Comparison
future-agi vs radicalbit-ai-monitoring
Verdict
Pick future-agi if future-AGI is an open-source platform for evaluating and observing LLM and AI agent applications, offering features like tracing, evaluations, simulations, and guardrails. It is self-hostable and supports deployment via,; pick radicalbit-ai-monitoring if radicalbit-ai-monitoring provides a Docker Compose-based platform for monitoring AI models in production with support for K3s and Spark job deployments.
Markdown twin · future-agi alternatives · radicalbit-ai-monitoring alternatives
GraphCanon updated Sep 20, 2026
vs
Trust & integrity
| Signal | future-agi | radicalbit-ai-monitoring |
|---|---|---|
| Maintenance | Very active (0d since push) As of Sep 18, 2026 · github_public_v1 | Steady (86d since push) As of Sep 10, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Sep 18, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 10, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Sep 18, 2026 · osv@v1 | No lockfile (source not queried) As of Jul 15, 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
- future-agi
- Open-source, end-to-end platform for evaluating, observing, and improving LLM and AI agent applications
- radicalbit-ai-monitoring
- Comprehensive solution for AI model monitoring in production
Stars
- future-agi
- 2.0k
- radicalbit-ai-monitoring
- 92
Forks
- future-agi
- 627
- radicalbit-ai-monitoring
- 11
Open issues
- future-agi
- 961
- radicalbit-ai-monitoring
- 16
Language
- future-agi
- Python
- radicalbit-ai-monitoring
- Python
Adopt for
- future-agi
- Future-AGI is an open-source platform for evaluating and observing LLM and AI agent applications, offering features like tracing, evaluations, simulations, and guardrails. It is self-hostable and supports deployment via,
- radicalbit-ai-monitoring
- radicalbit-ai-monitoring provides a Docker Compose-based platform for monitoring AI models in production with support for K3s and Spark job deployments.
Persona
- future-agi
- -
- radicalbit-ai-monitoring
- -
Runtime
- future-agi
- -
- radicalbit-ai-monitoring
- -
License
- future-agi
- Apache License 2.0, allowing for free use, modification, and distribution of the software, with the condition that any derivative works also be licensed under the same terms.
- radicalbit-ai-monitoring
- This tool uses the Apache-2.0 license, allowing use in both open-source and commercial applications provided you comply with its terms.
Last pushed
- future-agi
- Sep 18, 2026
- radicalbit-ai-monitoring
- Jun 15, 2026
Categories
- future-agi
- AI Agents, Evaluation & Observability, LLM Frameworks
- radicalbit-ai-monitoring
- Evaluation & Observability
Trust and health
Maintenance
- future-agi
- Very active (96%)
- radicalbit-ai-monitoring
- Steady (60%)
Days since push
- future-agi
- 0d
- radicalbit-ai-monitoring
- 86d
Open issues (now)
- future-agi
- 961
- radicalbit-ai-monitoring
- 16
Stars delta
- future-agi
- +473 (30d)
- radicalbit-ai-monitoring
- +9 (30d)
Open issues delta
- future-agi
- +365 (30d)
- radicalbit-ai-monitoring
- 0 (30d)
Full report
- future-agi
- Trust report
- radicalbit-ai-monitoring
- Trust report
Choose future-agi if…
- Pricing: The core platform is free and open-source under the Apache License 2.0. However, for managed services or additional support, contact sales for pricing..
- Requirements: Min 4 GB RAM; Requires Docker; Future-AGI requires Docker for deployment, with support for Docker Compose and upcoming Kubernetes and Helm support.; For production environments, a setup script is provided to generate secrets and pin image tags, ensuring a secure and reproducible deployment..
- Tags unique to future-agi: ai-agents, ai-evals, ai-gateway, ai-optimization.
- Also covers AI Agents, LLM Frameworks.
- future-agi ships Docker support for self-hosted deployment.
- You need a self-hostable solution that does not phone home, ensuring full control over your data and evaluation logic.
When NOT to use future-agi
- You require immediate Kubernetes or Helm support, as these are not yet available, though they are in development.
- You are seeking a managed service or a solution available through AWS Marketplace, as these options are not yet available, though they are planned for the future.
- Your project is in a highly dynamic environment where frequent updates and vendor support are critical, as Future-AGI is a community-driven project with a focus on self-hosting and open-source.
Choose radicalbit-ai-monitoring if…
- Requirements: Requires Docker Compose for local deployment setup and K3s support to deploy Spark jobs..
- Tags unique to radicalbit-ai-monitoring: ai-monitoring, data-drift, machine-learning-engineering, ml-observability.
- When you require a comprehensive solution that supports both machine learning observability and data drift detection deployed through Docker Compose setup.
When NOT to use radicalbit-ai-monitoring
- When your deployment does not support or plan to avoid using Docker Compose and K3s for running Spark jobs.
- In cases where a more specific solution is needed that focuses solely on one aspect of observability, rather than this comprehensive approach with AI model monitoring.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (future-agi/future-agi) · observed Sep 20, 2026
- GitHub forks (future-agi/future-agi) · observed Sep 20, 2026
- Last push (future-agi/future-agi) · observed Sep 18, 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 (radicalbit/radicalbit-ai-monitoring) · observed Sep 20, 2026
- GitHub forks (radicalbit/radicalbit-ai-monitoring) · observed Sep 20, 2026
- Last push (radicalbit/radicalbit-ai-monitoring) · observed Jun 15, 2026
- License file (Apache-2.0) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: future-agi 2.0k · radicalbit-ai-monitoring 92 (synced Sep 20, 2026).
Common questions
- What is the difference between future-agi and radicalbit-ai-monitoring?
- future-agi: Open-source, end-to-end platform for evaluating, observing, and improving LLM and AI agent applications. radicalbit-ai-monitoring: Comprehensive solution for AI model monitoring in production. See the comparison table for live GitHub stats and shared categories.
- When should I choose future-agi over radicalbit-ai-monitoring?
- Choose future-agi over radicalbit-ai-monitoring when Pricing: The core platform is free and open-source under the Apache License 2.0. However, for managed services or additional support, contact sales for pricing.; Requirements: Min 4 GB RAM; Requires Docker; Future-AGI requires Docker for deployment, with support for Docker Compose and upcoming Kubernetes and Helm support.; For production environments, a setup script is provided to generate secrets and pin image tags, ensuring a secure and reproducible deployment.; Tags unique to future-agi: ai-agents, ai-evals, ai-gateway, ai-optimization; Also covers AI Agents, LLM Frameworks; future-agi ships Docker support for self-hosted deployment; You need a self-hostable solution that does not phone home, ensuring full control over your data and evaluation logic.
- When should I choose radicalbit-ai-monitoring over future-agi?
- Choose radicalbit-ai-monitoring over future-agi when Requirements: Requires Docker Compose for local deployment setup and K3s support to deploy Spark jobs.; Tags unique to radicalbit-ai-monitoring: ai-monitoring, data-drift, machine-learning-engineering, ml-observability; When you require a comprehensive solution that supports both machine learning observability and data drift detection deployed through Docker Compose setup.
- When should I avoid future-agi?
- You require immediate Kubernetes or Helm support, as these are not yet available, though they are in development. You are seeking a managed service or a solution available through AWS Marketplace, as these options are not yet available, though they are planned for the future. Your project is in a highly dynamic environment where frequent updates and vendor support are critical, as Future-AGI is a community-driven project with a focus on self-hosting and open-source.
- When should I avoid radicalbit-ai-monitoring?
- When your deployment does not support or plan to avoid using Docker Compose and K3s for running Spark jobs. In cases where a more specific solution is needed that focuses solely on one aspect of observability, rather than this comprehensive approach with AI model monitoring.
- Is future-agi or radicalbit-ai-monitoring more popular on GitHub?
- future-agi has more GitHub stars (2,032 vs 92). Stars measure visibility, not whether either tool fits your constraints.
- Are future-agi and radicalbit-ai-monitoring open source?
- Yes - both are open-source projects on GitHub (future-agi: Apache-2.0, radicalbit-ai-monitoring: Apache-2.0).
- Where can I find alternatives to future-agi or radicalbit-ai-monitoring?
- GraphCanon lists graph-backed alternatives at future-agi alternatives and radicalbit-ai-monitoring alternatives (future-agi markdown twin, radicalbit-ai-monitoring 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, future-agi or radicalbit-ai-monitoring?
- future-agi: Very active. radicalbit-ai-monitoring: 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 future-agi and radicalbit-ai-monitoring?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: future-agi trust report; radicalbit-ai-monitoring trust report.