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docs: Replace Mindbase References with ReflexionMemory (#464)
* docs: fix mindbase syntax and document as optional MCP enhancement Fix incorrect method call syntax and clarify mindbase as optional enhancement that coexists with built-in ReflexionMemory. Changes: - Fix syntax: mindbase.search_conversations() → natural language instructions that allow Claude to autonomously select tools - Clarify mindbase requires airis-mcp-gateway "recommended" profile - Document ReflexionMemory as built-in fallback (always available) - Show coexistence model: both systems work together Architecture: - ReflexionMemory (built-in): Keyword-based search, local JSONL - Mindbase (optional MCP): Semantic search, PostgreSQL + pgvector - Claude autonomously selects best available tool when needed This approach allows users to enhance error learning with mindbase when installed, while maintaining full functionality with ReflexionMemory alone. Related: #452 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com> * docs: add comprehensive ReflexionMemory user documentation Add user-facing documentation for the ReflexionMemory error learning system to address documentation gap identified during mindbase cleanup. New Documentation: - docs/user-guide/memory-system.md (283 lines) * Complete user guide for ReflexionMemory * How it works, storage format, usage examples * Performance benefits and troubleshooting * Manual inspection and management commands - docs/memory/reflexion.jsonl.example (15 entries) * 15 realistic example reflexion entries * Covers common scenarios: auth, DB, CORS, uploads, etc. * Reference for understanding the data format - docs/memory/README.md (277 lines) * Overview of memory directory structure * Explanation of all files (reflexion, metrics, patterns) * File management, backup, and git guidelines * Quick command reference Context: Previous mindbase cleanup removed references to non-existent external MCP server, but didn't add sufficient user-facing documentation for the actual ReflexionMemory implementation. Related: #452 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com> * docs: translate Japanese text to English in documentation Address PR feedback to remove Japanese text from English documentation files. Changes: - docs/mcp/mcp-integration-policy.md: Translate headers and descriptions - docs/reference/pm-agent-autonomous-reflection.md: Translate error messages - docs/research/reflexion-integration-2025.md: Translate error messages - docs/memory/pm_context.md: Translate example keywords All Japanese text in English documentation files has been translated to English. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com> --------- Co-authored-by: Claude <noreply@anthropic.com>
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README.md
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README.md
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For **2-3x faster** execution and **30-50% fewer tokens**, optionally install MCP servers:
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```bash
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# Recommended MCP servers (via airis-mcp-gateway):
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# - Mindbase: Cross-session memory (automatic)
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# - Serena: Session persistence (2-3x faster)
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# Optional MCP servers for enhanced performance (via airis-mcp-gateway):
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# - Serena: Code understanding (2-3x faster)
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# - Sequential: Token-efficient reasoning (30-50% fewer tokens)
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# - Tavily: Web search for Deep Research
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# - Context7: Official documentation lookup
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# - Mindbase: Semantic search across all conversations (optional enhancement)
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# Install via: https://github.com/airis-mcp-gateway
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# Note: Error learning available via built-in ReflexionMemory (no installation required)
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# Mindbase provides semantic search enhancement (requires "recommended" profile)
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# Install MCP servers: https://github.com/agiletec-inc/airis-mcp-gateway
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# See docs/mcp/mcp-integration-policy.md for details
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```
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**Performance Comparison:**
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