Memonto
Memonto: A self-hosted Python library for ontology-driven memory, graph retrieval and contextual recall. Ranked #28 of 34 in AI Agent Memory Tools by our editors (5.4/10); pricing: Open source; best for ontology-driven self-hosted memory projects.
At a glance
- Editor score5.4 / 10
- PricingOpen source
- Best forOntology-driven self-hosted memory projects
- Paid fromNone
- Semantic memoryYes
- Facts checked13 Oct 2026
Where it wins
- Extracts ontology-matching facts from unstructured text
- Supports contextual summaries and URI or SPARQL graph retrieval
- Offers ephemeral, Jena-backed and Chroma-backed configurations
Where it doesn't
- Requires developers to define and work with an RDF ontology
- The documented SDK language is Python
- Self-hosted deployment puts configuration and operation with the project team
Our verdict on Memonto
Memonto is an open-source Python library for developers adding long-term memory to AI agents. Its defining choice is an RDF knowledge graph shaped by a user-defined ontology: the library extracts matching facts from unstructured text, then supports contextual recall and summaries or raw graph retrieval. That makes it a fit for solo, small and mid-market projects that need structured, self-hosted memory rather than a managed memory service. Projects that do not want to define an ontology or operate their own deployment may prefer a simpler or hosted approach.
The retrieval and storage options address different needs. Contextual retrieval can use Chroma, while raw knowledge-graph data can be queried by URI or SPARQL. For storage, Memonto supports ephemeral in-memory operation and persistent Apache Jena triple-store mode. Automatic ontology expansion can extend the ontology as information is processed. Together, these features make Memonto more than a vector-recall layer, but also mean teams should decide how they want structured facts and contextual results to work together. The library exposes synchronous and asynchronous APIs; the documented SDK language is Python.
The published product details name OpenAI and Anthropic as LLM providers, alongside Chroma and Apache Jena for storage. Its open-source model and self-hosted deployment suit developers who want control over the memory stack and are comfortable integrating its components. Choose Memonto when ontology-backed facts, graph access and configurable persistence are central requirements. It is a weaker fit for teams seeking a managed service, a non-Python SDK, or memory that requires no ontology design or operational ownership.
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Memonto pricing
Memonto fact sheet
| Free plan | Not verified |
|---|---|
| Paid from | None |
| Semantic memory | Yes |
| Episodic memory | Not verified |
| User/profile memory | Not verified |
| Graph-based memory | Yes |
| Deployment options | Self_hosted |
| SDK languages | 1 |
| Retention policy | Not verified |
| Deployment | Self-hosted |
| Built for | Solo, Small business, Mid-market (editorial estimate) |
| Integrations | 4 integrations: OpenAI, Anthropic, Chroma, Apache Jena |
| Pricing | Open source |
| Website | github.com |
| Facts checked | 13 Oct 2026 |
Memonto integrations
Memonto lists 4 integrations on its own site.
- OpenAI
- Anthropic
- Chroma
- Apache Jena
Alternatives to Memonto
- Cloudflare Agent MemoryA cloud API for scoped, searchable memory across AI agent profiles and conversations.9.2
- Mem0A flexible memory layer with semantic, graph, and self-hosted deployment options.8.8
- MCP Memory ServiceA broad open-source memory layer for teams that can manage deployment and configuration.7.9
See all Memonto alternatives →
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Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
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