Comparison
ragtune vs autogen
Verdict
Pick ragtune when ragtune is primarily Go; autogen is Python; pick autogen when autogen is primarily Python; ragtune is Go.
Markdown twin · ragtune alternatives · autogen alternatives
GraphCanon updated today
Trust & integrity
| Signal | ragtune | autogen |
|---|---|---|
| Maintenance | Slowing (108d since push) As of today · github_public_v1 | Steady (87d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | 62 low (62 low) As of today · osv@v1 | No lockfile As of today · none |
Tagline
- ragtune
- EXPLAIN ANALYZE for RAG retrieval — inspect, debug, benchmark, and tune your retrieval layer
- autogen
- A programming framework for agentic AI
Stars
- ragtune
- 13
- autogen
- 60k
Forks
- ragtune
- 1
- autogen
- 9.0k
Open issues
- ragtune
- 0
- autogen
- 945
Language
- ragtune
- Go
- autogen
- Python
Adopt for
- ragtune
- -
- autogen
- AutoGen is a Python-based framework for developing and managing agentic AI systems. It includes the AutoGen Studio for no-code GUI setup, integrating with various models.
Persona
- ragtune
- -
- autogen
- -
Runtime
- ragtune
- -
- autogen
- -
License
- ragtune
- MIT
- autogen
- CC-BY-4.0
Last pushed
- ragtune
- Mar 25, 2026
- autogen
- Apr 15, 2026
Categories
- ragtune
- Developer Tools, LLM Frameworks, Vector Databases
- autogen
- AI Agents, LLM Frameworks
Trust and health
Maintenance
- ragtune
- Slowing (36%)
- autogen
- Steady (60%)
Days since push
- ragtune
- 108d
- autogen
- 87d
Open issues (now)
- ragtune
- 0
- autogen
- 945
Owner type
- ragtune
- User
- autogen
- Organization
Security scan
- ragtune
- 62 low (62 low)
- autogen
- No lockfile
Full report
- ragtune
- Trust report
- autogen
- Trust report
Choose ragtune if…
- ragtune is primarily Go; autogen is Python.
- License: ragtune is MIT, autogen is CC-BY-4.0.
- Tags unique to ragtune: benchmarking, chroma, cli, developer-tools.
- Also covers Developer Tools, Vector Databases.
When NOT to use ragtune
- Last GitHub push was 108 days ago (slowing maintenance, Mar 25, 2026). Validate activity before betting a new project on ragtune.
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.
Choose autogen if…
- autogen is primarily Python; ragtune is Go.
- License: autogen is CC-BY-4.0, ragtune is MIT.
- Requirements: Min 4 GB RAM; AutoGen requires Python 3.10 or later.; Ensure security when connecting to MCP servers due to the potential for local command execution and sensitive information exposure..
- Tags unique to autogen: agentic-agi, agents, ai, autogen.
- Also covers AI Agents.
- You need a framework that supports integration with multiple AI models via OpenAI's chat completion client.
When NOT to use autogen
- If you require tools supporting multiple programming languages beyond Python, as AutoGen is strictly a Python-based framework.
- When deploying in environments where connecting to external servers (like those used by MCP) could pose security risks or is prohibited.
- You need solutions which do not involve additional installations for server components such as `playwright/mcp`, as AutoGen requires this setup for certain functionalities.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (metawake/ragtune) · observed Jul 11, 2026
- GitHub forks (metawake/ragtune) · observed Jul 11, 2026
- Last push (metawake/ragtune) · observed Mar 25, 2026
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (microsoft/autogen) · observed Jul 11, 2026
- GitHub forks (microsoft/autogen) · observed Jul 11, 2026
- Last push (microsoft/autogen) · observed Apr 15, 2026
- License file (CC-BY-4.0) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: ragtune 13 · autogen 60k (synced Jul 11, 2026).
Common questions
- What is the difference between ragtune and autogen?
- ragtune: EXPLAIN ANALYZE for RAG retrieval — inspect, debug, benchmark, and tune your retrieval layer. autogen: A programming framework for agentic AI. See the comparison table for live GitHub stats and shared categories.
- When should I choose ragtune over autogen?
- Choose ragtune over autogen when ragtune is primarily Go; autogen is Python; License: ragtune is MIT, autogen is CC-BY-4.0; Tags unique to ragtune: benchmarking, chroma, cli, developer-tools; Also covers Developer Tools, Vector Databases.
- When should I choose autogen over ragtune?
- Choose autogen over ragtune when autogen is primarily Python; ragtune is Go; License: autogen is CC-BY-4.0, ragtune is MIT; Requirements: Min 4 GB RAM; AutoGen requires Python 3.10 or later.; Ensure security when connecting to MCP servers due to the potential for local command execution and sensitive information exposure.; Tags unique to autogen: agentic-agi, agents, ai, autogen; Also covers AI Agents; You need a framework that supports integration with multiple AI models via OpenAI's chat completion client.
- When should I avoid ragtune?
- Last GitHub push was 108 days ago (slowing maintenance, Mar 25, 2026). Validate activity before betting a new project on ragtune. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.
- When should I avoid autogen?
- If you require tools supporting multiple programming languages beyond Python, as AutoGen is strictly a Python-based framework. When deploying in environments where connecting to external servers (like those used by MCP) could pose security risks or is prohibited. You need solutions which do not involve additional installations for server components such as
playwright/mcp, as AutoGen requires this setup for certain functionalities. - Is ragtune or autogen more popular on GitHub?
- autogen has more GitHub stars (59,658 vs 13). Stars measure visibility, not whether either tool fits your constraints.
- Are ragtune and autogen open source?
- Yes - both are open-source projects on GitHub (ragtune: MIT, autogen: CC-BY-4.0).
- Where can I find alternatives to ragtune or autogen?
- GraphCanon lists graph-backed alternatives at ragtune alternatives and autogen alternatives (ragtune markdown twin, autogen 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, ragtune or autogen?
- ragtune: Slowing. autogen: Steady. 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 ragtune and autogen?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: ragtune trust report; autogen trust report.