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Achievement: YOLOAchievement: Pair Extraordinairex4Achievement: Pull Sharkx3Achievement: Quickdraw

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musharna/README.md

Hi, I'm Jaret 👋

PhD student in Genetics, Bioinformatics & Computational Biology at Virginia Tech. I build open-source tools at the intersection of plant genomics, machine learning, and LLM tooling.

🔧 What I'm building

data-aggregator-mcp PyPI — a unified research-data MCP: search & fetch datasets across Zenodo, DataCite, NCBI omics (GEO/SRA), and literature (PubMed/OpenAIRE) behind one normalized model. uvx data-aggregator-mcp

plant-genomics-mcp PyPI — 50 genomics tools across 23 backends (Ensembl Plants, Phytozome, UniProt, AlphaFold DB, InterPro, JASPAR, AraGWAS, KEGG, NCBI BLAST, …) with cross-source synthesis.

plantcv-mcp PyPI — PlantCV as a measurement instrument: plant trait numbers and the segmentation overlay they were computed from, and it refuses to return numbers when the segmentation is degenerate.

breedsim-mcp PyPI — breeding-scheme simulation over AlphaSimR, built on one rule: a single stochastic run is not a result. Returns per-cycle mean, sd and CI, with no flag that collapses it to a point estimate.

jobd PyPI — a self-hostable, GPU-aware job broker for your own machines: capability-tagged routing, and the queue exposed natively to agents over MCP.

ghostcite PyPI — deterministic, no-LLM detection of ghost citations: catches author/year that don't match the DOI's CrossRef record, plus retraction flags. Ships as a pre-commit hook and a GitHub Action.

llm-panel PyPI — ask several LLMs independently and read every answer in full: parallel judges, an anonymized rebuttal round, and cost accounting.

phylokit-mcp PyPI — phylogenetic inference over IQ-TREE 2 as an MCP server; never returns a topology without its bootstrap support.

ldraw-mcp PyPI — renders LDraw/LEGO models to images with real part geometry via headless Blender, for vision-capable models.

tmodloader-mcp PyPI — drive a running tModLoader instance from an agent: launch it, query it, screenshot it, read its state back as structured data.

🌱 Also working on

Long-tail CLIP for orchid ID (5,000+ species) · StyleGAN2-ADA for Cattleya · RNA-seq differential expression · auxin / ARF genomics.

🧰 Stack

Python · R · PyTorch · MCP / LLM tooling · Bioconductor

📫 Find me

musharna.github.io · Hugging Face · ORCID 0009-0003-4055-5238

Pinned Loading

  1. data-aggregator-mcp data-aggregator-mcp Public

    Unified research-data acquisition MCP — search & fetch datasets across Zenodo, DataCite, NCBI omics (GEO/SRA/BioProject), and literature (PubMed/OpenAIRE) behind one normalized model.

    Python 2

  2. plant-genomics-mcp plant-genomics-mcp Public

    Plant genomics MCP server — 50 tools across 23 backends (Ensembl Plants, Phytozome, UniProt, AlphaFold DB, PDBe, InterPro, JASPAR, PANTHER, OrthoDB, AraGWAS, NCBI BLAST, Gramene, KEGG, STRING-DB, A…

    Python 4

  3. jobd jobd Public

    Self-hostable GPU-aware job broker for your own machines, with native MCP/agent integration

    Python 4

  4. ghostcite ghostcite Public

    Deterministic, no-LLM CLI that catches ghost citations — when the author/year you cited doesn't match the DOI's CrossRef record (+ retraction flags).

    Python 1

  5. breedsim-mcp breedsim-mcp Public

    MCP server for breeding-scheme simulation (AlphaSimR) — returns distributions, never a single stochastic run

    Python

  6. plantcv-mcp plantcv-mcp Public

    MCP server exposing PlantCV as a measurement instrument — plant traits plus the segmentation overlay they were measured from

    Python