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general-data-analysis-skills-index

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Aktualisiert30. Mai 2026 um 17:45

General-purpose skills for data analysis infrastructure: environment management, parallel computing, and performance optimization.

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BioTender-max

BioTender-max/awesome-bio-agent-skills

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Verwandte BerufeSOC

Basierend auf der SOC-Berufsklassifikation

DatenwissenschaftlerInformatik- und Mathematikberufe·SOC 15-2051

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SKILL.md

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id	general_data_analysis_index
name	General Data Analysis Skills Index
description	General-purpose skills for data analysis infrastructure: environment management, parallel computing, and performance optimization.
tags	["environment","parallel","performance","conda","gpu"]

General Data Analysis Skills

Cross-cutting skills for environment setup and computational performance.

Available Skills

Environment Management

Detect and configure the best available environment manager (Conda/Mamba/venv) for reproducible Python environments.

Skill file: environment_management.md

Parallel Computing & Performance

Multi-core CPU, GPU acceleration, and memory optimization strategies for large-scale data analysis.

Skill file: parallel_computing.md

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Discover and invoke 1,676 deduplicated biomedical AI agent skills from the Awesome Bio Agent Skills repository (20 source repos, 15 categories). Use this skill as a router whenever a user needs a bioinformatics/biomedical task (genomics, transcriptomics, single-cell, proteomics, protein design, clinical, epigenomics, multi-omics, pathway, metagenomics, database queries, visualization, workflows): search the index, locate the best-matching skill, fetch its SKILL.md, and follow it.

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Infer orthologous genes and gene families across species using OrthoFinder3 (HOG-based phylogenetic orthology), SonicParanoid2, Broccoli, ProteinOrtho, OMA / FastOMA hierarchical orthologous groups, eggNOG-mapper, JustOrthologs, and TOGA whole-genome-alignment orthology. Use when building single-copy ortholog sets for phylogenomics, classifying co-orthologs and in/out-paralogs after gene duplication, propagating functional annotation via orthology with awareness of the ortholog conjecture, distinguishing speciation from duplication via gene-tree species-tree reconciliation, computing Quest-for-Orthologs benchmark performance, or running synteny-aware ortholog detection in WGD-affected lineages.

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BioTender-max/awesome-bio-agent-skills

Fetch a region of cis-eQTL summary statistics from EBI eQTL Catalogue v7+ via tabix-on-FTP. Use when an agent needs eQTL beta / SE / p-value for every variant in a window around a gene's TSS for one specific dataset (study × tissue × quantification method). Input: dataset_id, chromosome, start, end, optional molecular_trait_id. Output: harmonised TSV slice.

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BioTender-max/awesome-bio-agent-skills

Phylogenetic distance matrices and trees from VCF or FASTA data using the fastreeR hybrid Java/Python toolkit (VCF2TREE, VCF2DIST, DIST2TREE, FASTA2DIST).

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BioTender-max/awesome-bio-agent-skills

Find, read, download, and locally cache academic papers. Disambiguate ambiguous queries, discover via keyword search / citation traversal / recommendations / arXiv monitoring / trending / GitHub search, evaluate (TLDR, citations, code, SOTA), read using a 3-level strategy, and save PDFs to a local library for offline reuse. Use when finding a specific paper, listing papers on a topic, tracking recent advances, finding a baseline with code, reading or downloading a paper by URL, searching the local PDF library, or collecting a corpus for survey/ideation. Trigger phrases include: find/search papers, related work, citation analysis, latest research, download paper, save paper, my local library. Do NOT use for generating survey reports (use research-survey), generating research ideas (use research-ideation), writing a Related Work section (use paper-writing), comparing/ranking ideas (use research-ideation), or planning paper structure (use paper-planning).

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BioTender-max/awesome-bio-agent-skills

Use this skill when users need to build, populate, or extend a domain-specific knowledge graph from literature and structured databases. Triggers include: 'build knowledge graph', 'extract claims from papers', 'ingest data into graph', 'batch extract claims', 'knowledge graph construction', 'populate graph from PubMed', 'extract structured claims', 'ingest atlas data', or any request involving knowledge graph population from scientific literature or biomedical databases. Covers both structured data ingestion (Phase 1) and LLM-based claim extraction from papers (Phase 2).

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id	general_data_analysis_index
name	General Data Analysis Skills Index
description	General-purpose skills for data analysis infrastructure: environment management, parallel computing, and performance optimization.
tags	["environment","parallel","performance","conda","gpu"]

General Data Analysis Skills

Cross-cutting skills for environment setup and computational performance.

Available Skills

Environment Management

Detect and configure the best available environment manager (Conda/Mamba/venv) for reproducible Python environments.

Skill file: environment_management.md

Parallel Computing & Performance

Multi-core CPU, GPU acceleration, and memory optimization strategies for large-scale data analysis.

Skill file: parallel_computing.md