Database

vector-db-setup

by patricio0312rev

Sets up vector databases for semantic search including Pinecone, Chroma, pgvector, and Qdrant with embedding generation and similarity search. Use when users request "vector database", "semantic search", "embeddings storage", "Pinecone setup", or "similarity search".

fba

by fastapi-practices

FastAPI Best Architecture (fba) project development guide. Provide complete architecture specifications, coding styles, and plugin development guidance.

agent-orchestration-planner

by patricio0312rev

Designs multi-step agent workflows with tool usage, retry logic, state management, and budget controls. Provides orchestration diagrams, tool execution order, fallback strategies, and cost limits. Use for "AI agents", "agentic workflows", "multi-step AI", or "autonomous systems".

jpa-patterns

by x-cmd

JPA/Hibernate patterns for entity design, relationships, query optimization, transactions, auditing, indexing, pagination, and pooling in Spring Boot.

celltypeannotation

by pwwang

Annotates cell clusters with biological cell type labels using multiple methods: direct assignment, ScType, scCATCH, hitype, or CellTypist. This process is essential for interpreting clustering results by assigning meaningful biological identities to each cluster.

seuratmap2ref

by pwwang

Map query single-cell datasets to high-quality reference atlases using Seurat's reference mapping workflow. Performs label transfer, UMAP projection, and integration with reference annotations without modifying query expression data. Enables transfer learning from curated atlases like Azimuth PBMC or custom tissue-specific references.

metabolicinput

by pwwang

Pass-through process that prepares Seurat object for metabolic landscape analysis. Routes the processed Seurat object to downstream metabolic analysis processes (MetabolicExprImputation, MetabolicPathwayActivity, MetabolicFeatures, MetabolicPathwayHeterogeneity). Note: This process requires no direct configuration.

compose

by chaterm

Docker Compose 编排

snowflake-expert

by personamanagmentlayer

Expert-level Snowflake data warehouse platform, virtual warehouses, data sharing, streams, tasks, and SQL optimization

kubernetes-expert

by personamanagmentlayer

Expert-level Kubernetes cluster management, deployment strategies, networking, and production operations

sql-expert

by personamanagmentlayer

Expert-level SQL database design, querying, optimization, and administration across PostgreSQL, MySQL, and SQL Server

powerbi-expert

by personamanagmentlayer

Expert-level Power BI, DAX, M language, data modeling, Power Query, report design, and paginated reports

cloudflare-agents

by enuno

Cloudflare Agents SDK - Build and deploy AI-powered agents on Cloudflare's edge with real-time WebSocket communication, persistent state, SQL storage, task scheduling, MCP integration, and human-in-the-loop workflows.

cloudflare-r2

by enuno

Cloudflare R2 object storage with S3-compatible API and zero egress fees

databases

by samhvw8

"MongoDB and PostgreSQL database administration. Databases: MongoDB (document store, aggregation, Atlas), PostgreSQL (relational, SQL, psql). Capabilities: schema design, query optimization, indexing, migrations, replication, sharding, backup/restore, user management, performance analysis. Actions: design, query, optimize, migrate, backup, restore, index, shard databases. Keywords: MongoDB, PostgreSQL, SQL, NoSQL, BSON, aggregation pipeline, Atlas, psql, pgAdmin, schema design, index, query optimization, EXPLAIN, replication, sharding, backup, restore, migration, ORM, Prisma, Mongoose, connection pooling, transactions, ACID. Use when: designing database schemas, writing complex queries, optimizing query performance, creating indexes, performing migrations, setting up replication, implementing backup strategies, managing database permissions, troubleshooting slow queries."

dokploy-mcp

by enuno

AI-driven deployment management using Dokploy MCP server for projects, applications, and databases

MCP Architecture Expert

by frankxai

Design and implement Model Context Protocol servers for standardized AI-to-data integration with resources, tools, prompts, and security best practices

qgis

by pacphi

Geospatial analysis and GIS operations via QGIS. Use for calculating distances, buffering zones, coordinate transforms (EPSG:4326 to EPSG:3857), layer operations, geoprocessing (intersect, union, clip), and exporting map images. Requires QGIS running on Display :1 with MCP plugin enabled.

dnsdist

by enuno

DNS load balancer with DoS protection, multi-protocol support (DoH, DoT, DoQ), and dynamic traffic management

OCI Services Expert

by frankxai

Expert guidance on Oracle Cloud Infrastructure services, cloud architecture patterns, cost optimization, deployment strategies, and OCI best practices for enterprise solutions

Browser History Search

by samhvw8

dbt-expert

by personamanagmentlayer

Expert-level dbt (data build tool), models, tests, documentation, incremental models, macros, and Jinja templating

postgresql-expert

by personamanagmentlayer

Expert-level PostgreSQL database administration, advanced queries, performance tuning, and production operations

mongodb-expert

by personamanagmentlayer

Expert-level MongoDB database design, aggregation pipelines, indexing, replication, and production operations