Home/Compare/mengram vs Memori

Comparison

mengram vs Memori

Verdict

Pick mengram if mengram provides human-like memory capabilities for AI agents, including semantic, episodic, and procedural memory, enabling learning from experiences and failures. It offers free API access, Python and JS SDKs, and is a; 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.

Markdown twin · mengram alternatives · Memori alternatives

GraphCanon updated Sep 20, 2026

5views this month

mengram logo

mengram

alibaizhanov/mengram

★ 196pushed Sep 16, 2026
vs
Memori logo

Memori

MemoriLabs/Memori

★ 16kpushed Aug 18, 2026

Trust & integrity

SignalmengramMemori
Maintenance
Very active (1d since push)
As of Sep 18, 2026 · github_public_v1
Very active (0d since push)
As of Aug 18, 2026 · github_public_v1
Provenance
Not a fork · Personal account
As of Sep 18, 2026 · github_public_v1
Not a fork · Organization account
As of Aug 18, 2026 · github_public_v1
OSV dependency advisories
Published findings
As of Sep 18, 2026 · osv@v1
No lockfile (source not queried)
As of Jul 11, 2026 · osv@v1
deps.dev advisories
Not queried
deps.dev@v1
Not queried
deps.dev@v1
OpenSSF Scorecard
Not queried
openssf-scorecard@v1
Not queried
openssf-scorecard@v1

Tagline

mengram
Human-like memory for AI agents
Memori
Agent-native memory infrastructure for LLM systems

Stars

mengram
196
Memori
16k

Forks

mengram
34
Memori
3.2k

Open issues

mengram
25
Memori
33

Language

mengram
Python
Memori
Python

Adopt for

mengram
mengram provides human-like memory capabilities for AI agents, including semantic, episodic, and procedural memory, enabling learning from experiences and failures. It offers free API access, Python and JS SDKs, and is a
Memori
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

Persona

mengram
-
Memori
-

Runtime

mengram
-
Memori
-

License

mengram
Apache-2.0
Memori
Other

Last pushed

mengram
Sep 16, 2026
Memori
Aug 18, 2026

Categories

mengram
AI Agents, Data & Retrieval
Memori
AI Agents, Data & Retrieval

Trust and health

Days since push

mengram
1d
Memori
0d

Open issues (now)

mengram
25
Memori
33

Stars delta

mengram
+12 (30d)
Memori
+515 (30d)

Open issues delta

mengram
-2 (30d)
Memori
+7 (30d)

Owner type

mengram
User
Memori
Organization

OSV dependency advisories

mengram
Published findings
Memori
No lockfile (source not queried)

Full report

Choose mengram if…

  • License: mengram is Apache-2.0, Memori is Other.
  • Tags unique to mengram: ai-agents, ai-memory, claude-desktop, cognitive-architecture.
  • When you need an AI agent that can learn from its experiences and failures, leveraging semantic, episodic, and procedural memory capabilities.

When NOT to use mengram

  • If your project does not require the specific memory capabilities of semantic, episodic, and procedural memory, mengram might offer more features than necessary.
  • If you are looking for a tool that does not require the setup of an MCP server, mengram might not be the best fit as it involves configuring this server.
  • For projects that do not need integration with LangChain, CrewAI, or OpenClaw, the specific integrations provided by mengram may not be beneficial.
  • If your AI agent development does not benefit from the use of pgvector, mengram's recent debugging efforts in this area may not be relevant to your needs.

Choose Memori if…

  • License: Memori is Other, mengram is Apache-2.0.
  • Tags unique to Memori: enterprise, llm, memory-management, python.
  • 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 NOT to use Memori

  • (TypeScriptPython),MemoriSDK。

Explore

Sources

Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.

GitHub stars on cards: mengram 196 · Memori 16k (synced Sep 20, 2026).

Common questions

What is the difference between mengram and Memori?
mengram: Human-like memory for AI agents. Memori: Agent-native memory infrastructure for LLM systems. See the comparison table for live GitHub stats and shared categories.
When should I choose mengram over Memori?
Choose mengram over Memori when License: mengram is Apache-2.0, Memori is Other; Tags unique to mengram: ai-agents, ai-memory, claude-desktop, cognitive-architecture; When you need an AI agent that can learn from its experiences and failures, leveraging semantic, episodic, and procedural memory capabilities.
When should I choose Memori over mengram?
Choose Memori over mengram when License: Memori is Other, mengram is Apache-2.0; Tags unique to Memori: enterprise, llm, memory-management, python; 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 avoid mengram?
If your project does not require the specific memory capabilities of semantic, episodic, and procedural memory, mengram might offer more features than necessary. If you are looking for a tool that does not require the setup of an MCP server, mengram might not be the best fit as it involves configuring this server. For projects that do not need integration with LangChain, CrewAI, or OpenClaw, the specific integrations provided by mengram may not be beneficial. If your AI agent development does not benefit from the use of pgvector, mengram's recent debugging efforts in this area may not be relevant to your needs.
When should I avoid Memori?
(TypeScriptPython),MemoriSDK。
Is mengram or Memori more popular on GitHub?
Memori has more GitHub stars (16,130 vs 196). Stars measure visibility, not whether either tool fits your constraints.
Are mengram and Memori open source?
Yes - both are open-source projects on GitHub (mengram: Apache-2.0, Memori: Other).
Where can I find alternatives to mengram or Memori?
GraphCanon lists graph-backed alternatives at mengram alternatives and Memori alternatives (mengram markdown twin, Memori markdown twin), 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 mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
Which is better maintained, mengram or Memori?
mengram: Very active. Memori: 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 mengram and Memori?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: mengram trust report; Memori trust report.

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