Avoid over-specific lineages if markers overlap; default to broader types.
Flag clusters showing multiple signatures for manual review.
Respect species/tissue differences when interpreting markers.
References
README + upstream paper (Mao et al., 2025 / arXiv 2407.09811).
1---2name: cellagent-annotation3description: <!--4---5<!--6# COPYRIGHT NOTICE7# This file is part of the "Universal Biomedical Skills" project.8# Copyright (c) 2026 MD BABU MIA, PhD <md.babu.mia@mssm.edu>9# All Rights Reserved.10#11# This code is proprietary and confidential.12# Unauthorized copying of this file, via any medium is strictly prohibited.13#14# Provenance: Authenticated by MD BABU MIA1516-->1718---19name: cellagent-annotation20description: Cell tagger21keywords:22 - single-cell23 - markers24 - annotation25 - confidence26 - tissue27measurable_outcome: Label every provided cluster with a cell type + confidence + marker evidence (or "ambiguous") within 15 minutes per dataset.28license: MIT29metadata:30 author: CellAgent Team31 version: "1.0.0"32compatibility:33 - system: Python 3.9+34allowed-tools:35 - run_shell_command36 - read_file37---3839# CellAgent Annotation4041Use CellTypeAgent to interpret marker genes, annotate scRNA-seq clusters, and coordinate multi-agent workflows for downstream analysis.4243## When to Use44- Automated annotation of scRNA-seq datasets without manual curation.45- Multi-step workflows (QC → clustering → annotation → DE analysis).46- Integrating multiple batches requiring consistent labeling.4748## Core Capabilities491. **Planning:** Multi-agent planner decomposes analysis goals into steps.502. **Tool execution:** Generates Scanpy/Seurat code and runs it autonomously.513. **Self-correction:** Detects execution errors and retries with fixes.5253## Workflow541. Gather marker lists per cluster, plus species/tissue context and optional atlas references.552. Run CellTypeAgent (`pip install -r requirements.txt` then `python repo/main.py --data data.h5ad --goal annotate`).563. Review outputs for supporting markers; downgrade ambiguous clusters when signals conflict.574. Produce final table (cluster, label, confidence, supporting markers, notes) and cite references when used.5859## Example Usage60```bash61python3 Skills/Genomics/Single_Cell/CellAgent/repo/main.py --data "./data.h5ad" --goal "annotate"62```6364## Guardrails65- Avoid over-specific lineages if markers overlap; default to broader types.66- Flag clusters showing multiple signatures for manual review.67- Respect species/tissue differences when interpreting markers.6869## References70- README + upstream paper (Mao et al., 2025 / arXiv 2407.09811).717273<!-- AUTHOR_SIGNATURE: 9a7f3c2e-MD-BABU-MIA-2026-MSSM-SECURE -->
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