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Comparison

Dot vs rag-time

Verdict

Pick Dot if local, JavaScript-based all-in-one solution for Text-To-Speech, RAG models, and working with LLMs; pick rag-time if rAG Time is tailored for those looking to systematically learn and apply Retrieval-Augmented Generation techniques in a structured 5-week program.

Markdown twin · Dot alternatives · rag-time alternatives

GraphCanon updated Sep 20, 2026

20views this month

Dot logo

Dot

alexpinel/Dot

★ 1.9kpushed Dec 9, 2024
vs
rag-time logo

rag-time

microsoft/rag-time

★ 905pushed Jun 17, 2025

Trust & integrity

SignalDotrag-time
Maintenance
Dormant (649d since push)
As of Sep 20, 2026 · github_public_v1
Dormant (459d since push)
As of Sep 20, 2026 · github_public_v1
Provenance
Not a fork · Personal account
As of Sep 20, 2026 · github_public_v1
Not a fork · Organization account
As of Sep 20, 2026 · github_public_v1
OSV dependency advisories
No lockfile (source not queried)
As of Jul 11, 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
Dot trust reportrag-time trust reportTrust methodology

Tagline

Dot
Text-To-Speech, RAG, and LLMs. All local!
rag-time
RAG Time: A 5-week Learning Journey to Mastering RAG

Stars

Dot
1.9k
rag-time
905

Forks

Dot
109
rag-time
319

Open issues

Dot
14
rag-time
4

Language

Dot
JavaScript
rag-time
Jupyter Notebook

Adopt for

Dot
Local, JavaScript-based all-in-one solution for Text-To-Speech, RAG models, and working with LLMs
rag-time
RAG Time is tailored for those looking to systematically learn and apply Retrieval-Augmented Generation techniques in a structured 5-week program.

Persona

Dot
-
rag-time
-

Runtime

Dot
-
rag-time
-

License

Dot
GPL-3.0
rag-time
The MIT License provides freedom to use, copy, modify and distribute the software provided that copyright and license information are retained.

Last pushed

Dot
Dec 9, 2024
rag-time
Jun 17, 2025

Categories

Dot
Data & Retrieval, LLM Frameworks, Speech & Audio
rag-time
Data & Retrieval, LLM Frameworks, Model Training

Trust and health

Days since push

Dot
649d
rag-time
459d

Open issues (now)

Dot
14
rag-time
4

Stars delta

Dot
+4 (30d)
rag-time
+12 (30d)

Owner type

Dot
User
rag-time
Organization

Full report

Dot
Trust report
rag-time
Trust report

Choose Dot if…

  • Dot is primarily JavaScript; rag-time is Jupyter Notebook.
  • License: Dot is GPL-3.0, rag-time is MIT.
  • Tags unique to Dot: document-chat, embeddings, faiss, langchain.
  • Also covers Speech & Audio.
  • When you are working in a local environment and have projects that require Text-To-Speech capabilities along with RAG and LLM functionalities.

When NOT to use Dot

  • If your team does not have proficiency in JavaScript or the requirement is to use a language other than JavaScript for development purposes.
  • When the need arises for cloud-based services that provide more scalable and maintainable infrastructure, as Dot works strictly in a local environment.
  • For organizations that require real-time speech processing at scale without self-hosting capabilities where reliability and continuous availability are paramount.
GitHubDetails

Choose rag-time if…

  • rag-time is primarily Jupyter Notebook; Dot is JavaScript.
  • License: rag-time is MIT, Dot is GPL-3.0.
  • Requirements: Min 8 GB RAM.
  • Tags unique to rag-time: ai, generative-ai, hybrid-search, indexing.
  • Also covers Model Training.
  • When you need a detailed, week-by-week learning path specifically focused on the nuances of RAG techniques, from basics to advanced applications.

When NOT to use rag-time

  • If you prefer ad-hoc or self-directed learning without a structured timeline. Other tools may offer more flexible formats, which can be preferable if adhering to strict schedules is not ideal.
  • When your focus is solely on either indexing or generation models and not the integration of both for RAG. In this case, specialized resources for just indexing or model training might suffice.
GitHubDetails

Explore

Dot trust report →rag-time trust report →Data & Retrieval category →LLM Frameworks category →Speech & Audio category →Model Training category →All comparisonsStack workflowsTrending tools

Sources

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

GitHub stars on cards: Dot 1.9k · rag-time 905 (synced Sep 20, 2026).

Common questions

What is the difference between Dot and rag-time?
Dot: Text-To-Speech, RAG, and LLMs. All local!. rag-time: RAG Time: A 5-week Learning Journey to Mastering RAG. See the comparison table for live GitHub stats and shared categories.
When should I choose Dot over rag-time?
Choose Dot over rag-time when Dot is primarily JavaScript; rag-time is Jupyter Notebook; License: Dot is GPL-3.0, rag-time is MIT; Tags unique to Dot: document-chat, embeddings, faiss, langchain; Also covers Speech & Audio; When you are working in a local environment and have projects that require Text-To-Speech capabilities along with RAG and LLM functionalities.
When should I choose rag-time over Dot?
Choose rag-time over Dot when rag-time is primarily Jupyter Notebook; Dot is JavaScript; License: rag-time is MIT, Dot is GPL-3.0; Requirements: Min 8 GB RAM; Tags unique to rag-time: ai, generative-ai, hybrid-search, indexing; Also covers Model Training; When you need a detailed, week-by-week learning path specifically focused on the nuances of RAG techniques, from basics to advanced applications.
When should I avoid Dot?
If your team does not have proficiency in JavaScript or the requirement is to use a language other than JavaScript for development purposes. When the need arises for cloud-based services that provide more scalable and maintainable infrastructure, as Dot works strictly in a local environment. For organizations that require real-time speech processing at scale without self-hosting capabilities where reliability and continuous availability are paramount.
When should I avoid rag-time?
If you prefer ad-hoc or self-directed learning without a structured timeline. Other tools may offer more flexible formats, which can be preferable if adhering to strict schedules is not ideal. When your focus is solely on either indexing or generation models and not the integration of both for RAG. In this case, specialized resources for just indexing or model training might suffice.
Is Dot or rag-time more popular on GitHub?
Dot has more GitHub stars (1,914 vs 905). Stars measure visibility, not whether either tool fits your constraints.
Are Dot and rag-time open source?
Yes - both are open-source projects on GitHub (Dot: GPL-3.0, rag-time: MIT).
Where can I find alternatives to Dot or rag-time?
GraphCanon lists graph-backed alternatives at Dot alternatives and rag-time alternatives (Dot markdown twin, rag-time 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, Dot or rag-time?
Dot: Dormant. rag-time: Dormant. 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 Dot and rag-time?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: Dot trust report; rag-time trust report.

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