Guidance for SAM-based cell segmentation and mask conversion tasks involving MobileSAM, mask-to-polygon conversion, CSV processing, and command-line interface design.
Guide for cross-compiling complex C programs (like DOOM) for embedded MIPS environments with custom VM runtimes.
Guide for analyzing chess board images to find the best move(s). This skill should be used when tasks involve analyzing chess positions from images, detecting piece positions,…
Guidance for recovering PyTorch model architectures from state dictionaries, retraining specific layers, and saving models in TorchScript format.
Guidance for converting COBOL programs to modern languages (Python, Java, etc.) while preserving exact behavior and data format compatibility.
Guidance for optimizing numerical linear algebra computations, particularly finding eigenvalues of small dense matrices faster than standard library implementations.
Guidance for implementing minimal GPT-2 inference in constrained environments (code golf challenges).
Guidance for compiling SQLite (or similar C projects) with gcov code coverage instrumentation. This skill should be used when tasks involve building software with gcov flags,…
Guidance for recovering data from SQLite Write-Ahead Log (WAL) files that may be corrupted, encrypted, or inaccessible.
Digital forensic skill for recovering passwords and sensitive data from disk images, deleted files, and binary data.
Guidance for bypassing HTML/JavaScript sanitization filters in security testing contexts. This skill should be used when tasked with finding XSS filter bypasses, testing HTML…
Disciplined, validation-gated revision of an EXISTING skill so each edit is a measured improvement rather than a guess.
Guide for debugging crashes related to custom memory heaps, particularly use-after-free issues caused by static destruction ordering, DEBUG vs RELEASE discrepancies, and custom…
Guide for recovering lost Git commits, resolving detached HEAD states, and fixing common Git repository issues.
Guide for implementing gRPC-based key-value store services in Python. This skill should be used when building gRPC servers with protobuf definitions, implementing KV store…
Guide for designing effective Letta agents. This skill should be used when users need help choosing agent architectures, designing memory blocks, selecting models, or planning…
Guidance for analyzing log files and generating summary reports with counts aggregated across multiple date ranges and severity levels.
Guidance for starting and configuring QEMU virtual machines with proper serial console access. This skill should be used when tasks involve starting QEMU VMs, configuring serial…
Guidance for building and fixing Cython extensions, particularly for numpy compatibility issues. This skill should be used when tasks involve compiling Cython code, fixing…
Provides strategies for efficiently transforming large text files (thousands to millions of lines) using text editors like Vim, sed, or awk.
Guide for setting up local PyPI servers to host and serve Python packages. This skill should be used when tasks involve creating a local PyPI repository, serving Python packages…
Guidance for extracting and processing data from ELF (Executable and Linkable Format) binary files. This skill should be used when tasks involve parsing ELF headers, reading…
This skill provides guidance for merging data from multiple heterogeneous sources (JSON, CSV, Parquet, XML, etc.) into a unified dataset.
Guides the creation of self-signed SSL/TLS certificates using OpenSSL, including key generation, certificate creation, combined PEM files, and verification scripts.
Guide for Bayesian Network tasks involving structure learning, parameter fitting, intervention, and sampling.
Guidance for designing fusion protein gBlock sequences from multiple protein sources. This skill applies when tasks involve combining proteins from PDB databases, plasmid — from…
This skill provides guidance for extracting text commands, moves, or typed input from video recordings using OCR.
Guidance for setting up Git-based multi-branch deployment systems with SSH access, web servers, and automated deployment hooks.
Guidance for creating polyglot source files that compile and run correctly as both Rust and C or C++.
Guidance for installing and running Windows 3.11 in QEMU with VNC access and web-based noVNC interface.
Guidance for implementing path tracers and ray tracers to reconstruct or generate images. This skill applies when tasks involve writing C/C++ ray tracing code, reconstructing…
Check that a document's claims about code are actually true by reading the prose, the code, and the tests and reporting (or fixing) where they disagree.
Guidance for converting R-Stan (RStan) code to Python-Stan (PyStan). This skill applies when translating Stan models and inference code from R to Python, including API mapping…
Guidance for building MIPS interpreters or emulators that execute MIPS binaries. This skill applies when implementing CPU emulation, ELF loaders, instruction decoders, or syscall…