* 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>
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Co-authored-by: Claude <noreply@anthropic.com>
