Comparison
last_layer vs LocalAI
Verdict
Pick last_layer when last_layer is primarily Python; LocalAI is Go; pick LocalAI when localAI is primarily Go; last_layer is Python.
Markdown twin · last_layer alternatives · LocalAI alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | last_layer | LocalAI |
|---|---|---|
| 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 · Personal 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 ⛓️
- LocalAI
- Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.
Stars
- last_layer
- 129
- LocalAI
- 47k
Forks
- last_layer
- 4
- LocalAI
- 4.2k
Open issues
- last_layer
- 13
- LocalAI
- 207
Language
- last_layer
- Python
- LocalAI
- Go
Adopt for
- last_layer
- -
- LocalAI
- LocalAI is an open-source AI engine that supports the deployment of various models including LLMs and applications related to vision and audio across multiple hardware types without needing a GPU.
Persona
- last_layer
- -
- LocalAI
- -
Runtime
- last_layer
- -
- LocalAI
- -
License
- last_layer
- MIT
- LocalAI
- MIT
Last pushed
- last_layer
- Jul 26, 2024
- LocalAI
- Jul 11, 2026
Categories
- last_layer
- Computer Vision, LLM Frameworks
- LocalAI
- Computer Vision, LLM Frameworks, Speech & Audio
Trust and health
Maintenance
- last_layer
- Dormant (18%)
- LocalAI
- Very active (96%)
Days since push
- last_layer
- 719d
- LocalAI
- 0d
Open issues (now)
- last_layer
- 13
- LocalAI
- 207
OSV dependency advisories
- last_layer
- Published findings
- LocalAI
- No lockfile (source not queried)
Full report
- last_layer
- Trust report
- LocalAI
- Trust report
Choose last_layer if…
- last_layer is primarily Python; LocalAI is Go.
- Tags unique to last_layer: chatgpt-prompts, jailbreak, large-language-models, llm-guard.
- Leaner open-issue backlog (13).
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 LocalAI if…
- LocalAI is primarily Go; last_layer is Python.
- Pricing: As an open-source project under the MIT license, it is free to use and distribute..
- Tags unique to LocalAI: agents, ai, api, audio generation.
- Also covers Speech & Audio.
- LocalAI ships Docker support for self-hosted deployment.
- Use LocalAI when you need model flexibility, as it can run different types of models (LLMs, computer vision, speech & audio) on any type of hardware.
When NOT to use LocalAI
- Avoid LocalAI if you need to leverage GPU-specific optimizations for performance acceleration as it promotes no-GPU usage, potentially sacrificing speed for accessibility.
- Do not use LocalAI where specific language runtime environments are required that do not align with Go (the language in which LocalAI is written).
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 (mudler/LocalAI) · observed Jul 11, 2026
- GitHub forks (mudler/LocalAI) · observed Jul 11, 2026
- Last push (mudler/LocalAI) · observed Jul 11, 2026
- License file (MIT) · 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 · LocalAI 47k (synced Jul 15, 2026).
Common questions
- What is the difference between last_layer and LocalAI?
- last_layer: Ultra-fast, low latency LLM prompt injection/jailbreak detection ⛓️. LocalAI: Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.. See the comparison table for live GitHub stats and shared categories.
- When should I choose last_layer over LocalAI?
- Choose last_layer over LocalAI when last_layer is primarily Python; LocalAI is Go; Tags unique to last_layer: chatgpt-prompts, jailbreak, large-language-models, llm-guard; Leaner open-issue backlog (13).
- When should I choose LocalAI over last_layer?
- Choose LocalAI over last_layer when LocalAI is primarily Go; last_layer is Python; Pricing: As an open-source project under the MIT license, it is free to use and distribute.; Tags unique to LocalAI: agents, ai, api, audio generation; Also covers Speech & Audio; LocalAI ships Docker support for self-hosted deployment; Use LocalAI when you need model flexibility, as it can run different types of models (LLMs, computer vision, speech & audio) on any type of hardware.
- 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 LocalAI?
- Avoid LocalAI if you need to leverage GPU-specific optimizations for performance acceleration as it promotes no-GPU usage, potentially sacrificing speed for accessibility. Do not use LocalAI where specific language runtime environments are required that do not align with Go (the language in which LocalAI is written).
- Is last_layer or LocalAI more popular on GitHub?
- LocalAI has more GitHub stars (47,477 vs 129). Stars measure visibility, not whether either tool fits your constraints.
- Are last_layer and LocalAI open source?
- Yes - both are open-source projects on GitHub (last_layer: MIT, LocalAI: MIT).
- Where can I find alternatives to last_layer or LocalAI?
- GraphCanon lists graph-backed alternatives at last_layer alternatives and LocalAI alternatives (last_layer markdown twin, LocalAI 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 LocalAI?
- last_layer: Dormant. LocalAI: 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 LocalAI?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: last_layer trust report; LocalAI trust report.