research▌

### Scanpy - name: "scanpy" - description: "Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential expression, and visualization. Best for exploratory scRNA..."

### Scientific Brainstorming - name: "scientific-brainstorming" - description: "Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-st..."

### Qiskit - name: "qiskit" - description: "IBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production workloads, or needing IBM optimization tools. Best for IBM hardware execution, quan..."

### Rowan - name: "rowan" - description: "Rowan is a cloud-native molecular modeling and medicinal-chemistry workflow platform with a Python API. Use for pKa and macropKa prediction, conformer and tautomer ensembles, docking and analogue dock..."

### Research Grants - name: "research-grants" - description: "Write competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC. Agency-specific formatting, review criteria, budget preparation, broader impacts, significance statements, innovation na..." - allowed-tools: "Read Write Edit Bash"

### Research Lookup - name: "research-lookup" - description: "Look up current research information using parallel-cli search (primary, fast web search), the Parallel Chat API (deep research), or Perplexity sonar-pro-search (academic paper searches). Automaticall..." - allowed-tools: "Read Write Edit Bash"

### Pyzotero - name: "pyzotero" - description: "Interact with Zotero reference management libraries using the pyzotero Python client. Retrieve, create, update, and delete items, collections, tags, and attachments via the Zotero Web API v3. Use this..." - allowed-tools: "Read Write Edit Bash"

### Pytorch Lightning - name: "pytorch-lightning" - description: "Deep learning framework (PyTorch Lightning / lightning package). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, T..." - allowed-tools: "Read Write Edit Bash"

### Rdkit - name: "rdkit" - description: "Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similarity, reactions. For standard w..."

### Pysam - name: "pysam" - description: "Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, calculate coverage, for NGS data processing pipelines."