AI-Tadpole-OS a local-first "development platform" a Lily Pad to jump from for running autonomous AI agent teams on your own hardware. Coordinate parallel workflows, maintain full data privacy, and oversee every decision — no cloud required.
This repository also configures its own agents. See what AI-TadPole-OS tells them →
Skill Claude Code needs its repo
Structured iterative reasoning framework for deep problem solving, featuring generator, verifier, reviser, and final proof stages.
Skill Claude Code
API design principles and decision-making. REST vs GraphQL vs tRPC selection, response formats, versioning, pagination.
Skill Claude Code needs its repo
Main application building orchestrator. Creates full-stack applications from natural language requests. Determines project type, selects tech stack, coordinates agents.
Skill Claude CodeCodex
Skill "templates" from DDS-Solutions/AI-TadPole-OS, covering project templates, 🎯 selective reading rule and usage.
Skill Claude Code needs its repo
Architectural decision-making framework. Requirements analysis, trade-off evaluation, ADR documentation. Use when making architecture decisions or analyzing system design.
Skill Claude Code
Bash/Linux terminal patterns. Critical commands, piping, error handling, scripting. Use when working on macOS or Linux systems.
Skill Claude Code needs its repo
Apply operations across multiple files simultaneously. Pattern-based bulk modifications, search-and-replace across codebases, consistent changes to many files at once.
Skill Claude Code
Adaptive AI operational modes (BRAINSTORM, ORCHESTRATE, ALETHEIA, IMPLEMENT, DEBUG, REVIEW, TEACH, SHIP) and PEC handover protocols to eliminate mode bleed, premature execution, and conversational drift.
Skill Claude Code
Socratic questioning protocol and communication framework. Mandatory operational gateway for complex requests, ambiguous requirements, and architectural trade-off alignment.
Skill Claude Code needs its repo
Pragmatic coding standards: concise, direct, zero over-engineering, guard clauses, cognitive load minimization, and language idioms (Rust, TS, Python).
Skill Claude Code
Systematic code review audit engine and master rubric across logic, security hardening, performance, clean-code adherence, and test coverage.
Skill Claude Code
Token-efficient code review using Tree-sitter AST graphs and MCP. Reduces AI assistant token usage by up to 49x by computing blast radius instead of reading entire folders.
Skill Claude Code
Two-axis parallel code review comparing HEAD against a fixed point. Axis 1 (Standards) audits repo conventions and Fowler smells; Axis 2 (Spec) verifies line-by-line requirements coverage.
Skill Claude Code
Manage and compress conversation context in long sessions. Detect when context is growing large, summarize completed work phases, archive old findings while preserving key decisions. Prevents context degradation.
Skill Claude Code
Advanced multi-agent orchestration with parallel workers, synthesis protocols, and coordinator lifecycle. Use when complex tasks require multiple agents working in parallel with intelligent result synthesis.
Skill Claude Code
Database design principles, schema modeling, migration strategies, indexing, and ORM selection. Covers SQLite/sqlx, PostgreSQL/Neon, Turso, LanceDB vector memory, Prisma, and Drizzle.
Skill Claude Code
Production deployment principles and decision-making. Safe deployment workflows, rollback strategies, and verification. Teaches thinking, not scripts.
Skill Claude Code
Extracts SMB founder/brand tone, formality, and communication phrasing to calibrate AI Digital Twin persona artifacts.
Skill Claude Code needs its repo
Standardized documentation protocols for humans and AI. Manages READMEs, API specs, ADRs, and AI-native context maps.
Skill Claude Code
Actively builds and sharpens the project's domain model, ubiquitous glossary (CONTEXT.md / docs/GLOSSARY.md), and architectural decision records (docs/adr/).
Skill Claude Code needs its repo
Scouting and architectural analysis for GitHub repositories. Extracts manifest dependencies, licensing, and structural patterns.
Skill Claude Code
Design thinking and decision-making for web UI. Use when designing components, layouts, color schemes, typography, or creating aesthetic interfaces. Teaches principles, not fixed values.
Skill Claude CodeCodex
Skill "2d-games" from DDS-Solutions/AI-TadPole-OS, covering 2d game development, 1. sprite systems, sprite organization, animation principles and 2. tilemap design.
Skill Claude CodeCodex
Skill "3d-games" from DDS-Solutions/AI-TadPole-OS, covering 3d game development, 1. rendering pipeline, stages, optimization principles and 2. shader principles.
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: