Browse Skills

parallel-agents.md

62

1 export parallel-agents

2 from "xenitV1/claude-code-maestro"

3 Native multi-agent orchestration using Claude Code's Agent Tool. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis requires multiple perspectives.

2026-01-15

llama-cpp.md

62

1 export llama-cpp

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Runs LLM inference on CPU, Apple Silicon, and consumer GPUs without NVIDIA hardware. Use for edge deployment, M1/M2/M3 Macs, AMD/Intel GPUs, or when CUDA is unavailable. Supports GGUF quantization (1.5-8 bit) for reduced memory and 4-10× speedup vs PyTorch on CPU.

2026-01-16

gptq.md

62

1 export gptq

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Post-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4× memory reduction with <2% perplexity degradation, or for faster inference (3-4× speedup) vs FP16. Integrates with transformers and PEFT for QLoRA fine-tuning.

2026-01-16

chroma.md

62

1 export chroma

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple 4-function API. Scales from notebooks to production clusters. Use for semantic search, RAG applications, or document retrieval. Best for local development and open-source projects.

2026-01-16

root-cause-tracing.md

62

1 export root-cause-tracing

2 from "mneves75/dnschat"

3 Use when errors occur deep in execution and you need to trace back to find the original trigger - systematically traces bugs backward through call stack, adding instrumentation when needed, to identify source of invalid data or incorrect behavior

2026-01-13

python-patterns.md

62

1 export python-patterns

2 from "xenitV1/claude-code-maestro"

3 Python development principles and decision-making. Framework selection, async patterns, type hints, project structure. Teaches thinking, not copying.

2026-01-15

sentence-transformers.md

62

1 export sentence-transformers

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Framework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity, clustering, and retrieval. Supports multilingual, domain-specific, and multimodal models. Use for generating embeddings for RAG, semantic search, or similarity tasks. Best for production embedding generation.

2026-01-16

geo-fundamentals.md

62

1 export geo-fundamentals

2 from "xenitV1/claude-code-maestro"

3 Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).

2026-01-15

faiss.md

62

1 export faiss

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Facebook's library for efficient similarity search and clustering of dense vectors. Supports billions of vectors, GPU acceleration, and various index types (Flat, IVF, HNSW). Use for fast k-NN search, large-scale vector retrieval, or when you need pure similarity search without metadata. Best for high-performance applications.

2026-01-16

tdd-workflow.md

62

1 export tdd-workflow

2 from "xenitV1/claude-code-maestro"

3 Test-Driven Development workflow principles. RED-GREEN-REFACTOR cycle.

2026-01-15

sharing-skills.md

62

1 export sharing-skills

2 from "mneves75/dnschat"

3 Use when you've developed a broadly useful skill and want to contribute it upstream via pull request - guides process of branching, committing, pushing, and creating PR to contribute skills back to upstream repository

2026-01-13

subagent-driven-development.md

62

1 export subagent-driven-development

2 from "mneves75/dnschat"

3 Use when executing implementation plans with independent tasks in the current session - dispatches fresh subagent for each task with code review between tasks, enabling fast iteration with quality gates

2026-01-13

clip.md

62

1 export clip

2 from "zechenzhangAGI/AI-research-SKILLs"

3 OpenAI's model connecting vision and language. Enables zero-shot image classification, image-text matching, and cross-modal retrieval. Trained on 400M image-text pairs. Use for image search, content moderation, or vision-language tasks without fine-tuning. Best for general-purpose image understanding.

2026-01-16

game-design.md

62

1 export game-design

2 from "xenitV1/claude-code-maestro"

3 Game design principles. GDD structure, balancing, player psychology, progression.

2026-01-15

tensorrt-llm.md

62

1 export tensorrt-llm

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Optimizes LLM inference with NVIDIA TensorRT for maximum throughput and lowest latency. Use for production deployment on NVIDIA GPUs (A100/H100), when you need 10-100x faster inference than PyTorch, or for serving models with quantization (FP8/INT4), in-flight batching, and multi-GPU scaling.

2026-01-16

writing-skills.md

62

1 export writing-skills

2 from "mneves75/dnschat"

3 Use when creating new skills, editing existing skills, or verifying skills work before deployment - applies TDD to process documentation by testing with subagents before writing, iterating until bulletproof against rationalization

2026-01-13

3d-games.md

62

1 export 3d-games

2 from "xenitV1/claude-code-maestro"

3 3D game development principles. Rendering, shaders, physics, cameras.

2026-01-15

unsloth.md

62

1 export unsloth

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization

2026-01-16

whisper.md

62

1 export whisper

2 from "zechenzhangAGI/AI-research-SKILLs"

3 OpenAI's general-purpose speech recognition model. Supports 99 languages, transcription, translation to English, and language identification. Six model sizes from tiny (39M params) to large (1550M params). Use for speech-to-text, podcast transcription, or multilingual audio processing. Best for robust, multilingual ASR.

2026-01-16

rename-a-c-file-or-header-file.md

61

1 export rename-a-c-file-or-header-file

2 from "cdlewis/snowboardkids2-decomp"

3 Renaming a C file or associated header (.h) file requires additional steps in decompilation projects or the build will fail. Use this skill when you want to rename a C file and/or a header file.

2026-01-16

plang.md

61

1 export plang

2 from "PLangHQ/plang"

3 Expert guidance for Plang programming language (plang.is). Use when the user asks about Plang syntax, wants to generate Plang code, needs help debugging Plang goals, wants to understand Plang patterns, or is working on Plang projects. Plang is a natural language pseudo-code language with goal-based architecture using SQLite databases.

2026-01-15

github.md

61

1 export github

2 from "kaushikgopal/dotfiles"

3 Use gh CLI for all GitHub operations like PRs, issues, workflows, releases. Always prefer gh commands over web URLs or API calls.

2026-01-15

decomp-permuter.md

61

1 export decomp-permuter

2 from "cdlewis/snowboardkids2-decomp"

3 Decomp-Permuter is a tool that automatically permutes C files to better match a target binary. Use this skill when you are decompiling a function and it is almost matching except for some register differences (i.e. 95%+). Or if you are otherwise unable to make progress on a function decompilation. Do not use it when there are control flow or functional differences; it's often easy to resolve those by hand, and neither the scorer nor the randomizer tends to play well with them.

2026-01-16

swarm-coordination.md

61

1 export swarm-coordination

2 from "joelhooks/opencode-swarm-plugin"

3 Multi-agent coordination patterns for OpenCode swarm workflows. Use when working on complex tasks that benefit from parallelization, when coordinating multiple agents, or when managing task decomposition. Do NOT use for simple single-agent tasks.

2026-01-16