERVER
Claim
MCP server for AI agents to execute the complete NevioServiceCenter flight book…
|
— | ||||||||
| 39854 |
mcp-opnsense-dnsmasq
Claim
A LAN-hosted MCP server for safely querying and managing OPNsense Dnsmasq DHCP …
|
— | ||||||||
| 39855 |
godot-mcp-server
Claim
Enables AI agents to interact with the Godot game engine, including project ins…
|
— | ||||||||
| 39856 |
gitlab-duo-mcp-bridge
Claim
Wraps GitLab Duo CLI as an MCP tool for code review, enabling agents to get str…
|
— | ||||||||
| 39857 |
erpdevdb
Claim
|
— | ||||||||
| 39858 |
devpulse-mcp
Claim
Zero-config MCP server that gives AI coding assistants a real-time diagnostic s…
|
— | ||||||||
| 39859 |
Aionis MCP Server
Claim
Bridges Aionis execution memory to MCP clients, enabling governed memory contex…
|
— | ||||||||
| 39860 |
TaskForge
Claim
MCP server that enables AI agents to manage tasks, boards, lists, and comments …
|
— | ||||||||
| 39861 |
mcp.office
Claim
Combined MCP server for Euro-Office DocumentServer enabling Word and PDF editin…
|
— | ||||||||
| 39862 |
21st.dev Magic AI Agent
Claim
A powerful AI-driven tool that helps developers create beautiful, modern UI com…
|
— | ||||||||
| 39863 |
layergen-mcp
Claim
Layergen 3D model generation, retexture, and repair — for Claude Desktop and an…
|
— | ||||||||
| 39864 |
ClauseIQ
Claim
A multi-agent AI system that reads Indian contracts, flags unfair clauses with …
|
— | ||||||||
| 39865 |
Nautobot MCP Server v2
Claim
Enhanced Nautobot 3.1.0 integration for NetClaw with GraphQL reads, REST writes…
|
— | ||||||||
| 39866 |
memory-lancedb-mcp
Claim
Enables AI agents to store and recall persistent long-term memories across sess…
|
— | ||||||||
| 39867 |
Blackbird MCP Server
Claim
Enables LLMs to access Blackbird AI's services through the Model Context Protoc…
|
— | ||||||||
| 39868 |
A Model Context Protocol server for managing Oracle Cloud Infrastructure servic…
|
— | ||||||||
| 39869 |
Provides geolocation, routing, and navigation tools including geocoding, place …
|
— | ||||||||
| 39870 |
mcp-data-mesa
Claim
Enables AI agents to search, query, and retrieve metadata from Mesa, Arizona's …
|
— | ||||||||
| 39871 |
LiLBrain
Claim
Instant codebase knowledge graph MCP server. It auto-detects languages, indexes…
|
— | ||||||||
| 39872 |
Kawa Code MCP
Claim
Team-aware memory for AI coding assistants that tracks intent, records decision…
|
— | ||||||||
| 39873 |
Gerrit MCP Server
Claim
Enables interaction with Gerrit code review system via REST API, allowing langu…
|
— | ||||||||
| 39874 |
agent-broker
Claim
Enables multi-agent communication workflows with consensus arbitration, peer me…
|
— | ||||||||
| 39875 |
Uapi Mcp
Claim
Official MCP server for the uapis.cn API platform, providing over 100 endpoints…
|
— | ||||||||
| 39876 |
cli-orchestrator-mcp
Claim
Resilient multi-CLI orchestration server for AI agents that routes tasks to Cla…
|
— | ||||||||
| 39877 |
Grafana FastMCP Server
Claim
Enables MCP-compatible agents to interact with Grafana instances for searching,…
|
— | ||||||||
| 39878 |
Webpage MCP Server
Claim
Enables querying and retrieving webpage content from websites by parsing sitema…
|
— | ||||||||
| 39879 |
First-party funnel, rage-click, checkout, A/B test, and page-speed CRO intellig…
|
— | ||||||||
| 39880 |
CTFd MCP Server
Claim
A lightweight MCP server for interacting with CTFd instances, enabling AI tools…
|
— | ||||||||
| 39881 |
speech-mcp-server
Claim
MCP server integrating VolcEngine for automatic speech recognition (ASR) and te…
|
— | ||||||||
| 39882 |
A simple MCP server that provides basic calculator operations such as add, subt…
|
— | ||||||||
| 39883 |
memory_agents_mcp
Claim
Unifies LAN agent memory (Postgres + pgvector + Ollama) with an Obsidian vault …
|
— | ||||||||
| 39884 |
duck-poacher-mcp
Claim
A Model Context Protocol server that exposes DuckDuckGo web and image search to…
|
— | ||||||||
| 39885 |
AspenPlus MCP Server
Claim
Enables AI assistants to interact with Aspen Plus process simulations through a…
|
— | ||||||||
| 39886 |
Etherscan MCP Python
Claim
Provides comprehensive access to Ethereum blockchain data through the Etherscan…
|
— | ||||||||
| 39887 |
Enables resume parsing, querying, and email notifications via MCP tools.
|
— | ||||||||
| 39888 |
Pipetable
Claim
Query local CSV, Parquet, JSON and TSV files with real SQL via DuckDB. Gives yo…
|
— | ||||||||
| 39889 |
sandbox-mcp
Claim
Provides a local, isolated Linux VM sandbox for AI agents using Apple's Virtual…
|
— | ||||||||
| 39890 |
Read-only MCP server with hybrid search combining dense semantic and sparse key…
|
— | ||||||||
| 39891 |
VERITAS
Claim
Multi-model consensus verification for AI agent pipelines. 5 MCP tools: verify_…
|
— | ||||||||
| 39892 |
CleverTech MCP Server
Claim
Provides Canadian government data for AI agents, including property assessments…
|
— | ||||||||
| 39893 |
websearch-mcp-server
Claim
Enables web search through Exa or Parallel APIs for MCP-compatible AI clients l…
|
— | ||||||||
| 39894 |
Alexandria MCP
Claim
Provides access to 61 public digital libraries through a single unified interfa…
|
— | ||||||||
| 39895 |
mcp-steam
Claim
MCP server for Steam that enables LLM agents to manage gaming libraries, achiev…
|
— | ||||||||
| 39896 |
niscope-mcp
Claim
Enables AI assistants to directly control NI oscilloscopes (e.g., PXIe-5160/516…
|
— | ||||||||
| 39897 |
Markdown Notes MCP
Claim
Enables managing and searching markdown notes with semantic search, question an…
|
— | ||||||||
| 39898 |
fallbrief-mcp
Claim
Exposes foldkit primitives (7-prime spine, κ-bands, and 6 fold operations) as M…
|
— | ||||||||
| 39899 |
MCP ChatGPT Full PC Dev
Claim
Enables ChatGPT to control a Windows PC remotely via OpenAI Secure MCP Tunnel, …
|
— | ||||||||
| 39900 |
spec-coding-mcp
Claim
A local MCP server for spec-driven development, enabling users to create, revie…
|
— | ||||||||