Comparison
last_layer vs futureagi-sdk
Verdict
Pick last_layer if an ultra-fast Python tool for detecting prompt injections and jailbreak attempts in large language models suitable for projects requiring rapid security evaluations, with low-latency performance; pick futureagi-sdk if futureagi-sdk is a production-grade SDK for AI evaluation, prompt management, and observability, offering automated evaluations with sub-100ms guardrails and support for Python and TypeScript.
Markdown twin · last_layer alternatives · futureagi-sdk alternatives
GraphCanon updated Sep 20, 2026
vs
Trust & integrity
| Signal | last_layer | futureagi-sdk |
|---|---|---|
| Maintenance | Dormant (780d since push) As of Sep 14, 2026 · github_public_v1 | Steady (71d since push) As of Sep 18, 2026 · github_public_v1 |
| Provenance | Not a fork · Personal account As of Sep 14, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 18, 2026 · github_public_v1 |
| OSV dependency advisories | Published findings As of Jul 15, 2026 · osv@v1 | No lockfile (source not queried) As of Sep 18, 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 |
Tagline
- last_layer
- Ultra-fast low latency LLM prompt injection jailbreak detection
- futureagi-sdk
- Production-grade AI evaluation, prompt management & observability SDK
Stars
- last_layer
- 133
- futureagi-sdk
- 51
Forks
- last_layer
- 6
- futureagi-sdk
- 8
Open issues
- last_layer
- 13
- futureagi-sdk
- 4
Language
- last_layer
- Python
- futureagi-sdk
- Python
Adopt for
- last_layer
- An ultra-fast Python tool for detecting prompt injections and jailbreak attempts in large language models suitable for projects requiring rapid security evaluations, with low-latency performance.
- futureagi-sdk
- futureagi-sdk is a production-grade SDK for AI evaluation, prompt management, and observability, offering automated evaluations with sub-100ms guardrails and support for Python and TypeScript.
Persona
- last_layer
- -
- futureagi-sdk
- -
Runtime
- last_layer
- -
- futureagi-sdk
- -
License
- last_layer
- MIT
- futureagi-sdk
- Apache-2.0
Last pushed
- last_layer
- Jul 26, 2024
- futureagi-sdk
- Jul 8, 2026
Categories
- last_layer
- Evaluation & Observability
- futureagi-sdk
- Evaluation & Observability
Trust and health
Maintenance
- last_layer
- Dormant (18%)
- futureagi-sdk
- Steady (60%)
Days since push
- last_layer
- 780d
- futureagi-sdk
- 71d
Open issues (now)
- last_layer
- 13
- futureagi-sdk
- 4
Stars delta
- last_layer
- +2 (30d)
- futureagi-sdk
- +3 (30d)
Open issues delta
- last_layer
- 0 (30d)
- futureagi-sdk
- +1 (30d)
Owner type
- last_layer
- User
- futureagi-sdk
- Organization
OSV dependency advisories
- last_layer
- Published findings
- futureagi-sdk
- No lockfile (source not queried)
Full report
- last_layer
- Trust report
- futureagi-sdk
- Trust report
Choose last_layer if…
- License: last_layer is MIT, futureagi-sdk is Apache-2.0.
- Tags unique to last_layer: chatgpt-prompts, jailbreak, large-language-models, llm-guard.
- When you need fast detection of potential security vulnerabilities due to unauthorized prompt manipulations in real-time scenarios involving LLMs
When NOT to use last_layer
- If your application does not require ultra-low latency detection and can afford slower, potentially more comprehensive security evaluations
- For environments that prefer a broader range of security features beyond prompt injection detection, as last_layer focuses specifically on this aspect with speed in mind
Choose futureagi-sdk if…
- License: futureagi-sdk is Apache-2.0, last_layer is MIT.
- Pricing: The SDK is available under the Apache-2.0 license, which is free to use, but additional services or features may be available on a paid basis..
- Requirements: Min 2 GB RAM; Ensure your development environment supports Python or TypeScript for seamless integration..
- Tags unique to futureagi-sdk: ai, ai-agents, annotations, dataset.
- When you need automated evaluations with sub-100ms guardrails, ensuring fast and efficient performance without the need for human intervention.
When NOT to use futureagi-sdk
- If your project strictly requires a single programming language and does not benefit from the dual support of Python and TypeScript.
- When your evaluation process requires human oversight at every step, as futureagi-sdk is designed for automated evaluations without human-in-the-loop.
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 Sep 20, 2026
- GitHub forks (arekusandr/last_layer) · observed Sep 20, 2026
- Last push (arekusandr/last_layer) · observed Jul 26, 2024
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (future-agi/futureagi-sdk) · observed Sep 20, 2026
- GitHub forks (future-agi/futureagi-sdk) · observed Sep 20, 2026
- Last push (future-agi/futureagi-sdk) · observed Jul 8, 2026
- License file (Apache-2.0) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Sep 18, 2026
- Trust scan (lockfile / OSV) · observed Sep 18, 2026
GitHub stars on cards: last_layer 133 · futureagi-sdk 51 (synced Sep 20, 2026).
Common questions
- What is the difference between last_layer and futureagi-sdk?
- last_layer: Ultra-fast low latency LLM prompt injection jailbreak detection. futureagi-sdk: Production-grade AI evaluation, prompt management & observability SDK. See the comparison table for live GitHub stats and shared categories.
- When should I choose last_layer over futureagi-sdk?
- Choose last_layer over futureagi-sdk when License: last_layer is MIT, futureagi-sdk is Apache-2.0; Tags unique to last_layer: chatgpt-prompts, jailbreak, large-language-models, llm-guard; When you need fast detection of potential security vulnerabilities due to unauthorized prompt manipulations in real-time scenarios involving LLMs.
- When should I choose futureagi-sdk over last_layer?
- Choose futureagi-sdk over last_layer when License: futureagi-sdk is Apache-2.0, last_layer is MIT; Pricing: The SDK is available under the Apache-2.0 license, which is free to use, but additional services or features may be available on a paid basis.; Requirements: Min 2 GB RAM; Ensure your development environment supports Python or TypeScript for seamless integration.; Tags unique to futureagi-sdk: ai, ai-agents, annotations, dataset; When you need automated evaluations with sub-100ms guardrails, ensuring fast and efficient performance without the need for human intervention.
- When should I avoid last_layer?
- If your application does not require ultra-low latency detection and can afford slower, potentially more comprehensive security evaluations For environments that prefer a broader range of security features beyond prompt injection detection, as last_layer focuses specifically on this aspect with speed in mind
- When should I avoid futureagi-sdk?
- If your project strictly requires a single programming language and does not benefit from the dual support of Python and TypeScript. When your evaluation process requires human oversight at every step, as futureagi-sdk is designed for automated evaluations without human-in-the-loop.
- Is last_layer or futureagi-sdk more popular on GitHub?
- last_layer has more GitHub stars (133 vs 51). Stars measure visibility, not whether either tool fits your constraints.
- Are last_layer and futureagi-sdk open source?
- Yes - both are open-source projects on GitHub (last_layer: MIT, futureagi-sdk: Apache-2.0).
- Where can I find alternatives to last_layer or futureagi-sdk?
- GraphCanon lists graph-backed alternatives at last_layer alternatives and futureagi-sdk alternatives (last_layer markdown twin, futureagi-sdk 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 futureagi-sdk?
- last_layer: Dormant. futureagi-sdk: 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 last_layer and futureagi-sdk?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: last_layer trust report; futureagi-sdk trust report.