Comparison
AgentGPT vs langchain-production-starter
Verdict
Pick AgentGPT if agentGPT is a TypeScript-based tool that supports users in assembling and deploying autonomous AI agents with a streamlined setup via a CLI, suitable for those who prefer browser-based interactions with their AI projects; pick langchain-production-starter if langchain-production-starter offers a Python-based starter kit for deploying LangChain agents and integrating them with Telegram.
Markdown twin · AgentGPT alternatives · langchain-production-starter alternatives
GraphCanon updated 1w
vs
Trust & integrity
| Signal | AgentGPT | langchain-production-starter |
|---|---|---|
| Maintenance | Archived (466d since push) As of 2w · github_public_v1 | Dormant (1114d since push) As of 1w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 2w · github_public_v1 | Not a fork · Organization account As of 1w · 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
- AgentGPT
- Assembler for autonomous AI Agents
- langchain-production-starter
- Deploy LangChain Agents and connect them to Telegram
Stars
- AgentGPT
- 36k
- langchain-production-starter
- 477
Forks
- AgentGPT
- 9.3k
- langchain-production-starter
- 557
Open issues
- AgentGPT
- 219
- langchain-production-starter
- 4
Language
- AgentGPT
- TypeScript
- langchain-production-starter
- Python
Adopt for
- AgentGPT
- AgentGPT is a TypeScript-based tool that supports users in assembling and deploying autonomous AI agents with a streamlined setup via a CLI, suitable for those who prefer browser-based interactions with their AI projects
- langchain-production-starter
- langchain-production-starter offers a Python-based starter kit for deploying LangChain agents and integrating them with Telegram.
Persona
- AgentGPT
- -
- langchain-production-starter
- -
Runtime
- AgentGPT
- -
- langchain-production-starter
- -
License
- AgentGPT
- GPL-3.0
- langchain-production-starter
- -
Last pushed
- AgentGPT
- Apr 29, 2025
- langchain-production-starter
- Jul 27, 2023
Categories
- AgentGPT
- AI Agents, Developer Tools
- langchain-production-starter
- AI Agents
Trust and health
Maintenance
- AgentGPT
- Archived (8%)
- langchain-production-starter
- Dormant (18%)
Days since push
- AgentGPT
- 466d
- langchain-production-starter
- 1114d
Archived on GitHub
- AgentGPT
- Yes
- langchain-production-starter
- No
Open issues (now)
- AgentGPT
- 219
- langchain-production-starter
- 4
Stars delta
- AgentGPT
- Unknown
- langchain-production-starter
- 0 (30d)
Open issues delta
- AgentGPT
- Unknown
- langchain-production-starter
- 0 (30d)
OSV dependency advisories
- AgentGPT
- No lockfile (source not queried)
- langchain-production-starter
- Published findings
Full report
- AgentGPT
- Trust report
- langchain-production-starter
- Trust report
Choose AgentGPT if…
- AgentGPT is primarily TypeScript; langchain-production-starter is Python.
- Tags unique to AgentGPT: agent, autonomous, backend-development, cli-setup.
- Also covers Developer Tools.
- AgentGPT ships Docker support for self-hosted deployment.
- When you want to leverage pre-configured setups for database integration (specifically MySQL) handled by AgentGPT's CLI
When NOT to use AgentGPT
- Avoid using if your project requires a NoSQL database solution, given that AgentGPT is configured specifically with MySQL out-of-the-box
- Consider alternatives if your stack does not include FastAPI or Next.js, as the tool's default configurations might require significant adjustment
Choose langchain-production-starter if…
- langchain-production-starter is primarily Python; AgentGPT is TypeScript.
- Tags unique to langchain-production-starter: chatbot, gpt4, langchain, langchain-python.
- - You require integration of your AI chatbot with the Telegram platform, as this tool specifically includes instructions to fetch a Telegram key for such integration.
When NOT to use langchain-production-starter
- - If you are not using Python as your primary language since the repository requires installing dependencies with 'pip', making it less suitable if your development is in another language.
- - Projects that do not require Telegram integration can find this starter kit less relevant, as a significant portion of its setup guide focuses on connecting to Telegram.
- - If you need to deploy agents without any social media or messaging platform integrations.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (reworkd/AgentGPT) · observed Aug 8, 2026
- GitHub forks (reworkd/AgentGPT) · observed Aug 8, 2026
- Last push (reworkd/AgentGPT) · observed Apr 29, 2025
- License file (GPL-3.0) · observed Aug 8, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (steamship-core/langchain-production-starter) · observed Aug 14, 2026
- GitHub forks (steamship-core/langchain-production-starter) · observed Aug 14, 2026
- Last push (steamship-core/langchain-production-starter) · observed Jul 27, 2023
- License file (unknown) · observed Aug 14, 2026
- Decision facts (enrichment) · observed Jul 14, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: AgentGPT 36k · langchain-production-starter 477 (synced Aug 8, 2026).
Common questions
- What is the difference between AgentGPT and langchain-production-starter?
- AgentGPT: Assembler for autonomous AI Agents. langchain-production-starter: Deploy LangChain Agents and connect them to Telegram. See the comparison table for live GitHub stats and shared categories.
- When should I choose AgentGPT over langchain-production-starter?
- Choose AgentGPT over langchain-production-starter when AgentGPT is primarily TypeScript; langchain-production-starter is Python; Tags unique to AgentGPT: agent, autonomous, backend-development, cli-setup; Also covers Developer Tools; AgentGPT ships Docker support for self-hosted deployment; When you want to leverage pre-configured setups for database integration (specifically MySQL) handled by AgentGPT's CLI.
- When should I choose langchain-production-starter over AgentGPT?
- Choose langchain-production-starter over AgentGPT when langchain-production-starter is primarily Python; AgentGPT is TypeScript; Tags unique to langchain-production-starter: chatbot, gpt4, langchain, langchain-python; - You require integration of your AI chatbot with the Telegram platform, as this tool specifically includes instructions to fetch a Telegram key for such integration.
- When should I avoid AgentGPT?
- Avoid using if your project requires a NoSQL database solution, given that AgentGPT is configured specifically with MySQL out-of-the-box Consider alternatives if your stack does not include FastAPI or Next.js, as the tool's default configurations might require significant adjustment
- When should I avoid langchain-production-starter?
- - If you are not using Python as your primary language since the repository requires installing dependencies with 'pip', making it less suitable if your development is in another language. - Projects that do not require Telegram integration can find this starter kit less relevant, as a significant portion of its setup guide focuses on connecting to Telegram. - If you need to deploy agents without any social media or messaging platform integrations.
- Is AgentGPT or langchain-production-starter more popular on GitHub?
- AgentGPT has more GitHub stars (36,304 vs 477). Stars measure visibility, not whether either tool fits your constraints.
- Are AgentGPT and langchain-production-starter open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to AgentGPT or langchain-production-starter?
- GraphCanon lists graph-backed alternatives at AgentGPT alternatives and langchain-production-starter alternatives (AgentGPT markdown twin, langchain-production-starter 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, AgentGPT or langchain-production-starter?
- AgentGPT: Archived. langchain-production-starter: 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 AgentGPT and langchain-production-starter?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: AgentGPT trust report; langchain-production-starter trust report.