reflect_and_write
Report validated work to the reflection pipeline
How to use it
reflect_and_write is exposed by the Agent Memory Engine MCP server. Add the server to your MCP client (Claude Desktop, Cursor, Windsurf and others), and the reflect_and_write tool becomes available to the model automatically. See the full listing for setup details and every tool this server provides.
Install Agent Memory Engine
uv pip install 'memory-engine[semantic-transformers]' # sentence-transformers + sqlite-vecOther tools in Agent Memory Engine (6)
Inspect a KnowledgeChunk or source file range (redacted)
Drill into a MemoryNode, its children, and evidence
Project health, retrieval mode, index counts, revisions
Trigger incremental rescan; also builds Phase 10 proposition/paragraph/summary layers
Retrieve memory + knowledge before a coding task. Phase 10: pass taskintent, preferredlayers, propositiontypes to guide granularity routing.
Call once on new projects. Write initial constraints, decisions, project description, and conventions directly as active memory nodes. Auto-extracts from README.md when fields are omitted. Eliminates cold-start problem.