Jarvis Voice

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The Tinker UI's token visualization was inspired by Mission Control (context anatomy dashboard) and ClawMetry (real-time agent observability). Both are excellent standalone tools for OpenClaw — we folded their ideas into a single embedded panel.

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The Problem

You ran Opus for 20 minutes. It felt productive. Then you checked the bill and discovered that "productive session" cost $23.

The worst part? $15 of that was context bloat — workspace files you forgot were injected, tool results the model never referenced, conversation history from six topics ago still sitting in the window.

You didn't overspend. You overloaded. And you had no way to see it happening.

Most people find out three days later. The observant ones set a budget alert after it's already too late. The really unlucky ones hit their API rate limit at 2 AM on a Tuesday and wake up to a dead agent and no idea why.

TinkerClaw exists because we got the $23 bill. Then we got angry. Then we built a dashboard. Then we couldn't stop — memory consolidation, self-improving crons, dozens of published skills, 7 research papers on how agent memory should actually work.

Because once you start tinkering, you don't stop.

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🤝 Come Tinker With Us

This fork moves fast, but it would move faster with more hands.

We value people who open PRs, not issues. Who read the code before asking questions. Who break things on purpose to understand how they work. If that's you, we want you in the inner circle — direct access to the roadmap, early testing of experimental features, and co-authorship on whatever we build next.

Start anywhere: fix a typo, improve a skill, add a test, or propose something wild. The bar is curiosity, not credentials.

→ Open a PR or start a discussion

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Won't This Fork Fall Behind?

No. A nightly cron syncs upstream automatically, detects conflicts, and restores fork patches after every merge. Hundreds of commits ahead of vanilla OpenClaw and zero behind.

When upstream pushes a breaking change, we know within hours — not weeks.

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What You Get

🔍 Tinker UI — See Why Sessions Get Expensive

The Tinker UI is a command center embedded directly in OpenClaw. No separate install, no external service.

• Context treemap — drill into what fills your 200K context window, from categories down to individual messages and raw text
• Response treemap — see exactly how much of each response is text, thinking, tool calls, or tool results
• Timeline — stacked bars per turn, spot the one that blew the budget
• Overseer graph — catch stalled sub-agents before they burn money
• Cost dashboard — per-provider usage with Claude's 5-hour rate-limit countdown

After pnpm build, visit http://localhost:18789/tinker/ · Dev: cd tinker-ui && pnpm dev

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🧠 Memory That Improves Overnight

Every night, the agent reviews its day — not as a diary, but as an evolution loop.

• ENGRAM consolidation — raw daily logs → structured knowledge files → entity and project indices
• Retrieval feedback — tracks which memory search results actually got used, prunes what doesn't help
• Structured compaction — preserves decisions, tradeoffs, and open questions while discarding noise

Measured: 23.5KB injected context → 12KB. 49% smaller, zero quality loss.

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🔄 Self-Improving Agents

Each cron job carries a META file with its own instructions. After running, the agent reflects on what worked, updates the META, and the next run is better. No human needed.

Day 1: mediocre. Day 30: genuinely useful.

🧹 Fork Maintenance on Autopilot

• Nightly upstream sync with conflict detection
• Post-merge workspace cleanup (catches 20KB bloat)
• Fork patches auto-restored after conflicts
• Hundreds of commits ahead, zero maintenance burden

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📦 Published Skills

All on ClawHub. Install any with clawhub install globalcaos/<skill-name>. Skills sometimes get delisted from the marketplace — this list is the permanent record.

🎤 Voice & Personality

💬 Messaging & Channels

📹 Media & Content

💰 Cost & Token Management

🏢 Enterprise Integrations (Browser Relay)

No API keys. No admin consent. Your authenticated browser session IS the API.