softspark

softspark/ai-toolkit

Instructions file

Instructions for softspark/ai-toolkit, covering ai-toolkit, claude code runtime rules, critical: documentation & count accuracy, tech stack and commands.

softspark/ai-toolkit

Plugin Claude Code

Professional-grade engineering skills, agents, rules, and lifecycle guardrails for Claude Code, Claude Chat, and Cowork.

softspark/ai-toolkit

Agent

AI/ML integration specialist. Use for LLM integration, vector databases, RAG pipelines, embeddings, AI agent orchestration, document indexing, semantic search, hybrid retrieval, and answer generation. Triggers: ai, ml, llm, embedding, vector, rag, agent, openai, anthropic, search, retrieval, indexing, chunking…

softspark/ai-toolkit

Agent

Expert backend architect for Node.js, Python, PHP, and modern serverless systems. Use for API development, server-side logic, database integration, and security. Triggers: backend, server, api, endpoint, database, auth, fastapi, express, laravel.

softspark/ai-toolkit

Agent

Opportunity Discovery agent. Scans data models and code to identify missing business metrics, KPIs, and opportunities for value creation.

softspark/ai-toolkit

Agent

Resilience testing agent. Use to inject faults, latency, and failures into the system to verify robustness and recovery mechanisms.

softspark/ai-toolkit

Agent

Executive Summary agent. Aggregates reports from all other agents to reduce noise and present a single, actionable daily briefing to the user.

softspark/ai-toolkit

Agent

Legacy code investigation and understanding specialist. Trigger words: legacy code, code archaeology, dead code, technical debt, dependency analysis, refactoring, code history.

softspark/ai-toolkit

Agent

Code review and security audit expert. Use for security reviews, Devil's Advocate analysis, quality audits, best practices validation. Triggers: review, security, audit, quality, best practices, vulnerability.

softspark/ai-toolkit

Agent

CLI commands and shell scripting specialist. Trigger words: bash, shell, CLI, script, automation, command line, build script, deployment script.

softspark/ai-toolkit

Agent

Data analysis and visualization expert. Use for SQL queries, data exploration, analytics, reporting, and insights. Triggers: data, analysis, sql, query, visualization, metrics, dashboard, pandas, report.

softspark/ai-toolkit

Agent

Statistical analysis and data insights specialist. Use for statistical analysis, data visualization, EDA, A/B testing, and predictive modeling. Triggers: statistics, visualization, eda, analysis, hypothesis testing, ab test.

softspark/ai-toolkit

Agent

Database design, optimization, and operations expert. Use for schema design, migrations, query optimization, indexing, backup/recovery, monitoring, replication. Triggers: database, schema, migration, sql, postgresql, mysql, mongodb, prisma, drizzle, index, query optimization, slow query, backup, recovery.

softspark/ai-toolkit

Agent

Root cause analysis expert. Use for cryptic errors, stack traces, intermittent failures, silent bugs, and systematic debugging. Triggers: debug, error, exception, traceback, bug, failure, root cause.

softspark/ai-toolkit

Agent

Infrastructure implementation expert. Use for writing Terraform, Ansible, Docker, and shell scripts based on approved architecture notes and implementation summaries. Triggers: terraform, ansible, docker, kubernetes, shell, infrastructure, deployment, configuration.

softspark/ai-toolkit

Agent

Documentation and KB expert. Use for architecture notes, runbooks, changelogs, KB updates, how-to guides, API docs, READMEs, tutorials, SOP creation, KB organization, content quality review. Triggers: document, documentation, architecture-note, runbook, changelog, howto, readme, kb, sop, technical writing.

softspark/ai-toolkit

Agent

Codebase exploration and discovery agent. Use for mapping project structure, finding dependencies, understanding architecture, and research. Does NOT write code - only reads and analyzes.

softspark/ai-toolkit

Agent

Claim verification expert. Use for verifying facts, source validation, RAG result accuracy checking. Triggers: fact check, verify, accuracy, claim, source validation.

softspark/ai-toolkit

Agent

Senior Frontend Architect for React, Next.js, Vue, and modern web systems. Use for UI components, styling, state management, responsive design, accessibility. Triggers: component, react, vue, ui, ux, css, tailwind, responsive, nextjs.

softspark/ai-toolkit

Agent

Game development across all platforms (PC, Web, Mobile, VR/AR). Use for Unity, Godot, Unreal, Phaser, Three.js. Covers game mechanics, multiplayer, optimization, 2D/3D graphics.

softspark/ai-toolkit

Agent

Production incident response expert. Use for P1-P4 incidents, outages, emergency fixes, and postmortem documentation. Triggers: incident, outage, production down, emergency, P1, alert, monitoring.

softspark/ai-toolkit

Agent

System design expert. Use for architectural decisions, architecture notes, trade-off analysis, technology selection. Triggers: architecture, design, decision, trade-off, scalability, infrastructure planning.

softspark/ai-toolkit

Agent

Deployment validation expert. Use for deployment verification, health checks, testing, rollback procedures. Triggers: validate, deploy, deployment, health check, smoke test, rollback.

softspark/ai-toolkit

Agent

LLM operations expert. Use for LLM caching, fallback strategies, cost optimization, observability, and reliability. Triggers: llm, language model, openai, ollama, caching, fallback, token, cost.