--- title: "Memori vs pmb" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/memorilabs-memori-vs-oleksiijko-pmb" tools: ["memorilabs-memori", "oleksiijko-pmb"] --- # Memori vs pmb *GraphCanon updated Aug 23, 2026* ## Verdict Pick Memori if memori is an agent-native memory infrastructure layer that converts agent execution and conversation into a structured, persistent state for use in production systems. It supports various deployment environments such as云; pick pmb if pmb - Local-first persistent memory for AI coding agents. [Memori](https://memorilabs.ai) reports 16k GitHub stars, 3.2k forks, and 33 open issues, last pushed Aug 18, 2026. [pmb](https://pypi.org/project/pmb-ai/) has 295 stars, 23 forks, and 9 open issues, last pushed Aug 17, 2026. Figures are from public GitHub metadata via [Memori's repository](https://github.com/MemoriLabs/Memori) and [pmb's repository](https://github.com/oleksiijko/pmb). | | [Memori](/tools/memorilabs-memori.md) | [pmb](/tools/oleksiijko-pmb.md) | | --- | --- | --- | | Tagline | Agent-native memory infrastructure for LLM systems | Local-first persistent memory for AI coding agents with offline and multilingual capabilities. | | Stars | 16,130 | 295 | | Forks | 3,188 | 23 | | Open issues | 33 | 9 | | Language | Python | Python | | Adopt for | Memori is an agent-native memory infrastructure layer that converts agent execution and conversation into a structured, persistent state for use in production systems. It supports various deployment environments such as云 | pmb - Local-first persistent memory for AI coding agents | | Persona | - | - | | Runtime | - | - | | License | Other | Apache-2.0 | | Categories | AI Agents, Data & Retrieval | AI Agents, Data & Retrieval | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [Memori](/tools/memorilabs-memori.md) | [pmb](/tools/oleksiijko-pmb.md) | | --- | --- | --- | | Days since push | 0d | 6d | | Open issues (now) | 33 | 9 | | Stars delta | +515 (30d) | +16 (30d) | | Open issues delta | +7 (30d) | +4 (30d) | | Owner type | Organization | User | | Full report | [trust report](/tools/memorilabs-memori/trust.md) | [trust report](/tools/oleksiijko-pmb/trust.md) | ## Decision facts: Memori - **Adopt for:** Memori is an agent-native memory infrastructure layer that converts agent execution and conversation into a structured, persistent state for use in production systems. It supports various deployment environments such as云 ## Decision facts: pmb - **Requirements:** No explicit requirements listed in repository data, but likely Python and compatible SQL database setup. - **Adopt for:** pmb - Local-first persistent memory for AI coding agents - **License detail:** Apache-2.0 ## Choose when ### Choose Memori if… - License: Memori is Other, pmb is Apache-2.0. - Tags unique to Memori: agent-memory, enterprise, llm, memory-management. - Memori ships Docker support for self-hosted deployment. - 您需要一个可以在多种部署环境中工作的内存基础设施，包括云端和本地环境时。 ### Choose pmb if… - License: pmb is Apache-2.0, Memori is Other. - Requirements: No explicit requirements listed in repository data, but likely Python and compatible SQL database setup.. - Tags unique to pmb: ai-agents, ai-memory, bm25, claude-code. - - When you need a solution that integrates directly with popular AI coding agents such as Claude Code, Cursor, and Codex. ## When NOT to use Memori - （TypeScriptPython），MemoriSDK。 ## When NOT to use pmb - - In scenarios where real-time data retrieval is essential since pmb focuses on local storage rather than cloud-based synchronization. - - If your project requires heavy reliance on online services or if offline functionality doesn't provide a necessary advantage. - - When the specific use case does not benefit from having multilingual capabilities for AI coding tasks. ## Common questions ### What is the difference between Memori and pmb? Memori: Agent-native memory infrastructure for LLM systems. pmb: Local-first persistent memory for AI coding agents with offline and multilingual capabilities.. See the comparison table for live GitHub stats and shared categories. ### When should I choose Memori over pmb? Choose Memori over pmb when License: Memori is Other, pmb is Apache-2.0; Tags unique to Memori: agent-memory, enterprise, llm, memory-management; Memori ships Docker support for self-hosted deployment; 您需要一个可以在多种部署环境中工作的内存基础设施，包括云端和本地环境时。. ### When should I choose pmb over Memori? Choose pmb over Memori when License: pmb is Apache-2.0, Memori is Other; Requirements: No explicit requirements listed in repository data, but likely Python and compatible SQL database setup.; Tags unique to pmb: ai-agents, ai-memory, bm25, claude-code; - When you need a solution that integrates directly with popular AI coding agents such as Claude Code, Cursor, and Codex. ### When should I avoid Memori? （TypeScriptPython），MemoriSDK。 ### When should I avoid pmb? - In scenarios where real-time data retrieval is essential since pmb focuses on local storage rather than cloud-based synchronization. - If your project requires heavy reliance on online services or if offline functionality doesn't provide a necessary advantage. - When the specific use case does not benefit from having multilingual capabilities for AI coding tasks. ### Is Memori or pmb more popular on GitHub? Memori has more GitHub stars (16,130 vs 295). Stars measure visibility, not whether either tool fits your constraints. ### Are Memori and pmb open source? Yes - both are open-source projects on GitHub (Memori: Other, pmb: Apache-2.0). ### Where can I find alternatives to Memori or pmb? GraphCanon lists graph-backed alternatives at [Memori alternatives](/tools/memorilabs-memori/alternatives) and [pmb alternatives](/tools/oleksiijko-pmb/alternatives) ([Memori markdown twin](/tools/memorilabs-memori/alternatives.md), [pmb markdown twin](/tools/oleksiijko-pmb/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/memorilabs-memori-vs-oleksiijko-pmb.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, Memori or pmb? Memori: Very active. pmb: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for Memori and pmb? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [Memori trust report](/tools/memorilabs-memori/trust); [pmb trust report](/tools/oleksiijko-pmb/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=memorilabs-memori`](/api/graphcanon/graph?tool=memorilabs-memori) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_