mcp-server-enhancement
Guide for safely adding new MCP tools to the AI Counsel server
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Guide for safely adding new MCP tools to the AI Counsel server
Expert debugging guide for AI Counsel's convergence detection system. Use when deliberations aren't converging as expected, early stopping fails, semantic similarity seems wrong, or voting vs semantic status co...
Query and analyze the AI Counsel decision graph to find past deliberations, identify patterns, and debug memory issues
Guide for creating new CLI or HTTP adapters to integrate AI models into the AI Counsel deliberation system
Expert at evolving Pydantic configuration schemas with backward compatibility and automated migrations
Test-Driven Development patterns for testing AI deliberation features. Use when adding new deliberation features, adapters, convergence detection, or decision graph components. Encodes TDD workflow: write test...
Generate comprehensive implementation plans for features. Use when user requests "help me implement X", "create a plan for X", "break down feature X", "how should I build X", or asks for detailed implementation...
Create a shareable Claude Code plugin package containing your commands, hooks, output styles, status lines, and agents. Use when you want to package and distribute your Claude Code customizations, create team p...
Create software releases with version bumping, changelog updates, git tags, and GitHub releases. Use when: "create a release", "bump version", "tag release", "publish version", "/release". Handles VERSION files...
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