Qdrant for AI coding agents
Vector databases · qdrant.tech
Official Anthropic-marketplace plugin with 24 skills (no bundled MCP server).
Agent skills for Qdrant vector search covering scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, and Java.
How Qdrant works in each agent
Scores appear only after we verify them, with a source and date. Methodology
| Agent | Score | MCP | Remote / OAuth | Skill / plugin | Verified |
|---|---|---|---|---|---|
| C Claude Code | 4/5 | No | Unknown | Yes | Oct 16, 2026 |
| X OpenAI Codex | Not yet verified. Testing in progress. | ||||
| ▲ Cursor | Not yet verified. Testing in progress. | ||||
| G GitHub Copilot | Not yet verified. Testing in progress. | ||||
| A Google Antigravity | Not yet verified. Testing in progress. | ||||
Setup by agent
/plugin install qdrant-skills@claude-plugins-officialWe haven't verified a OpenAI Codex setup for Qdrant yet. If the vendor documents an MCP server, the MCP config generator gives you the right ~/.codex/config.toml (user) format. Config locations: Codex setup.
We haven't verified a Cursor setup for Qdrant yet. If the vendor documents an MCP server, the MCP config generator gives you the right .cursor/mcp.json (project) format. Config locations: Cursor setup.
We haven't verified a GitHub Copilot setup for Qdrant yet. If the vendor documents an MCP server, the MCP config generator gives you the right .vscode/mcp.json (workspace) format. Config locations: Copilot setup.
We haven't verified a Google Antigravity setup for Qdrant yet. If the vendor documents an MCP server, the MCP config generator gives you the right ~/.gemini/config/mcp_config.json (global) format. Config locations: Antigravity setup.
Evidence
- ↗https://claude.com/marketplace/plugins
- ↗https://github.com/anthropics/claude-plugins-official/blob/main/.claude-plugin/marketplace.json
- ↗https://github.com/qdrant/skills
- ↗https://skills.qdrant.tech
Bundled skills (24)
debuggingdiagnosisindexing-performance-optimizationmemory-usage-optimizationminimize-latencyqdrant-clients-sdkqdrant-deployment-optionsqdrant-edgeqdrant-hybrid-cloud-setupqdrant-migration-toolqdrant-model-migrationqdrant-monitoringqdrant-multitenancyqdrant-performance-optimizationqdrant-scalingqdrant-search-qualityqdrant-sizingqdrant-version-upgradescaling-data-volumescaling-qpsscaling-query-volumesearch-speed-optimizationsearch-strategiessetup Checked plugin files at https://github.com/qdrant/skills (.mcp.json / plugin.json mcpServers; skills/*/SKILL.md), Oct 16 2026
Agent Stack Weekly · free
What changed across coding agents this week
Limit and pricing changes, new MCP servers, and setup fixes for Claude Code, Codex, Cursor, Copilot and Antigravity.
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