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Data & AI AI Skills

Discover Data & AI skills, compare source repositories and read the instructions for each workflow.

Categories: Data & AI

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GitHub

initialization

ingpoc

Use when starting a new session without feature-list.json, setting up project structure, or breaking down requirements into atomic features. Load in INIT state. Detects project type (Python/Node/Django/FastAPI)...

GitHub

context-graph

ingpoc

Use when storing decision traces, querying past precedents, or implementing learning loops. Load in COMPLETE state or when needing to learn from history. Covers semantic search with Voyage AI embeddings, Chroma...

GitHub

determinism

ingpoc

Use when verifying outcomes with code instead of LLM judgment, versioning prompts with hashes, or ensuring reproducible agent behavior. Load for any critical verification. Scripts return boolean exit codes, not...

GitHub

project-hook-setup

ingpoc

Use when setting up project-specific hooks for Claude Code enforcement. Load during INIT state when .claude/hooks/ is missing, or when creating new project. Installs 5 hooks that read from .claude/config/projec...

GitHub

token-efficient

ingpoc

Use when processing 50+ items, analyzing CSV/log files, executing code in sandbox, or searching for tools. Load for data processing tasks. Achieves 98%+ token savings via in-sandbox execution, progressive discl...

GitHub

global-hook-setup

ingpoc

Use when setting up global hooks for Claude Code enforcement. Load when ~/.claude/hooks/ is missing or incomplete, or when explicitly requested. Installs 7 project-agnostic hooks (state transitions, git hygiene...

GitHub

terminal-ui-design

ingpoc

Use when creating CLI tools, terminal user interfaces (TUI), or any command-line applications. Load for terminal UI design, ASCII art, color schemes, box drawing characters, and polished terminal output. Also u...

GitHub

two-agent-harness

ingpoc

This skill sets up a complete two-agent development system based on the "Effective Harnesses for Long-Running Agents" research. It creates initializer-agent (for project planning) and coding-agent (for incremen...

GitHub

mcp-builder

ingpoc

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or...

GitHub

full-stack-debugger

ingpoc

This skill should be used when debugging full-stack issues that span UI, backend, and database layers. It provides a systematic workflow to detect errors, analyze root causes, apply fixes iteratively, and verif...

GitHub

chatmemo-update

eze-is

This skill should be used when a user wants to create Chat Memo update release materials, specifically to generate an HTML poster and a markdown update description document for a new version release. Use this w...

GitHub

code-refactoring

tstapler

Systematic AST-based code refactoring using gritql for safe, validated multi-file transformations with mandatory preview and verification steps

GitHub

model-selection

tstapler

Select appropriate Claude model (Opus 4.5, Sonnet, Haiku) for agents, commands, or Task tool invocations based on task complexity, reasoning depth, and cost/speed requirements.

GitHub

prompt-engineering

tstapler

Apply prompting techniques when creating prompts, agents, commands, system instructions, or SKILL.md files. Use for XML tags, multishot examples, chain-of-thought, response prefilling, and Claude 4-specific pat...

GitHub

java-api-discovery

tstapler

Discover Java API signatures from compiled JARs using javap instead of guessing or relying on incomplete documentation. Use when encountering unknown methods, pagination patterns, union types, or compilation er...

GitHub

jj-version-control

tstapler

This skill should be used when the user works with Jujutsu (jj) version control, asks to "commit with jj", "rebase in jj", "use revsets", "create bookmarks", "push to git with jj", "split commits", "squash chan...

GitHub

knowledge-synthesis

tstapler

Synthesize knowledge from multiple sources into Zettelkasten notes for Logseq. Use when creating wiki pages, integrating academic research, or building interconnected knowledge with [[links]] and

GitHub

infrastructure-testing

tstapler

Run TestKube and PGBouncer tests on Kubernetes clusters with mandatory context verification to prevent accidental deployments to wrong environments

GitHub

research-workflow

tstapler

Apply systematic research methodology for multi-step research, fact-finding, web search, or verification tasks. Use when performing Brave Search, Puppeteer navigation, or synthesizing information from multiple...

GitHub

markdown-confluence-sync

tstapler

Sync markdown projects to Confluence using the markdown_confluence tool. Use for publishing, crawling, and managing Confluence pages from local markdown files.

GitHub

github-pr

tstapler

This skill should be used when working with GitHub pull requests, reviewing PRs, creating PRs, checking PR status, viewing PR comments, analyzing CI failures, or using gh CLI commands. Emphasizes token-efficien...

GitHub

docker-build-test

tstapler

Docker build and test workflow with mandatory pre-push validation checklist to prevent CI/CD failures

GitHub

pptx

lizTheDeveloper

Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Addi...

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.

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