thinkingThinking-Claude inspired comprehensive thinking protocol with Verification Protocol and Confidence Scoring for OpenClaw agents
Install via ClawdBot CLI:
clawdbot install leezongdai/thinkingGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://github.com/richards199999/Thinking-ClaudeAudited Apr 16, 2026 · audit v1.0
Generated May 7, 2026
An analyst uses the Thinking Protocol to produce a data-driven report. The inner monologue helps break down complex data, while the Confidence Score System highlights the reliability of each conclusion, enabling stakeholders to make informed decisions.
A support agent employs the Verification Protocol to troubleshoot a technical issue. By automatically triggering verification when changing conclusions or facing high uncertainty, the agent ensures accurate troubleshooting steps and reduces repeat tickets.
A financial planner uses the protocol to assess investment risks. The Uncertainty Declaration tags (e.g., {estimate}) clearly communicate assumptions and unverified numbers, helping clients understand the confidence level of the advice.
An AI tutor walks a student through a math problem step by step. When the tutor recognizes a mistake in the reasoning, it uses the Auto-Correction Mechanism to acknowledge, explain, and correct the error, fostering a transparent learning environment.
A developer uses the Thinking Protocol to review a pull request. The Multiple Hypotheses and Testing steps help consider various implementation approaches, and the Verification Protocol ensures the recommended changes are safe and consistent.
Offer a basic plan with standard thinking protocol, a pro plan with advanced verification and confidence scoring, and an enterprise plan with custom integration and priority support.
Provide consulting services to integrate the Thinking Protocol into existing AI agent workflows, including training, customization, and ongoing optimization.
License the protocol as an API that developers can embed into their own applications, charging per request or per active user.
💬 Integration Tip
Integrate the Confidence Score System by mapping your internal model's output logits to confidence percentages, and use the Verification Protocol's triggers as hooks in your agent's decision loop.
Scored Jun 29, 2026
Use the ClawdHub CLI to search, install, update, and publish agent skills from clawdhub.com. Use when you need to fetch new skills on the fly, sync installed skills to latest or a specific version, or publish new/updated skill folders with the npm-installed clawdhub CLI.
Mission control dashboard for OpenClaw - real-time session monitoring, LLM usage tracking, cost intelligence, and system vitals. View all your AI agents in o...
Transcribe YouTube videos to text by extracting captions and subtitles directly from the video URL using yt-dlp without audio processing.
Manage a self-hosted Trello-like board via `wekancli`. Create, move and archive cards, lists and boards on a WeKan server. Use when user asks about task boar...
Proactive security monitoring, threat scanning, and auto-remediation for OpenClaw deployments
Create or improve SOUL.md files for OpenClaw agents through guided conversation. Use when designing agent personality, crafting a soul, or saying "help me create a soul". Supports self-improvement.