Explore server capabilities, recorded tools, available client configurations and practical setup considerations. Browse servers by category, or jump to remote servers and official vendor servers.
Servers can appear in several categories when their tools support several tasks. Category counts include these overlaps; the directory total counts each server once.
984 servers
2205 servers
8565 servers
1403 servers
598 servers
2659 servers
1883 servers
1983 servers
1735 servers
2501 servers
1236 servers
1603 servers
327 servers
965 servers
67 servers
74 servers
937 servers
124 servers
310 servers
1303 servers
561 servers
1525 servers
317 servers
392 servers
908 servers
107 servers
243 servers
391 servers
205 servers
1068 servers
626 servers
1194 servers
825 servers
712 servers
322 servers
383 servers
242 servers
400 servers
172 servers
155 servers
259 servers
238 servers
577 servers
560 servers
127 servers
832 servers
112 servers
123 servers
676 servers
456 servers
966 servers
253 servers
93 servers
358 servers
329 servers
315 servers
254 servers
781 servers
160 servers
233 servers
51 servers
400 servers
247 servers
286 servers
199 servers
182 servers
172 servers
308 servers
381 servers
184 servers
45 servers
216 servers
154 servers
269 servers
48 servers
30 servers
21 servers
27 servers
33 servers
133 servers
46 servers
17 servers
43 servers
95 servers
60 servers
20690 servers
QA Radar analyzes your codebase and produces a structured quality health report — combining git churn, test coverage, and test-to-source mapping into
<strong>X-ray vision for your codebase - built for AI agents, not humans.</strong>
qart.uk MCP server: resolve scanned codes, browse the free pool, and buy QR artwork.
Shared app-testing runbook: read the plan, record results per platform, raise and fix issues.
Qaseのテスト管理プラットフォームと連携するためのModel Context Protocol (MCP) サーバーです。 テストケースの作成、取得、テスト実行の管理などの機能を提供します。
Qaseのテスト管理プラットフォームと連携するためのModel Context Protocol (MCP) サーバーです。 テストケースの作成、取得、テスト実行の管理などの機能を提供します。
Official MCP server for Qase — manage test cases, runs, suites, defects via AI tools.
Search, inspect, and install 400+ QA testing skills from qaskills.sh into any MCP client.
43 QA and test-automation skills for Claude Code, Codex, Cursor, and any Agent Skills Standard runtime.
Discover and book businesses via AI agents.
Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
Qatar payments for AI agents — cards / Apple Pay via Tap Payments. Never holds funds.
Testing publish command
MCP Server for software testing, test case management, test execution, and defect tracking.
QA automation tool for browser testing with MCP server support
MCP (Model Context Protocol) server that gives Claude Code native tools for QuickBooks Online automation.
This is a combined MCP server that provides access to all QuickBooks Time API functionality through a single interface. It combines the functionality
MCP server for runtime quality validation of AI agent outputs — hallucination detection, scope compl
QCAD MCP server - DXF/DWG floor plans to SVG preview + STL extrusion via MCP tools and REST API
Connects AI assistants to QCDatabase.AI for everyday construction quality-control work.
QuickCloud hosting from your AI assistant: VMs, servers, DNS, firewalls and more. Read-only default.
qcqx-project-manage MCP Server — 将项目管理能力暴露给 AI Agent(Cursor、Claude Desktop 等)
Implement semantic memory layer on top of the Qdrant vector search engine
📝 **[Changelog v1.0.4](./CHANGELOG.md)** - Latest improvements and bug fixes
MCP server that wraps the Qdrant vector database API as tools.
ローカル環境でQdrantとMCP-server-qdrantを簡単に立ち上げるためのDocker Compose設定です。
A Model Context Protocol (MCP) server that provides semantic code search capabilities using Qdrant vector database and OpenAI embeddings.
A powerful knowledge management system that forges wisdom from experiences, insights, and best practices. Built with Qdrant vector database for efficient knowledge storage and retrieval.
An MCP server for interacting with Qdrant vector database. This server provides tools for managing vectors, performing similarity searches, and automatic text-to-vector embedding using the MCP…
Persistent scoped Qdrant memory for agents, through four explicit stdio MCP tools.
A context-aware Model Context Protocol (MCP) server that provides semantic search capabilities across your codebase using Qdrant vector database. Now
Role-based access to your Qdrant vector store, via MCP. OIDC in, scoped JWTs out.
MCP server for semantic search with Qdrant vector database
QRNG-seeded random bytes, seeds, and ML-KEM-768 keys with signed provenance receipts.
Local quantum error correction tools; decoder output verified against H c = s (mod 2).
Saudi ZATCA e-invoicing Phase 2 compliance audit, invoice drafting, and CFO VAT analytics.
Model Context Protocol (MCP) server for the Qencode Transcoding API.
Q-encoding charset, input discarded
Read-only QFactory catalog of agent workflows: search, get exact versions, schema, validate YAML.
Korean saju fortune MCP: natal chart, today/daily/yearly luck, compatibility, and saved profiles.
Connect QGIS to any AI agent that speaks the Model Context Protocol (MCP), so the agent drives QGIS directly: manage layers, edit features, run processing algorithms, render maps, and more.
QGISMCP connects [QGIS](https://qgis.org/) to [Claude AI](https://claude.ai/chat) through the [Model Context Protocol
Read Qgiv (Bloomerang Fundraising) donations, refunds, recurring gifts, P2P registrations, events.
QGold is an [MCP Server](https://modelcontextprotocol.io/introduction) facilitating natural language processing and understanding of certain asset
Full-lifecycle bridge structural analysis — modeling, staging, code checks.
QIDI 3D Printer MCP server. Controls QIDI 4 Max Combo via Moonraker REST API. Tools: printer...
Publish articles to Qiita via MCP tools. Minimal, fast, and focused on Qiita authoring.
Generates tests from acceptance criteria, then converges code with an agent that never sees them.
MCP server for Qingkuai (.qk) — docs search, syntax check, compilation, and formatting tools.
Deterministic fact verification for AI agents — checksums & curated data, not guesses.
基于七牛云产品构建的 Model Context Protocol (MCP) Server,支持用户在 AI 大模型客户端的上下文中通过该 MCP Server 来访问七牛云存储、智能多媒体,直播服务等。
基于七牛云产品构建的 Model Context Protocol (MCP) Server,支持用户在 AI 大模型客户端的上下文中通过该 MCP Server 来访问七牛云存储、智能多媒体,直播服务等。
Connect your QI SCD account to AI via Brazil's Open Finance: balances, statements, cards, investment
MCP server for the Qiskit Code Assistant intelligent code completion
MCP server for querying and retrieving Qiskit documentation, guides, and API references
MCP server for qiskit-gym reinforcement learning quantum circuit synthesis
MCP server for IBM Quantum computing services through Qiskit IBM Runtime
MCP server for AI Transpiler IBM Quantum services
Unofficial Model Context Protocol (MCP) server that enables LLMs to build and execute quantum circuits using Qiskit.
MCP server for Qiskit quantum computing with circuit serialization utilities