continuous-claude-v3

OPC Architecture Understanding

Search GitHub code, repositories, issues, and PRs via MCP

Graceful Degradation with Helpful Messages

Interactive workspace discovery - learn what tools, workflows, agents, and hooks are available

Complete Claude Code hooks reference - input/output schemas, registration, testing patterns

Hook Development Rules

Idempotent Redundancy

Agent Context Isolation

Agent Orchestration Rules

Agentic Workflow Pattern

Guide for integrating Agentica SDK with Claude Code CLI proxy

Reference guide for Agentica multi-agent infrastructure APIs

Write reliable prompts for Agentica/REPL agents that avoid LLM instruction ambiguity

Build Python agents with Agentica SDK - @agentic decorator, spawn(), persistence, MCP integration

Agentica server + Claude proxy setup - architecture, startup sequence, debugging

Spawn Agentica multi-agent patterns

AST-based code search and refactoring via ast-grep MCP

Async REPL Protocol

Background Agent Pings

Analyze Claude Code sessions via Braintrust

Braintrust tracing for Claude Code - hook architecture, sub-agent correlation, debugging

Workflow orchestrator that chains existing skills for feature development

Claude Code CLI commands, flags, headless mode, and automation patterns

Create git commits with user approval and no Claude attribution

A complete skill for E2E testing

Completion Check: Verify Infrastructure Is Wired

Transform session learnings into permanent capabilities (skills, rules, agents). Use when asked to "improve setup", "learn from sessions", "compound learnings", or "what patterns should become skills".

Create or update continuity ledger for state preservation across clears

Create handoff document for transferring work to another session

Find unused functions and dead code in the codebase

Debug issues by investigating logs, database state, and git history

Systematic hook debugging workflow. Use when hooks aren't firing, producing wrong output, or behaving unexpectedly.

Generate comprehensive PR descriptions following repository templates

Deep interview process to transform vague ideas into detailed specs. Works for technical and non-technical users.

Environment Triage

Explicit Identity Across Boundaries

Meta-skill for internal codebase exploration at varying depths (quick/deep/architecture)

Scrape web pages and extract content via Firecrawl MCP

Meta-skill workflow orchestrator for bug investigation and resolution. Routes to debug, implement, test, and commit based on scope.

Git Commit Rules

Implement technical plans from thoughts/shared/plans with verification

Implement technical plans from thoughts/shared/plans with verification

Implementation agent that executes a single task and creates handoff on completion

Index at Creation Time

LLM Tuning Patterns

Search Mathlib for lemmas by type signature pattern

Unified math capabilities - computation, solving, and explanation. I route to the right tool.

Guide to the math cognitive stack - what tools exist and when to use each

Deterministic router for math cognitive stack - maps user intent to exact CLI commands

Research-to-implement pipeline chaining 5 MCP tools with graceful degradation

MCP Script Rules

Migration workflow - research → analyze → plan → implement → review

Modular Code Organization

Fast file editing via Morph Apply API (10,500 tokens/sec, 98% accuracy)

Fast codebase search via WarpGrep (20x faster than grep)

System health check (MOT) for skills, agents, hooks, and memory

Search library documentation and code examples via Nia

No Polling for Background Agents

Never Use TaskOutput

Observe Before Editing

Analyze brownfield codebase and create initial continuity ledger

Parallel Agent Type Contracts

Parallel Agent Orchestration

AI-powered web search, research, and reasoning via Perplexity

Unit-aware computation with Pint - convert units, dimensional analysis, unit arithmetic

Planning agent that creates implementation plans and handoffs from conversation context

Identify failure modes before they occur using structured risk analysis

Formal theorem proving with research, testing, and verification phases

Code quality checks, formatting, and metrics via qlty CLI

QLTY During Development

Query the memory system for relevant learnings from past sessions

Search past reasoning for relevant decisions and approaches

Code refactoring workflow - analyze → plan → implement → review → validate

Check reference SDK implementations using btca ask

Release preparation workflow - security audit → E2E tests → review → changelog → docs

Store a learning, pattern, or decision in the memory system for future recall

Analyze repository structure, patterns, conventions, and documentation for understanding a new codebase

Use RepoPrompt CLI for token-efficient codebase exploration

Document codebase as-is with thoughts directory for historical context

Research agent for external documentation, best practices, and library APIs via MCP tools

External research workflow for docs, web, APIs - NOT codebase exploration

Resume work from handoff document with context analysis and validation

Comprehensive code review workflow - parallel specialized reviews → synthesis

Router-First Architecture

Search Tool Hierarchy

Choose the right search tool for each query type

Search Tool Hierarchy

Security audit workflow - vulnerability scan → verification

Computational geometry with Shapely - create geometries, boolean operations, measurements, predicates

Meta-skill for creating and managing Claude Code skills

Skill Development Rules

Upgrade any skill to v5 Hybrid format using decision theory + modal logic

Create and use Claude Code slash commands - quick prompts, bash execution, file references

Create and configure Claude Code sub-agents with custom prompts, tools, and models

Show users how Continuous Claude works - the opinionated setup with hooks, memory, and coordination

Test-driven development workflow with philosophy guide - plan → write tests → implement → validate

TDD workflow for migrations - orchestrate agents, zero main context growth

Orchestrator-only workflow for migrating/rewriting codebases with full TDD and agent delegation

Comprehensive testing workflow - unit tests ∥ integration tests → E2E tests

Token-efficient code analysis via 5-layer stack (AST, Call Graph, CFG, DFG, PDG). 95% token savings.

Full 5-layer analysis of a specific function. Use when debugging or deeply understanding code.

Get a token-efficient overview of any project using the TLDR stack

Maps questions to the optimal tldr command. Use this to pick the right layer

Show full session token usage, costs, TLDR savings, and hook activity

Friendly onboarding when users ask about capabilities

Validation agent that validates plan tech choices against current best practices

Wiring Verification

Goal-based workflow orchestration - routes tasks to specialist agents based on user goals