All Agent Skills
41,263 results
- Legacy Code Reviewerbenchflow-aiExpert system for identifying deprecated patterns, suggesting refactoring to modern standards (Python 3.12+, ES2024+), checking test coverage, and leveraging AI-powered tools. Proactively applied when users request refactoring, updates, or analysis of legacy codebases.
- Light Curve Preprocessingbenchflow-aiPreprocessing and cleaning techniques for astronomical light curves. Use when preparing light curve data for period analysis, including outlier removal, trend removal, flattening, and handling data quality flags. Works with lightkurve and general time series data.
- Llm Inference Batching Schedulerbenchflow-aiGuidance for optimizing LLM inference request batching and scheduling problems. This skill applies when designing batch schedulers that minimize cost while meeting latency and padding constraints, involving trade-offs between batch count, shape selection, and padding ratios.
- Maven Dependency Managementbenchflow-aiUse when managing Maven dependencies, resolving dependency conflicts, configuring BOMs, or optimizing dependency trees in Java projects.
- Meteorology Driver Classificationbenchflow-aiClassify environmental and meteorological variables into driver categories for attribution analysis. Use when you need to group multiple variables into meaningful factor categories.
- Ml Model Trainingbenchflow-aiBuild and train machine learning models using scikit-learn, PyTorch, and TensorFlow for classification, regression, and clustering tasks
- Modernize Scientific Stackbenchflow-aiGuide for modernizing legacy Python 2 scientific computing code to Python 3 with modern libraries. This skill should be used when migrating scientific scripts involving data processing, numerical computation, or analysis from Python 2 to Python 3, or when updating deprecated scientific computing patterns to modern equivalents (pandas, numpy, pathlib).
- Nanogpt Trainingbenchflow-aiTrain GPT-2 scale models (~124M parameters) efficiently on a single GPU. Covers GPT-124M architecture, tokenized dataset loading (e.g., HuggingFace Hub shards), modern optimizers (Muon, AdamW), mixed precision training, and training loop implementation.
- Opensslbenchflow-aiExpert guidance for OpenSSL operations including certificate generation, key management, CSR creation, certificate verification, encryption, and PKI operations. Use this when working with SSL/TLS certificates, cryptographic keys, or PKI infrastructure.
- Openssl Selfsigned Certbenchflow-aiGuides the creation of self-signed SSL/TLS certificates using OpenSSL, including key generation, certificate creation, combined PEM files, and verification scripts. This skill should be used when tasks involve generating self-signed certificates, creating SSL certificate infrastructure, or writing certificate verification scripts.
- Output Validationbenchflow-aiLocal self-check of instructions and mask outputs (format/range/consistency) without using GT.
- Pandas Data Analysisbenchflow-aiMaster data manipulation, analysis, and visualization with Pandas, NumPy, and Matplotlib
- Path Tracing Reversebenchflow-aiGuidance for reverse engineering graphics rendering programs (ray tracers, path tracers) from binary executables. This skill should be used when tasked with recreating a program that generates images through ray/path tracing, particularly when the goal is to achieve pixel-perfect or near-pixel-perfect output matching.
- Pcap Triage Tsharkbenchflow-aiFast workflow to inspect PCAPs and extract protocol-level details using tshark
- PDF Readingbenchflow-aiExtract text, tables, and structured information from PDF documents using pdfplumber, PyPDF2, or pdftotext command-line tools.
- Pid Controllerbenchflow-aiUse this skill when implementing PID control loops for adaptive cruise control, vehicle speed regulation, throttle/brake management, or any feedback control system requiring proportional-integral-derivative control.
- Pki And X509benchflow-aiExpert guidance for Public Key Infrastructure (PKI) and X.509 certificates including certificate structure, DN parsing, CSR generation, certificate signing, revocation (CRL/OCSP), key management, and OpenSSL commands. Use this when working with digital certificates, certificate authorities, or cryptographic key management.
- Portfolio Optimizationbenchflow-aiGuidance for implementing high-performance portfolio optimization using Python C extensions. This skill applies when tasks require optimizing financial computations (matrix operations, covariance calculations, portfolio risk metrics) by implementing C extensions for Python.
- Programmingbenchflow-aiPython and R programming for data analysis, automation, and reproducible analytics
- Python Analyticsbenchflow-aiPython data analysis with pandas, numpy, and analytics libraries
- Python Codingbenchflow-aiBest practices for writing high quality production grade Python code
- Python Programmingbenchflow-aiMaster Python fundamentals, OOP, data structures, async programming, and production-grade scripting for data engineering
- Python Regression Statisticsbenchflow-aiExpert guidance for regression analysis, statistical modeling, and outlier detection in Python using statsmodels, scikit-learn, scipy, and PyOD - includes model diagnostics, assumption checking, robust methods, and comprehensive outlier detection strategies
- Python Scala Collectionsbenchflow-aiGuide for translating Python collection operations to idiomatic Scala. Use when converting Python code that uses lists, dictionaries, sets, or involves collection transformations like map, filter, reduce, sorting, and aggregations.