Comparison
atomic-agent vs memU
Verdict
Pick atomic-agent if atomic-agent is a local-first AI agent designed to run optimized AI models privately on personal devices with features including long context windows and proper tool calls; pick memU if memU offers fast memory retrieval and self-evolving skills for AI agents at lower operational costs.
Markdown twin · atomic-agent alternatives · memU alternatives
GraphCanon updated 1w
vs
Trust & integrity
| Signal | atomic-agent | memU |
|---|---|---|
| Maintenance | Very active (0d since push) As of 1w · github_public_v1 | Very active (0d since push) As of 3w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 1w · github_public_v1 | Not a fork · Organization account As of 3w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · 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
- atomic-agent
- Local First Ai Agent for private device execution with optimized local AI models and long context window
- memU
- Personal memory for agents with fast retrieval and self-evolving skills
Stars
- atomic-agent
- 1.7k
- memU
- 14k
Forks
- atomic-agent
- 198
- memU
- 1.0k
Open issues
- atomic-agent
- 23
- memU
- 94
Language
- atomic-agent
- TypeScript
- memU
- Python
Adopt for
- atomic-agent
- atomic-agent is a local-first AI agent designed to run optimized AI models privately on personal devices with features including long context windows and proper tool calls.
- memU
- memU offers fast memory retrieval and self-evolving skills for AI agents at lower operational costs.
Persona
- atomic-agent
- -
- memU
- -
Runtime
- atomic-agent
- -
- memU
- -
License
- atomic-agent
- MIT
- memU
- Other
Last pushed
- atomic-agent
- Aug 11, 2026
- memU
- Jul 26, 2026
Categories
- atomic-agent
- AI Agents
- memU
- AI Agents
Trust and health
Open issues (now)
- atomic-agent
- 23
- memU
- 94
Full report
- atomic-agent
- Trust report
- memU
- Trust report
Choose atomic-agent if…
- atomic-agent is primarily TypeScript; memU is Python.
- License: atomic-agent is MIT, memU is Other.
- Tags unique to atomic-agent: agents, ai-agent, browser-automation, cli.
- atomic-agent ships an MCP server manifest.
- When you require an AI agent that prioritizes privacy by running exclusively on your device
When NOT to use atomic-agent
- In scenarios where cloud-based services are mandatory for compliance or security reasons
- If your use case demands real-time updates and data sharing capabilities across devices, atomic-agent's local-first approach may be a limitation
Choose memU if…
- memU is primarily Python; atomic-agent is TypeScript.
- License: memU is Other, atomic-agent is MIT.
- Tags unique to memU: agent-memory, claude-skills, harness, loop-engineering.
- Use memU when your project requires fast access to stored agent actions and memories which can adapt over time without needing human intervention.
When NOT to use memU
- Avoid using memU if your application mandates proprietary memory systems that are tightly integrated with specific agent architectures not supported by memU.
- memU is unsuitable for projects where the customizability and control over skill evolution are limited or require extensive manual adjustments, as this tool emphasizes self-evolving features.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (AtomicBot-ai/atomic-agent) · observed Aug 12, 2026
- GitHub forks (AtomicBot-ai/atomic-agent) · observed Aug 12, 2026
- Last push (AtomicBot-ai/atomic-agent) · observed Aug 11, 2026
- License file (MIT) · observed Aug 12, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (NevaMind-AI/memU) · observed Jul 26, 2026
- GitHub forks (NevaMind-AI/memU) · observed Jul 26, 2026
- Last push (NevaMind-AI/memU) · observed Jul 26, 2026
- License file (Other) · observed Jul 26, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: atomic-agent 1.7k · memU 14k (synced Aug 12, 2026).
Common questions
- What is the difference between atomic-agent and memU?
- atomic-agent: Local First Ai Agent for private device execution with optimized local AI models and long context window. memU: Personal memory for agents with fast retrieval and self-evolving skills. See the comparison table for live GitHub stats and shared categories.
- When should I choose atomic-agent over memU?
- Choose atomic-agent over memU when atomic-agent is primarily TypeScript; memU is Python; License: atomic-agent is MIT, memU is Other; Tags unique to atomic-agent: agents, ai-agent, browser-automation, cli; atomic-agent ships an MCP server manifest; When you require an AI agent that prioritizes privacy by running exclusively on your device.
- When should I choose memU over atomic-agent?
- Choose memU over atomic-agent when memU is primarily Python; atomic-agent is TypeScript; License: memU is Other, atomic-agent is MIT; Tags unique to memU: agent-memory, claude-skills, harness, loop-engineering; Use memU when your project requires fast access to stored agent actions and memories which can adapt over time without needing human intervention.
- When should I avoid atomic-agent?
- In scenarios where cloud-based services are mandatory for compliance or security reasons If your use case demands real-time updates and data sharing capabilities across devices, atomic-agent's local-first approach may be a limitation
- When should I avoid memU?
- Avoid using memU if your application mandates proprietary memory systems that are tightly integrated with specific agent architectures not supported by memU. memU is unsuitable for projects where the customizability and control over skill evolution are limited or require extensive manual adjustments, as this tool emphasizes self-evolving features.
- Is atomic-agent or memU more popular on GitHub?
- memU has more GitHub stars (14,062 vs 1,698). Stars measure visibility, not whether either tool fits your constraints.
- Are atomic-agent and memU open source?
- Yes - both are open-source projects on GitHub (atomic-agent: MIT, memU: Other).
- Where can I find alternatives to atomic-agent or memU?
- GraphCanon lists graph-backed alternatives at atomic-agent alternatives and memU alternatives (atomic-agent markdown twin, memU 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, atomic-agent or memU?
- atomic-agent: Very active. memU: 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 atomic-agent and memU?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: atomic-agent trust report; memU trust report.