Give your AI agents persistent, ranked memory. Store decisions, learn from mistakes, and build institutional knowledge that compounds over time. Engineered in Italy, European foundation, sovereign by design.
Every session starts from zero. MNEMO changes that.
AI agents forget everything between sessions. Every conversation starts from zero. Critical decisions are lost. Lessons are never learned. Your AI makes the same mistakes again and again, because it has no way to remember what worked and what failed.
MNEMO gives your AI agents a shared memory bus with 6-signal ranking: recency, keyword match, semantic similarity, access frequency, outcome feedback, and contextual relationships. Memories are ranked like a human brain recalls information, not just searched like a database.
Six core capabilities, built for production workloads.
Not just vector search. MNEMO ranks memories across 6 dimensions: recency, keyword match, semantic similarity, access frequency, outcome feedback, and contextual relationships. Human-like recall for your AI.
Each customer gets their own memory space with Row-Level Security at the database layer. Your data never mixes with anyone else's. Full isolation guaranteed at the storage level.
Automatically clusters similar memories into higher-order insights using semantic embeddings. Your knowledge base grows smarter over time, not just bigger.
12 endpoints, simple X-MNEMO-Key authentication. Ready-to-use examples in Python, JavaScript, and cURL. Integrate in minutes, not days.
Full data portability (Art. 20) and right to erasure (Art. 17) built in from day one. EU hosted infrastructure. Compliance is not an add-on, it is the foundation.
Real-time API usage monitoring, key management, and billing visibility. Self-service everything. No support tickets needed for routine operations.
From sign-up to ranked retrieval in under 5 minutes.
Create your tenant in 2 minutes. Get your API key instantly. No credit card required for the free trial.
POST decisions, events, lessons, and errors via the REST API. Each memory is auto-embedded for semantic search using vector technology.
Query with natural language. Get ranked results across all memory types, weighted by the 6-signal algorithm. Your AI remembers what matters.
Save and retrieve memories with straightforward HTTP requests. No SDKs to install, no complex configuration. Just your API key and standard HTTP calls.
Read the Quickstart Guideimport requests API_KEY = "mnk_your_key_here" BASE = "https://api.tds-automation.com/api/v1/mnemo" headers = {"X-MNEMO-Key": API_KEY} # Save a decision requests.post(f"{BASE}/save", headers=headers, json={ "type": "decision", "text": "Chose vector database for persistence layer", "tags": ["architecture", "database"], "agent": "planner" }) # Retrieve ranked memories resp = requests.get(f"{BASE}/context", headers=headers, params={"query": "database choices", "top_k": 5}) memories = resp.json()
Start free. Scale as your AI agents learn.
MNEMO powers real production systems every day.
Designed and operated by an agency specializing in enterprise AI systems. MNEMO was born from real production needs, not a research paper.
MNEMO is the memory backbone of the DOE 4-layer multi-agent framework, handling thousands of memories across planning, coding, and validation agents.
Full GDPR and UK GDPR compliance. EU AI Act ready. Data portability, right to erasure, and transparent processing built into the core architecture.
The same capabilities that billion-dollar platforms offer to Fortune 500. Self-hosted, for professional firms and SMBs.
| Capability | Enterprise Platforms Billions in valuation |
MNEMO by TDS AI Systems |
|---|---|---|
| Knowledge Graph | ✓ | ✓ |
| Multi-signal Ranking | ✓ | ✓ |
| Automatic Synthesis | ✓ | ✓ |
| Community Detection | ✓ | ✓ |
| Self-hosted | ✗ | ✓ |
| Setup cost | $100k+ | Included |
| IT team required | Yes | Zero |
| Data sovereignty | Cloud provider | Storage on-premise (UE) |
Start your free trial, no credit card required.