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| # Roadmap | |
| This is agentmemory-python's public roadmap. Items shift as priorities change. | |
| - **Shipped** — in main | |
| - **Active** — has an open PR | |
| - **Planned** — accepted, not started | |
| - **Candidate** — under consideration | |
| --- | |
| ## Phase 1 — Foundation (done) | |
| - [x] Python + Flask server replacing Node.js / iii-engine | |
| - [x] SQLite WAL backend replacing Dolt SQL | |
| - [x] Audit log replacing Dolt git versioning | |
| - [x] BM25 search with Porter stemmer | |
| - [x] Gemini 768-dim vector search + hybrid RRF fusion | |
| - [x] 16-tool MCP endpoint | |
| - [x] WebSocket live stream | |
| - [x] Built-in HTML viewer (Dashboard, Sessions, Memories, Graph, Timeline, Lessons, Slots, Replay) | |
| - [x] Knowledge graph visualization — folder nodes with unique colors, force-directed layout | |
| - [x] 4-tier memory consolidation (Working → Episodic → Semantic → Procedural) | |
| - [x] Lessons system with confidence decay | |
| - [x] HuggingFace Space deployment with sync fingerprinting | |
| - [x] Dolt → SQLite one-time migration (7502 rows, 19.6MB) | |
| --- | |
| ## Phase 2 — Reliability | |
| ### Active | |
| - [ ] **Pytest test coverage** for `src/functions.py` core operations (observe, remember, search, context) | |
| - [ ] **Graph edge label bug** — labels overlap at default zoom on dense graphs | |
| ### Planned | |
| - [ ] **Additional embedding providers** — OpenAI `text-embedding-3-small`, local `sentence-transformers` | |
| - [ ] **Hook scripts** — prebuilt bash/PowerShell hook scripts for Claude Code, Cursor, Codex CLI pointing at `http://localhost:3111` | |
| - [ ] **Memory export/import** — JSON round-trip so users can migrate between instances | |
| - [ ] **Health endpoint** (`/agentmemory/health`) — richer than `/livez`, includes index sizes, sync status, last backup time | |
| - [ ] **Graceful shutdown** — flush BM25/vector index to DB before exit on SIGTERM | |
| --- | |
| ## Phase 3 — Breadth | |
| ### Candidate | |
| - **Additional LLM providers** — OpenRouter, Ollama (local), Cohere for compression and consolidation | |
| - **MCP tool parity** — expand from 16 to 30+ tools to match the most-used subset of the Node.js 53-tool surface | |
| - **GitHub Actions hook** — observe CI runs as memory events | |
| - **Slack / Discord connector** — ingest messages as observations | |
| - **Multi-agent shared memory** — namespace isolation for team use; agents share a pool with per-agent write attribution | |
| - **RBAC** — role-based access control for shared deployments | |
| - **Benchmark harness** — reproduce the LongMemEval-S R@5 metric on the Python stack | |
| - **pip package** — `pip install agentmemory` with a `agentmemory` CLI entrypoint | |
| --- | |
| ## Non-goals | |
| - Full parity with the 128-endpoint / 53-tool Node.js surface — the Python version targets simplicity and HF deployment, not feature count | |
| - iii-engine worker model — the Python version intentionally avoids the iii runtime | |
| - Dolt git-versioned history — the audit log satisfies the write-tracking requirement without the complexity | |