Comparison
last_layer vs AutoGPT
Verdict
Pick last_layer when license: last_layer is MIT, AutoGPT is Other; pick AutoGPT when license: AutoGPT is Other, last_layer is MIT.
Markdown twin · last_layer alternatives · AutoGPT alternatives
GraphCanon updated today
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Trust & integrity
| Signal | last_layer | AutoGPT |
|---|---|---|
| Maintenance | Dormant (719d since push) As of today · github_public_v1 | Very active (0d since push) As of 4d · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Organization account As of 4d · github_public_v1 |
| OSV dependency advisories | Published findings As of today · osv@v1 | No lockfile (source not queried) As of 4d · 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
- last_layer
- Ultra-fast, low latency LLM prompt injection/jailbreak detection ⛓️
- AutoGPT
- AutoGPT is the vision of accessible AI for everyone, to use and to build on.
Stars
- last_layer
- 129
- AutoGPT
- 185k
Forks
- last_layer
- 4
- AutoGPT
- 46k
Open issues
- last_layer
- 13
- AutoGPT
- 494
Language
- last_layer
- Python
- AutoGPT
- Python
Adopt for
- last_layer
- -
- AutoGPT
- AutoGPT is a Python-based tool for creating accessible autonomous AI agents that can leverage various LLM APIs including OpenAI's GPT and Anthropic's Claude.
Persona
- last_layer
- -
- AutoGPT
- -
Runtime
- last_layer
- -
- AutoGPT
- -
License
- last_layer
- MIT
- AutoGPT
- Other
Last pushed
- last_layer
- Jul 26, 2024
- AutoGPT
- Jul 11, 2026
Categories
- last_layer
- Computer Vision, LLM Frameworks
- AutoGPT
- AI Agents, LLM Frameworks
Trust and health
Maintenance
- last_layer
- Dormant (18%)
- AutoGPT
- Very active (96%)
Days since push
- last_layer
- 719d
- AutoGPT
- 0d
Open issues (now)
- last_layer
- 13
- AutoGPT
- 494
Owner type
- last_layer
- User
- AutoGPT
- Organization
OSV dependency advisories
- last_layer
- Published findings
- AutoGPT
- No lockfile (source not queried)
Full report
- last_layer
- Trust report
- AutoGPT
- Trust report
Choose last_layer if…
- License: last_layer is MIT, AutoGPT is Other.
- Tags unique to last_layer: chatgpt-prompts, jailbreak, large-language-models, llm-guard.
- Also covers Computer Vision.
When NOT to use last_layer
- Last GitHub push was 719 days ago (dormant maintenance, Jul 26, 2024). Validate activity before betting a new project on last_layer.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
Choose AutoGPT if…
- License: AutoGPT is Other, last_layer is MIT.
- Tags unique to AutoGPT: agentic-ai, agents, ai, artificial-intelligence.
- Also covers AI Agents.
- When you need to rapidly prototype or deploy an autonomous agent using existing language models without deep AI expertise.
When NOT to use AutoGPT
- Avoid if you require absolute control over the underlying AI infrastructure and APIs used by your autonomous agents, as AutoGPT imposes its own framework.
- If your project demands proprietary or specialized models that aren't supported by AutoGPT's API ecosystem (e.g., custom TensorFlow or PyTorch models), consider other tools.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (arekusandr/last_layer) · observed Jul 15, 2026
- GitHub forks (arekusandr/last_layer) · observed Jul 15, 2026
- Last push (arekusandr/last_layer) · observed Jul 26, 2024
- License file (MIT) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (Significant-Gravitas/AutoGPT) · observed Jul 11, 2026
- GitHub forks (Significant-Gravitas/AutoGPT) · observed Jul 11, 2026
- Last push (Significant-Gravitas/AutoGPT) · observed Jul 11, 2026
- License file (Other) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: last_layer 129 · AutoGPT 185k (synced Jul 15, 2026).
Common questions
- What is the difference between last_layer and AutoGPT?
- last_layer: Ultra-fast, low latency LLM prompt injection/jailbreak detection ⛓️. AutoGPT: AutoGPT is the vision of accessible AI for everyone, to use and to build on.. See the comparison table for live GitHub stats and shared categories.
- When should I choose last_layer over AutoGPT?
- Choose last_layer over AutoGPT when License: last_layer is MIT, AutoGPT is Other; Tags unique to last_layer: chatgpt-prompts, jailbreak, large-language-models, llm-guard; Also covers Computer Vision.
- When should I choose AutoGPT over last_layer?
- Choose AutoGPT over last_layer when License: AutoGPT is Other, last_layer is MIT; Tags unique to AutoGPT: agentic-ai, agents, ai, artificial-intelligence; Also covers AI Agents; When you need to rapidly prototype or deploy an autonomous agent using existing language models without deep AI expertise.
- When should I avoid last_layer?
- Last GitHub push was 719 days ago (dormant maintenance, Jul 26, 2024). Validate activity before betting a new project on last_layer. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- When should I avoid AutoGPT?
- Avoid if you require absolute control over the underlying AI infrastructure and APIs used by your autonomous agents, as AutoGPT imposes its own framework. If your project demands proprietary or specialized models that aren't supported by AutoGPT's API ecosystem (e.g., custom TensorFlow or PyTorch models), consider other tools.
- Is last_layer or AutoGPT more popular on GitHub?
- AutoGPT has more GitHub stars (185,464 vs 129). Stars measure visibility, not whether either tool fits your constraints.
- Are last_layer and AutoGPT open source?
- Yes - both are open-source projects on GitHub (last_layer: MIT, AutoGPT: Other).
- Where can I find alternatives to last_layer or AutoGPT?
- GraphCanon lists graph-backed alternatives at last_layer alternatives and AutoGPT alternatives (last_layer markdown twin, AutoGPT 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, last_layer or AutoGPT?
- last_layer: Dormant. AutoGPT: 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 last_layer and AutoGPT?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: last_layer trust report; AutoGPT trust report.