AI and memory

RAG memory for LLM agents over Garnet Vector Sets: store text as embeddings, recall by meaning.

Governed graph-native agent memory: knowledge extraction, fusion, hybrid RAG, scoped access tokens.

Local-first biological memory for coding agents: recall, consolidation, and pre-action Guard checks.

Scan prompts for injection attacks, redact PII, and audit LLM SDK usage from any MCP client

Governed, self-hosted memory for AI agents: writes queue until a named person approves.

Persistent memory and virtual filesystem MCP server for AI agents.

Local-first memory for AI chats: save context in one chat, load it in any other via MCP.

OpenAI image generation MCP server for Model Context Protocol hosts

Auditable memory for coding agents: evidence chains, supersession history, keyless embedded SQLite

Local-first, source-cited memory for AI agents with proposal review, failure memory, and MCP tools.

Provenance-aware memory for AI agents: quarantine, abstention gate, supersession-with-history.

One private, local memory your AI tools share. Cross-model, on-device, never lose a session.

Local-first MCP memory server for coding agents. No API key, no cloud. SQLite + FTS5 + sqlite-vec.

Offline persistent memory for AI coding agents — 35 tools, 80% fewer calls, no LLM

Self-curating agent memory kept honest by survival-based selection over measured outcomes.

Securely run LLM-generated code in isolated containers across 7 languages and 3 container backends.

Portable AI memory as MCP tools: five reads and three controlled writes.

Local-first agent memory. Source, date, bind/abstain. Permanent name: lbrain.ai/claim.html

Statistical regression testing for LLM agents: p-value, effect size, and CI on behavior change.

Local-only MCP server for source-attributed Markdown memory and documentation retrieval.

Geospatial analysis: vector and raster GIS operations, cartographic maps, spatial data access

Cooperative persistent memory for LLMs: episodes, memories and traits over SQLite (FTS5, Hebbian)

Local multi-repo code graph over MCP. Blast radius, call graphs, and memory anchored to code.

Graph + vector memory for agents: recall, ingest, search, distill. Local or remote backend.