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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

Showing 36,841–36,864 of 83,104

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GitHub

research-capture

jrc1883

Captures research insights, decisions, and learnings during development. Use after completing spikes, making architectural decisions, or discovering important patterns. Prompts for context and rationale, stores...

GitHub

morning

jrc1883

Start-of-day setup and readiness routine. Calculates Ready to Code Score (0-100) based on session restoration, service health, dependency updates, branch sync, PR reviews, and issue triage. Automatically captur...

GitHub

writing-plans

jrc1883

Creates comprehensive implementation plans with exact file paths, complete code examples, and verification steps for engineers with zero codebase context. Assumes skilled developers who need domain-specific gui...

GitHub

pop-assessment-ux

jrc1883

Evaluates PopKit user experience using concrete heuristics for command naming, error messages, and interaction patterns

GitHub

project-init

jrc1883

Initialize .claude/ structure and surgically add PopKit section to CLAUDE.md without overwriting. Detects conflicts, creates config, prompts for Power Mode. Use for new projects only - use analyze-project for e...

GitHub

context-restore

jrc1883

Use when you need to fully restore working context from a previous session - loads STATUS.json, reads key files, rebuilds mental model of current work state. Do NOT use for quick questions or when starting fres...

GitHub

mcp-generator

jrc1883

Use when setting up project-specific development tools or after analyzing a codebase - generates custom MCP server with semantic search, project-aware tools, and health monitoring capabilities. Works with both...

GitHub

embed-content

jrc1883

Use when you need to manage project embeddings - embed skills, agents, commands, and MCP tools for semantic discovery. Handles rate limiting, incremental updates, and status reporting. Do NOT use if you just wa...

GitHub

pop-next-action

jrc1883

Context-aware recommendation engine that analyzes git status, TypeScript errors, GitHub issues, and technical debt to suggest prioritized next actions. Returns specific popkit commands with explanations of why...

GitHub

session-resume

jrc1883

Use at start of new session to restore context from STATUS.json - loads previous state, displays session type, shows what to continue working on. Calculates session type (Continuation/Resume/Fresh Start) based...

GitHub

nightly

jrc1883

End-of-day cleanup and maintenance routine. Calculates Sleep Score (0-100) based on uncommitted work, branch cleanup, issue updates, CI status, and service shutdown. Automatically captures session state to STAT...

GitHub

systematic-debugging

jrc1883

Four-phase debugging: root cause → patterns → hypothesis → implement. For complex bugs, test failures, multi-component issues. NOT for obvious syntax errors.

GitHub

pop-assessment-security

jrc1883

Validates PopKit security posture using concrete vulnerability patterns, automated secret scanning, and OWASP-aligned checklists

GitHub

auto-docs

jrc1883

Generate comprehensive documentation from codebase analysis - creates README sections, API docs, migration guides, and examples from code

GitHub

bug-reporter

jrc1883

Capture bug context, generate reports, and optionally create GitHub issues or share patterns

GitHub

skill-generator

jrc1883

Use when you want to capture project-specific patterns as reusable skills - generates custom skills based on codebase patterns, common workflows, and team conventions discovered during analysis. Creates skills...

GitHub

plugin-test

jrc1883

Run comprehensive tests on plugin components using the modular test runner. Validates hooks, agents, skills, and plugin structure across all PopKit plugin packages.

GitHub

using-git-worktrees

jrc1883

Use when starting feature work that needs isolation from current workspace or before executing implementation plans - creates isolated git worktrees with smart directory selection and safety verification. Verif...

GitHub

pop-changelog-automation

jrc1883

Enhanced changelog generation with semantic versioning, auto-categorization, and release notes. Parses conventional commits, determines version bump (MAJOR.MINOR.PATCH), categorizes changes by type, generates C...

GitHub

pop-knowledge-lookup

jrc1883

Queries cached external documentation and blog content for authoritative, up-to-date information. Sources include Claude Code docs, engineering blog, and configured knowledge bases with 24-hour TTL caching. Use...

GitHub

embed-project

jrc1883

Embed project-local skills, agents, and commands for semantic search. Use after creating items manually or to update embeddings. Works with both keyword and semantic search modes.

GitHub

complexity-analyzer

jrc1883

Analyzes task/feature complexity (1-10) and recommends subtask breakdown for planning and prioritization. Provides actionable recommendations for agent selection, phase distribution, and risk assessment. Silent...

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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