mema Personal

Local-first. One SQLite. Zero cloud dependencies.

A long-term memory layer for individual developers and single Agents. Install locally, query locally, govern locally.

  • Local SQLite — no cloud dependencies
  • FTS5 full-text search + optional sqlite-vec semantic recall
  • Write-time semantic conflict judging (mini-clash-trained mDeBERTa, optional)
  • Four tools: memory / memory_review / memory_govern / memory_repair
  • Degradation chain: sqlite-vec → FTS5 → LIKE → JSONL — never crashes
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Personal ecosystem

mema Personal + three open-source companions

All free and open source, built to work with mema Personal — memory, style, planning, and multi-Agent collaboration.

Built on mema Apache-2.0

mema-twin

Your work self, compiled into a prompt — every Agent starts the day as you.

Templates, metrics, tone, taboos: twin recognises them in your everyday output, stores them in mema, and compiles them overnight into a versioned persona prompt. Bad compile? Roll back one version — history stays, provenance stays. Plans get set before work begins, steps get checked off, and lessons feed back in, so your way of working compiles in too. Deliverables come back looking like you wrote them.

  • versioned persona
  • nightly compile
  • one-click rollback
  • playbook feedback loop
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plan-mode

Apache-2.0

A cross-client plan mode MCP server: Claude Code-style enter/exit plan mode plus todo management for any Agent. Pure soft guidance with no hard gate — mount it and go.

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agent-lane

Apache-2.0

Cross-vendor Agent pipelines: declarative YAML for multi-Agent collaboration and cross-review, with mema as the memory layer.

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