CompareHow we differ from
How we differ from
general-purpose memory
Other memory systems accumulate. We steward. Here's what that means in practice.
PhilosophyWhy stewarding
Why stewarding
beats storing
Memory ≠ Storage
Vector databases store embeddings. Recall Racoon stewards claims through a governed lifecycle. The difference is the difference between a warehouse and a librarian.
Governance at Write Time
Most systems validate at read time (if at all). Recall Racoon validates at ingest—format, citation, semantic coherence, contradiction. Bad memory never enters the Stash.
Deterministic Over Probabilistic
Rumi's probes are deterministic rules, not LLM judgments. Same input = same decision. Auditability is not optional—it's the architecture.
Local-First, Cloud-Optional
Run fully offline with ONNX embeddings and sqlite-vec. Add cloud backends (Qdrant, Postgres) when you need scale, not because you're forced to.
Capability MatrixSide-by-side
Side-by-side
comparison
| Capability | Recall Racoon | General AI Memory SaaS | Vector DB + Custom RAG | Knowledge Graph Memory |
|---|---|---|---|---|
| Unit of memory | Claim with lifecycle + citations | Text chunk / summary | Document chunk | Entity / relationship |
| Stale fact handling | Decay → stale → superseded | Overwrite (silent) | Lingers until deleted | Versioned (manual) |
| Conflict detection | 5-tier auto + manual queue | None (add-only) | None | Graph-level only |
| Provenance / citations | Per-claim citation + agent trace | Usually none | Chunk source only | Source URL only |
| Secret redaction | JWT/AWS/SSH at ingest | Your problem | Your problem | Your problem |
| Offline / air-gapped | Full operation, zero network | Cloud-dependent | Depends on stack | Self-host possible |
| MCP-native | Built on MCP, not wrapper | SDK / wrapper | Build your own | SDK / wrapper |
| Cost model | Capacity-based, predictable | Per-token / SaaS | Variable (infra + API) | Per-token / SaaS |
See for YourselfTry the demo