Comparison
atomic-agent vs pmb
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 pmb if pmb - Local-first persistent memory for AI coding agents.
Markdown twin · atomic-agent alternatives · pmb alternatives
GraphCanon updated 1w
vs
Trust & integrity
| Signal | atomic-agent | pmb |
|---|---|---|
| Maintenance | Very active (0d since push) As of 1w · github_public_v1 | Active (11d since push) As of 4w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 1w · github_public_v1 | Not a fork · Personal account As of 4w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 3w · 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
- pmb
- Local-first persistent memory for AI coding agents with offline and multilingual capabilities.
Stars
- atomic-agent
- 1.7k
- pmb
- 279
Forks
- atomic-agent
- 198
- pmb
- 16
Open issues
- atomic-agent
- 23
- pmb
- 5
Language
- atomic-agent
- TypeScript
- pmb
- 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.
- pmb
- pmb - Local-first persistent memory for AI coding agents
Persona
- atomic-agent
- -
- pmb
- -
Runtime
- atomic-agent
- -
- pmb
- -
License
- atomic-agent
- MIT
- pmb
- Apache-2.0
Last pushed
- atomic-agent
- Aug 11, 2026
- pmb
- Jul 13, 2026
Categories
- atomic-agent
- AI Agents
- pmb
- AI Agents, Data & Retrieval
Trust and health
Maintenance
- atomic-agent
- Very active (96%)
- pmb
- Active (82%)
Days since push
- atomic-agent
- 0d
- pmb
- 11d
Open issues (now)
- atomic-agent
- 23
- pmb
- 5
Owner type
- atomic-agent
- Organization
- pmb
- User
Full report
- atomic-agent
- Trust report
- pmb
- Trust report
Choose atomic-agent if…
- atomic-agent is primarily TypeScript; pmb is Python.
- License: atomic-agent is MIT, pmb is Apache-2.0.
- 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 pmb if…
- pmb is primarily Python; atomic-agent is TypeScript.
- License: pmb is Apache-2.0, atomic-agent is MIT.
- 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.
- Also covers Data & Retrieval.
- - When you need a solution that integrates directly with popular AI coding agents such as Claude Code, Cursor, and Codex.
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.
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 (oleksiijko/pmb) · observed Jul 24, 2026
- GitHub forks (oleksiijko/pmb) · observed Jul 24, 2026
- Last push (oleksiijko/pmb) · observed Jul 13, 2026
- License file (Apache-2.0) · observed Jul 24, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 26, 2026
GitHub stars on cards: atomic-agent 1.7k · pmb 279 (synced Aug 12, 2026).
Common questions
- What is the difference between atomic-agent and pmb?
- atomic-agent: Local First Ai Agent for private device execution with optimized local AI models and long context window. 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 atomic-agent over pmb?
- Choose atomic-agent over pmb when atomic-agent is primarily TypeScript; pmb is Python; License: atomic-agent is MIT, pmb is Apache-2.0; 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 pmb over atomic-agent?
- Choose pmb over atomic-agent when pmb is primarily Python; atomic-agent is TypeScript; License: pmb is Apache-2.0, atomic-agent is MIT; 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; Also covers Data & Retrieval; - When you need a solution that integrates directly with popular AI coding agents such as Claude Code, Cursor, and Codex.
- 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 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 atomic-agent or pmb more popular on GitHub?
- atomic-agent has more GitHub stars (1,698 vs 279). Stars measure visibility, not whether either tool fits your constraints.
- Are atomic-agent and pmb open source?
- Yes - both are open-source projects on GitHub (atomic-agent: MIT, pmb: Apache-2.0).
- Where can I find alternatives to atomic-agent or pmb?
- GraphCanon lists graph-backed alternatives at atomic-agent alternatives and pmb alternatives (atomic-agent markdown twin, pmb 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 pmb?
- atomic-agent: Very active. pmb: 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 pmb?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: atomic-agent trust report; pmb trust report.