Design AI coding workflows as visual graphs. Watch every decision in real time through the Glass Window. Bring any LLM — OpenAI, Claude, Gemini, Ollama, and OpenAI-compatible endpoints for Groq or Mistral.
Glass Window
A live execution panel that shows the current phase, active tool, reasoning trace, token usage, and cost as the workflow runs.
RALPIVD
Recognize, Analyze, Locate, Plan, Implement, Verify, Decision: a 7-step loop for disciplined AI code execution instead of freeform prompting.
Bug Fix Workflow — RALPIVD
Recognize
Read issue #427
Analyze
Trace call stack
Locate
src/api/auth.ts:84
Plan
Generating patch…
Implement
Waiting…
Verify
Run test suite
Decision
Commit or retry
17 built-in templates
Bug fixing, security audits, CI/CD, docs, migrations, and more.
BYO model stack
OpenAI, Anthropic, Google, Ollama, and OpenAI-compatible endpoints.
Shipping in public
Browse recent product updates in the public changelog.
Design coding workflows as visual node graphs. Drag RALPIVD phases, connect tools, and see the execution path before running.
Watch every AI decision in real time. See token usage, tool calls, reasoning traces, and execution progress live.
Bring any LLM — GPT-4o, Claude, Gemini, or run locally with Ollama. Mix and match models per workflow step.
How It Runs
AgenticNode does not fire a single opaque prompt and hope for the best. Each run advances through RALPIVD so you can inspect where the agent is understanding, exploring, planning, editing, validating, and deciding what happens next.
RALPIVD at a glance
Start from 35 battle-tested workflows. Customize and combine to fit your needs.
Investigate bug reports, diagnose root cause, implement fix with tests
Comprehensive code review with security scan and test verification
Fast code review of recent changes with quality and security checks
Scaffold a new project with structure, configs, and initial code
Analyze code quality, identify improvements, refactor with tests
Analyze coverage gaps and generate comprehensive tests
Generate unit and integration tests for existing code
OWASP Top 10 scan, dependency audit, and vulnerability report
Check for vulnerable, outdated, or unused dependencies
Auto-generate API docs, README, and inline documentation
Profile code, identify bottlenecks, suggest optimizations
Version bump, changelog, build verification, tag creation
Design, implement, and test API integrations with external services
Plan and generate database migrations with rollback support
Generate CI/CD pipeline configs for GitHub Actions, GitLab CI, and more
Deep dive into any codebase — explain architecture, patterns, and flow
Convert a PRD into a structured, ready-to-execute prompt for your coding agent
Turn a feature description into a PR-ready plan with file changes, tests, and rollout notes
Migrate JS or loose-TS to strict TypeScript file by file with type fixes
Add Stripe subscription billing with checkout, webhooks, and tier gating
Wire Supabase auth with email + OAuth, RLS policies, and session middleware
Add theme toggle with persistence, system preference, and no flash on load
WCAG 2.1 AA audit with prioritized fix plan
Add Sentry with source maps, release tracking, and performance monitoring
Find N+1 patterns in your ORM and propose batched/joined fixes
Find unused exports, unreferenced files, and dead branches
Identify and diagnose flaky tests; propose deterministic fixes
Generate a CHANGELOG.md entry from git commits, grouped by type
Design and scaffold a new MCP tool with schema, handler, and tests
Design a RAG pipeline: chunking, embeddings, vector store, retrieval, reranking
Generate reviewer-friendly PR descriptions from a diff
Initialize a monorepo with workspaces, shared configs, and build pipeline
Hand off mid-task work between Cursor, Claude Code, Copilot — produces clean state file and tailored prompt
Generate the .well-known/mcp-server-card.json required for MCP v2.1 registry discoverability
Add token-by-token streaming with cancellation, error recovery, and progressive markdown
Open the editor, drag some nodes, and see AI coding workflows come to life.
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