Comparison
JamAIBase vs future-agi
Verdict
Pick JamAIBase if jamAIBase is an AI development platform built around a collaborative spreadsheet concept, designed for prompt experimentation and real-time LLM evaluation; 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,.
Markdown twin · JamAIBase alternatives · future-agi alternatives
GraphCanon updated Sep 20, 2026
vs
Trust & integrity
| Signal | JamAIBase | future-agi |
|---|---|---|
| Maintenance | Active (16d since push) As of Sep 20, 2026 · github_public_v1 | Very active (0d since push) As of Sep 18, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Sep 20, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 18, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) 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
- JamAIBase
- The collaborative spreadsheet for AI, linking cells into powerful pipelines and facilitating real-time experimentations with prompts and models.
- future-agi
- Open-source, end-to-end platform for evaluating, observing, and improving LLM and AI agent applications
Stars
- JamAIBase
- 1.1k
- future-agi
- 2.0k
Forks
- JamAIBase
- 47
- future-agi
- 627
Open issues
- JamAIBase
- 2
- future-agi
- 961
Language
- JamAIBase
- Python
- future-agi
- Python
Adopt for
- JamAIBase
- JamAIBase is an AI development platform built around a collaborative spreadsheet concept, designed for prompt experimentation and real-time LLM evaluation.
- 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,
Persona
- JamAIBase
- -
- future-agi
- -
Runtime
- JamAIBase
- -
- future-agi
- -
License
- JamAIBase
- Apache-2.0
- 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.
Last pushed
- JamAIBase
- Sep 3, 2026
- future-agi
- Sep 18, 2026
Categories
- JamAIBase
- AI Agents, LLM Frameworks
- future-agi
- AI Agents, Evaluation & Observability, LLM Frameworks
Trust and health
Maintenance
- JamAIBase
- Active (82%)
- future-agi
- Very active (96%)
Days since push
- JamAIBase
- 16d
- future-agi
- 0d
Open issues (now)
- JamAIBase
- 2
- future-agi
- 961
Stars delta
- JamAIBase
- -1 (30d)
- future-agi
- +473 (30d)
Open issues delta
- JamAIBase
- 0 (30d)
- future-agi
- +365 (30d)
Full report
- JamAIBase
- Trust report
- future-agi
- Trust report
Choose JamAIBase if…
- Pricing: ${price_details}.
- Requirements: Requires Python environment; {language}-based programming knowledge; Familiarity with AI model orchestration and prompt design.
- Tags unique to JamAIBase: agents, ai-agents-framework, backend-as-a-service, chatbot.
- Use JamAIBase when you need a team-friendly environment to experiment with various prompts and evaluate responses in real time through interactive spreadsheets.
When NOT to use JamAIBase
- Avoid JamAIBase when you prefer command-line or scripting interfaces over spreadsheet-like visual interfaces for workflow creation and testing.
- Do not use JamAIBase if your team lacks familiarity with spreadsheets, as its interface might not align with preferred development methods.
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 Evaluation & Observability.
- 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.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (EmbeddedLLM/JamAIBase) · observed Sep 20, 2026
- GitHub forks (EmbeddedLLM/JamAIBase) · observed Sep 20, 2026
- Last push (EmbeddedLLM/JamAIBase) · observed Sep 3, 2026
- License file (Apache-2.0) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- 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 on cards: JamAIBase 1.1k · future-agi 2.0k (synced Sep 20, 2026).
Common questions
- What is the difference between JamAIBase and future-agi?
- JamAIBase: The collaborative spreadsheet for AI, linking cells into powerful pipelines and facilitating real-time experimentations with prompts and models.. future-agi: Open-source, end-to-end platform for evaluating, observing, and improving LLM and AI agent applications. See the comparison table for live GitHub stats and shared categories.
- When should I choose JamAIBase over future-agi?
- Choose JamAIBase over future-agi when Pricing: ${price_details}; Requirements: Requires Python environment; {language}-based programming knowledge; Familiarity with AI model orchestration and prompt design; Tags unique to JamAIBase: agents, ai-agents-framework, backend-as-a-service, chatbot; Use JamAIBase when you need a team-friendly environment to experiment with various prompts and evaluate responses in real time through interactive spreadsheets.
- When should I choose future-agi over JamAIBase?
- Choose future-agi over JamAIBase 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 Evaluation & Observability; 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 avoid JamAIBase?
- Avoid JamAIBase when you prefer command-line or scripting interfaces over spreadsheet-like visual interfaces for workflow creation and testing. Do not use JamAIBase if your team lacks familiarity with spreadsheets, as its interface might not align with preferred development methods.
- 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.
- Is JamAIBase or future-agi more popular on GitHub?
- future-agi has more GitHub stars (2,032 vs 1,103). Stars measure visibility, not whether either tool fits your constraints.
- Are JamAIBase and future-agi open source?
- Yes - both are open-source projects on GitHub (JamAIBase: Apache-2.0, future-agi: Apache-2.0).
- Where can I find alternatives to JamAIBase or future-agi?
- GraphCanon lists graph-backed alternatives at JamAIBase alternatives and future-agi alternatives (JamAIBase markdown twin, future-agi 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, JamAIBase or future-agi?
- JamAIBase: Active. future-agi: 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 JamAIBase and future-agi?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: JamAIBase trust report; future-agi trust report.