Comparison
future-agi vs imcodes
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 imcodes if imcodes provides shared context and memory for AI agents with supervised execution across multiple providers like Claude, Codex, Gemini, and OpenAI.
Markdown twin · future-agi alternatives · imcodes alternatives
GraphCanon updated Sep 20, 2026
vs
Trust & integrity
| Signal | future-agi | imcodes |
|---|---|---|
| Maintenance | Very active (0d since push) As of Sep 18, 2026 · github_public_v1 | Very active (0d since push) As of Sep 20, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Sep 18, 2026 · github_public_v1 | Not a fork · Personal account As of Sep 20, 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
- imcodes
- Shared Agent Context & Memory with Supervised Execution
Stars
- future-agi
- 2.0k
- imcodes
- 973
Forks
- future-agi
- 627
- imcodes
- 121
Open issues
- future-agi
- 961
- imcodes
- 2
Language
- future-agi
- Python
- imcodes
- TypeScript
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,
- imcodes
- imcodes provides shared context and memory for AI agents with supervised execution across multiple providers like Claude, Codex, Gemini, and OpenAI.
Persona
- future-agi
- -
- imcodes
- -
Runtime
- future-agi
- -
- imcodes
- -
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.
- imcodes
- Available under the MIT License, permitting free use, modification, distribution, but not liable for any damages or problems derived from its usage.
Last pushed
- future-agi
- Sep 18, 2026
- imcodes
- Sep 20, 2026
Categories
- future-agi
- AI Agents, Evaluation & Observability, LLM Frameworks
- imcodes
- AI Agents, Evaluation & Observability
Trust and health
Open issues (now)
- future-agi
- 961
- imcodes
- 2
Stars delta
- future-agi
- +473 (30d)
- imcodes
- -43 (30d)
Open issues delta
- future-agi
- +365 (30d)
- imcodes
- +2 (30d)
Owner type
- future-agi
- Organization
- imcodes
- User
Full report
- future-agi
- Trust report
- imcodes
- Trust report
Choose future-agi if…
- future-agi is primarily Python; imcodes is TypeScript.
- License: future-agi is Apache-2.0, imcodes is MIT.
- 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-evals, ai-gateway, ai-optimization, ai-simulations.
- Also covers LLM Frameworks.
- 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 imcodes if…
- imcodes is primarily TypeScript; future-agi is Python.
- License: imcodes is MIT, future-agi is Apache-2.0.
- Requirements: Developed using TypeScript, potentially requiring a development team familiar with TypeScript and node.js ecosystems..
- Tags unique to imcodes: automation, claude, codex, cross-agent-audit.
- imcodes ships an MCP server manifest.
- When you need to manage unified memory and context across different AI agent providers for consistent performance evaluation and inter-agent cooperation.
When NOT to use imcodes
- If your project strictly requires proprietary tooling that does not allow cross-provider usage or if you aim to avoid external memory management for security reasons.
- When the integration complexity of supporting multiple providers is a barrier, and you prefer simpler, single-provider solutions with less overhead in terms of setup and maintenance.
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 (im4codes/imcodes) · observed Sep 20, 2026
- GitHub forks (im4codes/imcodes) · observed Sep 20, 2026
- Last push (im4codes/imcodes) · observed Sep 20, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: future-agi 2.0k · imcodes 973 (synced Sep 20, 2026).
Common questions
- What is the difference between future-agi and imcodes?
- future-agi: Open-source, end-to-end platform for evaluating, observing, and improving LLM and AI agent applications. imcodes: Shared Agent Context & Memory with Supervised Execution. See the comparison table for live GitHub stats and shared categories.
- When should I choose future-agi over imcodes?
- Choose future-agi over imcodes when future-agi is primarily Python; imcodes is TypeScript; License: future-agi is Apache-2.0, imcodes is MIT; 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-evals, ai-gateway, ai-optimization, ai-simulations; Also covers LLM Frameworks; You need a self-hostable solution that does not phone home, ensuring full control over your data and evaluation logic.
- When should I choose imcodes over future-agi?
- Choose imcodes over future-agi when imcodes is primarily TypeScript; future-agi is Python; License: imcodes is MIT, future-agi is Apache-2.0; Requirements: Developed using TypeScript, potentially requiring a development team familiar with TypeScript and node.js ecosystems.; Tags unique to imcodes: automation, claude, codex, cross-agent-audit; imcodes ships an MCP server manifest; When you need to manage unified memory and context across different AI agent providers for consistent performance evaluation and inter-agent cooperation.
- 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 imcodes?
- If your project strictly requires proprietary tooling that does not allow cross-provider usage or if you aim to avoid external memory management for security reasons. When the integration complexity of supporting multiple providers is a barrier, and you prefer simpler, single-provider solutions with less overhead in terms of setup and maintenance.
- Is future-agi or imcodes more popular on GitHub?
- future-agi has more GitHub stars (2,032 vs 973). Stars measure visibility, not whether either tool fits your constraints.
- Are future-agi and imcodes open source?
- Yes - both are open-source projects on GitHub (future-agi: Apache-2.0, imcodes: MIT).
- Where can I find alternatives to future-agi or imcodes?
- GraphCanon lists graph-backed alternatives at future-agi alternatives and imcodes alternatives (future-agi markdown twin, imcodes 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 imcodes?
- future-agi: Very active. imcodes: 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 future-agi and imcodes?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: future-agi trust report; imcodes trust report.