Comparison
Atomic-Chat vs onWatch
Verdict
Pick Atomic-Chat if atomic-Chat is a local AI app and inference engine for agents that runs open-weight LLMs privately offline; pick onWatch if onWatch monitors AI API quotas in real time for multiple services including Synthetic, Z.ai, Anthropic (Claude Code), Codex, GitHub Copilot & Antigravity. It is a lightweight daemon with zero telemetry.
Markdown twin · Atomic-Chat alternatives · onWatch alternatives
GraphCanon updated 1d
vs
Trust & integrity
| Signal | Atomic-Chat | onWatch |
|---|---|---|
| Maintenance | Very active (0d since push) As of 1d · github_public_v1 | Very active (1d since push) As of 3w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 1d · 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 | Published findings 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-Chat
- Local AI app and inference engine for agents
- onWatch
- Track AI API quotas in real time
Stars
- Atomic-Chat
- 1.4k
- onWatch
- 689
Forks
- Atomic-Chat
- 157
- onWatch
- 53
Open issues
- Atomic-Chat
- 36
- onWatch
- 8
Language
- Atomic-Chat
- TypeScript
- onWatch
- Go
Adopt for
- Atomic-Chat
- Atomic-Chat is a local AI app and inference engine for agents that runs open-weight LLMs privately offline.
- onWatch
- onWatch monitors AI API quotas in real time for multiple services including Synthetic, Z.ai, Anthropic (Claude Code), Codex, GitHub Copilot & Antigravity. It is a lightweight daemon with zero telemetry.
Persona
- Atomic-Chat
- -
- onWatch
- -
Runtime
- Atomic-Chat
- -
- onWatch
- -
License
- Atomic-Chat
- Other
- onWatch
- GPL-3.0
Last pushed
- Atomic-Chat
- Aug 24, 2026
- onWatch
- Jul 31, 2026
Categories
- Atomic-Chat
- Developer Tools, Inference & Serving
- onWatch
- Developer Tools
Trust and health
Days since push
- Atomic-Chat
- 0d
- onWatch
- 1d
Open issues (now)
- Atomic-Chat
- 36
- onWatch
- 8
Stars delta
- Atomic-Chat
- +205 (30d)
- onWatch
- Unknown
Open issues delta
- Atomic-Chat
- -8 (30d)
- onWatch
- Unknown
OSV dependency advisories
- Atomic-Chat
- No lockfile (source not queried)
- onWatch
- Published findings
Full report
- Atomic-Chat
- Trust report
- onWatch
- Trust report
Choose Atomic-Chat if…
- Atomic-Chat is primarily TypeScript; onWatch is Go.
- License: Atomic-Chat is Other, onWatch is GPL-3.0.
- Requirements: Atomic-Chat requires TypeScript for development.; Ensure you have the necessary hardware and setup to run open-weight LLM models locally..
- Tags unique to Atomic-Chat: ai-agent, local-first, open-source.
- Also covers Inference & Serving.
- When you need to run large language models (LLMs) locally with full privacy and no internet connectivity required.
When NOT to use Atomic-Chat
- Avoid Atomic-Chat when you need cloud-based AI services that offer automatic updates and maintenance, as it focuses on local offline deployment.
- Do not choose this tool if your project does not require deep-seek capabilities or self-hosted solutions but prefers more mainstream LLMs like Qwen.
Choose onWatch if…
- onWatch is primarily Go; Atomic-Chat is TypeScript.
- License: onWatch is GPL-3.0, Atomic-Chat is Other.
- Tags unique to onWatch: ai-api-monitoring, antigravity, api-monitoring, claude-code.
- onWatch ships Docker support for self-hosted deployment.
- Use onWatch if you need to track quota across a broad range of AI APIs, especially those it directly supports like Anthropic Claude Code and GitHub Copilot.
When NOT to use onWatch
- Avoid onWatch if your API providers are not supported or if you require a more extensive set of features beyond quota tracking.
- If file permissions and bind mounts for SQLite storage pose operational challenges, consider alternatives with simpler setup processes.
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-Chat) · observed Aug 25, 2026
- GitHub forks (AtomicBot-ai/Atomic-Chat) · observed Aug 25, 2026
- Last push (AtomicBot-ai/Atomic-Chat) · observed Aug 24, 2026
- License file (Other) · observed Aug 25, 2026
- Decision facts (enrichment) · observed Jul 14, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (onllm-dev/onWatch) · observed Aug 2, 2026
- GitHub forks (onllm-dev/onWatch) · observed Aug 2, 2026
- Last push (onllm-dev/onWatch) · observed Jul 31, 2026
- License file (GPL-3.0) · observed Aug 2, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: Atomic-Chat 1.4k · onWatch 689 (synced Aug 25, 2026).
Common questions
- What is the difference between Atomic-Chat and onWatch?
- Atomic-Chat: Local AI app and inference engine for agents. onWatch: Track AI API quotas in real time. See the comparison table for live GitHub stats and shared categories.
- When should I choose Atomic-Chat over onWatch?
- Choose Atomic-Chat over onWatch when Atomic-Chat is primarily TypeScript; onWatch is Go; License: Atomic-Chat is Other, onWatch is GPL-3.0; Requirements: Atomic-Chat requires TypeScript for development.; Ensure you have the necessary hardware and setup to run open-weight LLM models locally.; Tags unique to Atomic-Chat: ai-agent, local-first, open-source; Also covers Inference & Serving; When you need to run large language models (LLMs) locally with full privacy and no internet connectivity required.
- When should I choose onWatch over Atomic-Chat?
- Choose onWatch over Atomic-Chat when onWatch is primarily Go; Atomic-Chat is TypeScript; License: onWatch is GPL-3.0, Atomic-Chat is Other; Tags unique to onWatch: ai-api-monitoring, antigravity, api-monitoring, claude-code; onWatch ships Docker support for self-hosted deployment; Use onWatch if you need to track quota across a broad range of AI APIs, especially those it directly supports like Anthropic Claude Code and GitHub Copilot.
- When should I avoid Atomic-Chat?
- Avoid Atomic-Chat when you need cloud-based AI services that offer automatic updates and maintenance, as it focuses on local offline deployment. Do not choose this tool if your project does not require deep-seek capabilities or self-hosted solutions but prefers more mainstream LLMs like Qwen.
- When should I avoid onWatch?
- Avoid onWatch if your API providers are not supported or if you require a more extensive set of features beyond quota tracking. If file permissions and bind mounts for SQLite storage pose operational challenges, consider alternatives with simpler setup processes.
- Is Atomic-Chat or onWatch more popular on GitHub?
- Atomic-Chat has more GitHub stars (1,363 vs 689). Stars measure visibility, not whether either tool fits your constraints.
- Are Atomic-Chat and onWatch open source?
- Yes - both are open-source projects on GitHub (Atomic-Chat: Other, onWatch: GPL-3.0).
- Where can I find alternatives to Atomic-Chat or onWatch?
- GraphCanon lists graph-backed alternatives at Atomic-Chat alternatives and onWatch alternatives (Atomic-Chat markdown twin, onWatch 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-Chat or onWatch?
- Atomic-Chat: Very active. onWatch: 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-Chat and onWatch?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: Atomic-Chat trust report; onWatch trust report.