Raindrop Workshop

Raindrop Workshop is a local debugger that visualizes AI agent activity and enables the creation and execution of automated evaluations for coding agents.

Workshop is an open-source tool designed to debug AI agents locally by streaming traces as they happen. It captures every token, tool call, and decision in real-time without requiring polling or page refreshes. The platform integrates with coding agents like Claude Code, allowing them to read traces, write evaluations, and address code failures. Users can establish a self-healing loop where the agent runs, identifies failures, modifies code, and re-runs until assertions pass. It is built for developers who need visibility into agentic workflows and automated feedback loops.

Raindrop Workshop at a glance

Best for: Software engineer
Runs on: macOS, Linux, Windows
Pricing: Free
Released: May 2026
Category: AI coding tool
Website: raindrop.ai

Key features

Real-time streaming of tokens, tool calls, and agent decisions
Self-healing evaluation loops for agentic code
Automated failure detection and fix execution
Integration with Claude Code
Local execution environment
Detailed metrics including spans, token counts, cost, and timing

Use it for

Debugging agent behavior in real time
Creating and running automated agent evaluations
Fixing code failures via iterative agent testing
Monitoring tool inputs and outputs during agent sessions

Alternatives to Raindrop Workshop

Agent Beacon — Retains coding agent knowledge across tools so errors do not repeat.
AgentOps — Track token usage, costs, and traces across 400 plus LLMs and agent frameworks.
Mindwalk — Visualize how coding agents explore and edit files on a 3D repository map.
Alook — Connects existing local coding agents to team communication channels.
Agent Skills — Encodes senior-engineer workflows and quality gates into 24 skills.
DevSpecs — Keeps a durable thread of AI work locally without cloud sync or LLM calls.
Agent Relay — It carries turns between different AI agents and stops for human decisions.
Entelligence AI — Inspect agent sessions locally without digging through logs or sharing data.
pstack — Improves AI coding agent outcomes with rigorous workflows.
Agent Cockpit — It checks evidence chains deterministically so broken claims never slip by unnoticed.
jevgrep — Reduces coding agent costs by providing targeted, relevant repository context.
AI Engineer Tools — Capture agent activity as structured local events without conversations.

All Raindrop Workshop alternatives