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davila7 AI Skills

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Browse published AI skills maintained by davila7. Compare skill descriptions and follow each source repository for setup instructions.

Author statistics

Indexed skills

321

Repository stars across indexed skills

6,100,204

Repository forks

561,658

Average repository stars per indexed skill

19,004

Repository stars may repeat across skills from the same repository.

321 skills

Browse skills

GitHub

speculative-decoding

davila7

Accelerate LLM inference using speculative decoding, Medusa multiple heads, and lookahead decoding techniques. Use when optimizing inference speed (1.5-3.6× speedup), reducing latency for real-time applications...

☆ 18,938View skill
GitHub

clinical-reports

davila7

Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, disc...

☆ 18,938View skill
GitHub

mlflow

davila7

Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic ML lifecycle platform

☆ 18,938View skill
GitHub

neuropixels-analysis

davila7

Neuropixels neural recording analysis. Load SpikeGLX/OpenEphys data, preprocess, motion correction, Kilosort4 spike sorting, quality metrics, Allen/IBL curation, AI-assisted visual analysis, for Neuropixels 1.0...

☆ 18,938View skill
GitHub

senior-security

davila7

Comprehensive security engineering skill for application security, penetration testing, security architecture, and compliance auditing. Includes security assessment tools, threat modeling, crypto implementation...

☆ 18,938View skill
GitHub

guidance

davila7

Control LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats, and build multi-step workflows with Guidance - Microsoft Research's constrained generation frame...

☆ 18,938View skill
GitHub

benchling-integration

davila7

Benchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data Warehouse, for lab data management automation.

☆ 18,938View skill
GitHub

scientific-brainstorming

davila7

Research ideation partner. Generate hypotheses, explore interdisciplinary connections, challenge assumptions, develop methodologies, identify research gaps, for creative scientific problem-solving.

☆ 18,938View skill
GitHub

nnsight-remote-interpretability

davila7

Provides guidance for interpreting and manipulating neural network internals using nnsight with optional NDIF remote execution. Use when needing to run interpretability experiments on massive models (70B+) with...

☆ 18,938View skill
GitHub

deepspeed

davila7

Expert guidance for distributed training with DeepSpeed - ZeRO optimization stages, pipeline parallelism, FP16/BF16/FP8, 1-bit Adam, sparse attention

☆ 18,938View skill
GitHub

metabolomics-workbench-database

davila7

Access NIH Metabolomics Workbench via REST API (4,200+ studies). Query metabolites, RefMet nomenclature, MS/NMR data, m/z searches, study metadata, for metabolomics and biomarker discovery.

☆ 18,938View skill
GitHub

notion-meeting-intelligence

davila7

Prepare meeting materials with Notion context and Codex research; use when gathering context, drafting agendas/pre-reads, and tailoring materials to attendees.

☆ 18,938View skill
GitHub

bioservices

davila7

Primary Python tool for 40+ bioinformatics services. Preferred for multi-database workflows: UniProt, KEGG, ChEMBL, PubChem, Reactome, QuickGO. Unified API for queries, ID mapping, pathway analysis. For direct...

☆ 18,938View skill
GitHub

peer-review

davila7

Systematic peer review toolkit. Evaluate methodology, statistics, design, reproducibility, ethics, figure integrity, reporting standards, for manuscript and grant review across disciplines.

☆ 18,938View skill
GitHub

autogpt-agents

davila7

Autonomous AI agent platform for building and deploying continuous agents. Use when creating visual workflow agents, deploying persistent autonomous agents, or building complex multi-step AI automation systems.

☆ 18,938View skill
GitHub

lamindb

davila7

This skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR. Use when managing biological datasets (scRNA-seq, spa...

☆ 18,938View skill
GitHub

planning-with-files

davila7

Transforms workflow to use Manus-style persistent markdown files for planning, progress tracking, and knowledge storage. Use when starting complex tasks, multi-step projects, research tasks, or when the user me...

☆ 18,938View skill
GitHub

api-integration-specialist

davila7

Expert in integrating third-party APIs with proper authentication, error handling, rate limiting, and retry logic. Use when integrating REST APIs, GraphQL endpoints, webhooks, or external services. Specializes...

☆ 18,938View skill
GitHub

weights-and-biases

davila7

Track ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model registry with W&B - collaborative MLOps platform

☆ 18,938View skill
GitHub

seo-optimizer

davila7

Search Engine Optimization specialist for content strategy, technical SEO, keyword research, and ranking improvements. Use when optimizing website content, improving search rankings, conducting keyword analysis...

☆ 18,938View skill
GitHub

training-llms-megatron

davila7

Trains large language models (2B-462B parameters) using NVIDIA Megatron-Core with advanced parallelism strategies. Use when training models >1B parameters, need maximum GPU efficiency (47% MFU on H100), or requ...

☆ 18,938View skill
GitHub

qdrant-vector-search

davila7

High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor search, hybrid search with filtering, or scalable vector st...

☆ 18,938View skill
GitHub

citation-management

davila7

Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill sh...

☆ 18,938View skill
GitHub

clinical-decision-support

davila7

Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommenda...

☆ 18,938View skill

The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.