MCP servers and skills: search, filter by where they run, and compare.
Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.
OfficialSkillMIT★ 40k in collectionNo key
Local runs on your computer · Local + Cloud also runs on Conduit’s servers · Hosted is run by its author, you connect by URL
Guides Qdrant vertical scaling decisions. Use when someone asks 'how to scale up a node', 'need more RAM', 'upgrade node size', 'vertical scaling', 'resize cluster', 'scale up vs scale out', or when m
in the skill textQdrant Cloud is done through the Qdrant Cloud Console - For self-hosted deployments, resize the underlying VM or container resources ## When to Scale Vertically Use when
OfficialSkillMIT★ 40k in collectionNo key
Diagnoses and reduces Qdrant memory usage. Use when someone reports 'memory too high', 'RAM keeps growing', 'node crashed', 'out of memory', 'memory leak', or asks 'why is memory usage so high?', 'how
in the skill textpinned` (e.g. quantized vectors, payload indexes); see memory tier legacy settings for deployments on version 1.18 or older. - OS page cache - memory used for caching disk
OfficialSkillApache-2.0★ 256 in collectionNo key
Use the official MongoDB Skills with your favorite coding agent to build faster.
in the skill textand more. > **Connecting to MongoDB Community or Enterprise Advanced?** > For self-managed deployments, use the **`mongodb`** plugin instead — it runs the MongoDB MCP server locally and
OfficialSkillApache-2.0★ 190No key
Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.
OfficialSkillApache-2.0★ 256 in collectionNo key
Guides Qdrant vertical scaling decisions. Use when someone asks 'how to scale up a node', 'need more RAM', 'upgrade node size', 'vertical scaling', 'resize cluster', 'scale up vs scale out', or when m
in the skill textQdrant Cloud is done through the Qdrant Cloud Console - For self-hosted deployments, resize the underlying VM or container resources ## When to Scale Vertically Use when
OfficialSkillApache-2.0★ 256 in collectionNo key
in the readmemulti-cloud deployment - Configure memory, persistence, and modules - Set up Active-Active deployments - Custom networking configuration #### Essential Subscriptions - `get_essential_subscriptions`: List all Essential subscriptions (paginated
OfficialNode.jsMIT★ 44No key
Diagnoses and reduces Qdrant memory usage. Use when someone reports 'memory too high', 'RAM keeps growing', 'node crashed', 'out of memory', 'memory leak', or asks 'why is memory usage so high?', 'how
in the skill textThere are some scenarios, however, when it can be a good option: - Deployments with low latency disks - local NVMe or similar. - Multi-tenant deployments, where only
OfficialSkillMIT★ 40k in collectionNo key
Neo4j Labs Model Context Protocol servers
in the readmetools and Claude Desktop integration - **SSE**: Server-Sent Events for web-based deployments - **HTTP**: Streamable HTTP for modern web deployments and microservices ### HTTP Transport Configuration
OfficialSkillMIT★ 988No key
MCP Server for Snowflake including Cortex AI, object management, SQL orchestration, semantic view consumption, and more
in the readmelegacy) | Server-Sent Events | Streaming applications | | `streamable-http` | Streamable HTTP transport | Container deployments, remote servers | ## Usage ```bash # Default stdio transport uvx snowflake-labs-mcp --service-config
OfficialPythonApache-2.0★ 299No key
Who stands behind it
Who stands behind it
