28 queries across 7 synthetic sessions; MiniLM embedder.
Local-first memory and context framework
Memory, illuminated locally.
Lummenna gives agents a structured memory palace, hybrid lexical and vector retrieval, token-budgeted context assembly, and a managed memory lifecycle. The default runtime stays on your hardware; network-backed operations are explicit configuration choices.
Community 1.0.1rc4 / Release artifacts prepared / Stable release pending
Crystalline memory field / local, persistent, illuminated
Hybrid macro mean across 5 datasets, each sampled to 500 passages and 20 queries.
No full-corpus BEIR/MTEB submission or external memory-system comparison is committed.
01 / Why
A memory system with an inspectable shape.
Each statement maps to current implementation. Optional services and commercial controls are named rather than hidden behind broad claims.
Rooms, loci, chunks
Memories carry location, provenance, validity, value, and retrieval state instead of living in an undifferentiated vector collection.
CommunitySignals, then fusion
SQLite FTS5, dense vectors, optional graph traversal, and reciprocal rank fusion form the retrieval path.
CommunityBudgeted assembly
Retrieved memories are ranked and assembled into bounded prompt context with explicit truncation behavior.
CommunityRetention has pressure
Time decay, interference, and budget-driven precision changes prevent an unbounded store from masquerading as useful memory.
CommunityUse the same palace
Python, MCP, FastAPI, LangChain, and LangGraph adapters connect agents to the same underlying memory model.
CommunityEnterprise boundaries
Encryption at rest, tenant isolation, compliance operations, and advanced P2P controls are license-enforced Pro capabilities.
Pro02 / Flow
A palace, a searchlight, a gardener.
The operating model stays legible from storage through retrieval and eventual release.
Place memory
Store a chunk in a named room and optional locus, with provenance and temporal validity recorded beside it.
Fuse evidence
Lexical and semantic candidates are combined, reranked, tenant-scoped, and reinforced when used.
Release deliberately
Scheduled decay and budget passes alter value and precision according to explicit, inspectable rules.
03 / Connect
One palace, multiple agent surfaces.
Optional integrations have separate dependency groups in the current package metadata.
Available integrations
- MCPstdio serverlocal adapter
- OpenCodeMCP setup + skill examplelocal adapter
- Copilotextension sourcelocal adapter
- Claudedesktop configlocal adapter
- Codex CLIMCP configlocal adapter
- ClineMCP configlocal adapter
- Gooseextension configlocal adapter
- Zedcontext server guidelocal adapter
- Aidercommand guidelocal adapter
- Devintool definitionlocal adapter
- LangChainoptional adapterlocal adapter
- LangGraphoptional saverlocal adapter
Community sidecar
Run the observatory beside your agent.
The direct Community distribution includes a package, corresponding source, and checksum-pinned sidecar recipe without source-control access.
04 / Stable release
Get the stable release notice.
Community 1.0.1rc1 is published through PyPI. Versions 1.0.1rc2 and 1.0.1rc3 remain available as direct releases, and 1.0.1rc4 is prepared for release. Join the waitlist for one notice when the stable package is published.