soul-forgeAutomatically evolves your SOUL.md by analyzing your conversation patterns and behavior, then proposes updates to reflect who you truly are over time.
Install via ClawdBot CLI:
clawdbot install taha2053/soul-forgeGrade Good — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://github.com/Taha2053/soulforgeAudited Apr 17, 2026 · audit v1.0
Generated Mar 21, 2026
A user's AI assistant initially described as preferring brief, direct responses in its SOUL.md file, but over months of interaction, the user consistently asks for detailed explanations and examples. SoulForge detects this aspiration gap and proposes updates to the SOUL.md to reflect the user's actual preference for depth, improving assistant responses.
A company uses an AI agent for customer support, with its SOUL.md stating it should maintain a neutral, formal tone. SoulForge analyzes session logs and notices the agent is most effective and receives positive feedback when using a more empathetic, conversational style. It proposes updates to align the agent's identity with successful interactions.
An author uses an AI writing assistant whose SOUL.md emphasizes structured, plot-driven support. SoulForge observes that the author frequently engages the assistant for character development and emotional depth discussions. It suggests evolving the SOUL.md to prioritize character-centric creativity, enhancing the tool's utility.
An AI tutoring platform has a generic SOUL.md for its agents. SoulForge analyzes individual student sessions, identifying patterns like a preference for visual explanations over textual ones or a tendency to ask follow-up questions on specific topics. It customizes each agent's SOUL.md to match the student's learning style.
A mental wellness app employs AI coaches with SOUL.md files focused on proactive advice-giving. SoulForge reviews sessions and finds users often need more reflective, listening-based interactions. It proposes edits to shift the coaches' identities towards active listening and validation, improving user engagement and outcomes.
Offer a free tier for individual developers to use SoulForge with open-source AI agents, with paid plans for teams, enterprises, and advanced features like custom observation metrics or integration with proprietary platforms. Revenue comes from monthly subscriptions based on usage tiers and number of agents managed.
License SoulForge as an embedded module to AI platform providers (e.g., chatbot builders, virtual assistant services). Charge based on the number of end-users or transactions, providing a value-add feature that helps clients improve their AI agents' performance and user satisfaction over time.
Provide consulting services to organizations implementing SoulForge for specialized use cases, such as compliance training or brand voice consistency. Offer custom development for unique observation parameters, integration with existing data systems, and ongoing support for optimizing SOUL.md evolution.
💬 Integration Tip
Start by enabling passive observation to collect data without changes, then manually trigger reflections to build trust before automating updates. Ensure backups of SOUL.md are regularly reviewed.
Scored Jun 17, 2026
Meta-skill for AI agent self-improvement. Analyzes runtime logs to detect error patterns, regressions, and inefficiencies, then generates structured improvem...
Stop waiting for prompts. Keep working.
Turn OpenClaw into a learning-loop agent with seeded workspace rules, skill promotion, reflective memory, and proactive maintenance.
Meta-agent skill for orchestrating complex tasks through autonomous sub-agents. Decomposes macro tasks into subtasks, spawns specialized sub-agents with dynamically generated SKILL.md files, coordinates file-based communication, consolidates results, and dissolves agents upon completion. MANDATORY TRIGGERS: orchestrate, multi-agent, decompose task, spawn agents, sub-agents, parallel agents, agent coordination, task breakdown, meta-agent, agent factory, delegate tasks
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Complete toolkit for creating autonomous AI agents and managing Discord channels for OpenClaw. Use when setting up multi-agent systems, creating new agents, or managing Discord channel organization.