Changelog
All notable releases for AutoMem (the memory server) and MCP AutoMem (the MCP client) are documented here.
March 2026
Section titled “March 2026”0.15.0 · Relationship Engine & Benchmarks
Section titled “0.15.0 · Relationship Engine & Benchmarks”2026-03-25
Optimized relationship taxonomy for cleaner graph traversal. LoCoMo cat5 multi-hop judge for automated recall quality scoring. priority_ids now boosts relevance instead of hard-filtering. Embedding dimension validation catches provider mismatches at startup.
MCP 0.13.0 · OpenClaw Overhaul & Cursor Rules
Section titled “MCP 0.13.0 · OpenClaw Overhaul & Cursor Rules”2026-03-25
Complete OpenClaw plugin rewrite — native MCP integration and new skill setup. Split global vs. project rules for Cursor. Hook stdin parsing with truncation guards and dedup checks.
0.14.0 · Docker & Hardened Deployments
Section titled “0.14.0 · Docker & Hardened Deployments”2026-03-08
Official Docker build workflow. QDRANT_HOST + QDRANT_PORT for flexible Qdrant config. Stateless MCP bridge transport for resilient connections. Consolidation overhaul: reduced decay rate, importance floor, archived memory filtering. Voyage AI set as recommended embedding default.
0.13.0 · Adaptive Recall & Graph Viewer
Section titled “0.13.0 · Adaptive Recall & Graph Viewer”2026-03-02
min_score threshold with adaptive floor filtering — low-relevance results get cut automatically. LoCoMo benchmark harness for rapid experiment iteration. Graph viewer externalized as standalone module.
February 2026
Section titled “February 2026”0.12.0 · Recall Quality Lab & JIT Enrichment
Section titled “0.12.0 · Recall Quality Lab & JIT Enrichment”2026-02-20
Just-in-time enrichment on recall for higher-quality results. Recall Quality Lab for data-driven recall optimization. LongMemEval benchmark harness (ICLR 2025) for measuring memory quality. relevance_score now synced to Qdrant payload for accurate vector search.
0.11.0 · Embedding Providers & Memory Lookup
Section titled “0.11.0 · Embedding Providers & Memory Lookup”2026-02-16
Voyage AI embedding provider for high-accuracy recall. OpenAI-compatible providers via OPENAI_BASE_URL (LM Studio, Ollama, xAI, etc.). GET /memory/<id> endpoint for direct memory lookup. Hardened time parser for numeric timestamps.
0.10.1 · Stability Fixes
Section titled “0.10.1 · Stability Fixes”2026-02-07
Temporal query bound to 7-day window with timeout to prevent runaway queries. Skip temperature param for o-series and gpt-5 models.
0.10.0 · Visualization & Observability
Section titled “0.10.0 · Visualization & Observability”2026-02-06
Interactive graph visualization API. automem-watch real-time observability with SSE streaming and TUI. Ollama embedding provider for fully local deployments. Memory content size governance with auto-summarization. Streamable HTTP transport for MCP connections.
MCP 0.12.0 · OpenClaw Integration
Section titled “MCP 0.12.0 · OpenClaw Integration”2026-02-06
Native OpenClaw integration replacing mcporter dependency chain. Direct HTTP API calls to AutoMem with new SKILL.md template. Simplified setup and troubleshooting documentation.
MCP 0.11.0 · Claude Code Plugin
Section titled “MCP 0.11.0 · Claude Code Plugin”2026-02-03
Claude Code plugin with automatic memory capture hooks. Session start recall, session end summary. Cursor hooks integration for automatic capture. Integration tests and CLI smoke tests.
January 2026
Section titled “January 2026”MCP 0.10.0 · MCP Registry & SessionStart Hook
Section titled “MCP 0.10.0 · MCP Registry & SessionStart Hook”2026-01-06
Listed on the official MCP Registry. SessionStart hook for automatic memory recall at conversation start. Memory content size guidelines and warnings surfaced in the client.
December 2025
Section titled “December 2025”0.9.3 · Expansion Filtering
Section titled “0.9.3 · Expansion Filtering”2025-12-10
expand_min_strength and expand_min_importance parameters for fine-grained graph traversal control. Vector dimension autodetect for embedding providers. CI workflow for automated testing on PRs.
MCP 0.8.1 · Spec Compliance
Section titled “MCP 0.8.1 · Spec Compliance”2025-12-04
All MCP tools now return structuredContent with outputSchema, aligning recall outputs (results, dedup_removed) to spec.
MCP 0.8.0 · Advanced Recall Tools
Section titled “MCP 0.8.0 · Advanced Recall Tools”2025-12-02
Exposed expand_entities/relations, auto_decompose, context-aware boosts, and full tool metadata in the MCP client. Simplified Claude Code integration.
0.9.1 · Entity Expansion + SOTA
Section titled “0.9.1 · Entity Expansion + SOTA”2025-12-02
Added expand_entities/entity_expansion params for graph hops and hit 90.53% on LoCoMo-10 (multi-hop up to 50%).
November 2025
Section titled “November 2025”0.9.0 · Retrieval Engine Upgrade
Section titled “0.9.0 · Retrieval Engine Upgrade”2025-11-20
Multi-hop bridge discovery, temporal alignment scoring, and weighted hybrid scoring (vector, keyword, relation, temporal, importance) boost recall precision.
0.8.0 · API Modularization & Security
Section titled “0.8.0 · API Modularization & Security”2025-11-08
Refactored monolithic app into modular blueprints, hardened memory IDs to server-generated UUIDs, and fixed Railway secrets/volumes for reliable deploys.