Comparison
invariant-gateway vs AutoGPT
Verdict
Pick invariant-gateway when license: invariant-gateway is Apache-2.0, AutoGPT is Other; pick AutoGPT when license: AutoGPT is Other, invariant-gateway is Apache-2.0.
Markdown twin · invariant-gateway alternatives · AutoGPT alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | invariant-gateway | AutoGPT |
|---|---|---|
| Maintenance | Slowing (250d since push) As of today · github_public_v1 | Very active (0d since push) As of 4d · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Organization account As of 4d · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) 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
- invariant-gateway
- LLM proxy to observe and debug what your AI agents are doing.
- AutoGPT
- AutoGPT is the vision of accessible AI for everyone, to use and to build on.
Stars
- invariant-gateway
- 76
- AutoGPT
- 185k
Forks
- invariant-gateway
- 9
- AutoGPT
- 46k
Open issues
- invariant-gateway
- 1
- AutoGPT
- 494
Language
- invariant-gateway
- Python
- AutoGPT
- Python
Adopt for
- invariant-gateway
- -
- AutoGPT
- AutoGPT is a Python-based tool for creating accessible autonomous AI agents that can leverage various LLM APIs including OpenAI's GPT and Anthropic's Claude.
Persona
- invariant-gateway
- -
- AutoGPT
- -
Runtime
- invariant-gateway
- -
- AutoGPT
- -
License
- invariant-gateway
- Apache-2.0
- AutoGPT
- Other
Last pushed
- invariant-gateway
- Nov 6, 2025
- AutoGPT
- Jul 11, 2026
Categories
- invariant-gateway
- AI Agents, Computer Vision, LLM Frameworks
- AutoGPT
- AI Agents, LLM Frameworks
Trust and health
Maintenance
- invariant-gateway
- Slowing (36%)
- AutoGPT
- Very active (96%)
Days since push
- invariant-gateway
- 250d
- AutoGPT
- 0d
Open issues (now)
- invariant-gateway
- 1
- AutoGPT
- 494
Full report
- invariant-gateway
- Trust report
- AutoGPT
- Trust report
Choose invariant-gateway if…
- License: invariant-gateway is Apache-2.0, AutoGPT is Other.
- Tags unique to invariant-gateway: ai-agents, debugging, guardrails, observability.
- Also covers Computer Vision.
When NOT to use invariant-gateway
- Last GitHub push was 251 days ago (slowing maintenance, Nov 6, 2025). Validate activity before betting a new project on invariant-gateway.
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
Choose AutoGPT if…
- License: AutoGPT is Other, invariant-gateway is Apache-2.0.
- Tags unique to AutoGPT: agentic-ai, agents, ai, artificial-intelligence.
- When you need to rapidly prototype or deploy an autonomous agent using existing language models without deep AI expertise.
When NOT to use AutoGPT
- Avoid if you require absolute control over the underlying AI infrastructure and APIs used by your autonomous agents, as AutoGPT imposes its own framework.
- If your project demands proprietary or specialized models that aren't supported by AutoGPT's API ecosystem (e.g., custom TensorFlow or PyTorch models), consider other tools.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (invariantlabs-ai/invariant-gateway) · observed Jul 15, 2026
- GitHub forks (invariantlabs-ai/invariant-gateway) · observed Jul 15, 2026
- Last push (invariantlabs-ai/invariant-gateway) · observed Nov 6, 2025
- License file (Apache-2.0) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (Significant-Gravitas/AutoGPT) · observed Jul 11, 2026
- GitHub forks (Significant-Gravitas/AutoGPT) · observed Jul 11, 2026
- Last push (Significant-Gravitas/AutoGPT) · observed Jul 11, 2026
- License file (Other) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: invariant-gateway 76 · AutoGPT 185k (synced Jul 15, 2026).
Common questions
- What is the difference between invariant-gateway and AutoGPT?
- invariant-gateway: LLM proxy to observe and debug what your AI agents are doing.. AutoGPT: AutoGPT is the vision of accessible AI for everyone, to use and to build on.. See the comparison table for live GitHub stats and shared categories.
- When should I choose invariant-gateway over AutoGPT?
- Choose invariant-gateway over AutoGPT when License: invariant-gateway is Apache-2.0, AutoGPT is Other; Tags unique to invariant-gateway: ai-agents, debugging, guardrails, observability; Also covers Computer Vision.
- When should I choose AutoGPT over invariant-gateway?
- Choose AutoGPT over invariant-gateway when License: AutoGPT is Other, invariant-gateway is Apache-2.0; Tags unique to AutoGPT: agentic-ai, agents, ai, artificial-intelligence; When you need to rapidly prototype or deploy an autonomous agent using existing language models without deep AI expertise.
- When should I avoid invariant-gateway?
- Last GitHub push was 251 days ago (slowing maintenance, Nov 6, 2025). Validate activity before betting a new project on invariant-gateway. AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- When should I avoid AutoGPT?
- Avoid if you require absolute control over the underlying AI infrastructure and APIs used by your autonomous agents, as AutoGPT imposes its own framework. If your project demands proprietary or specialized models that aren't supported by AutoGPT's API ecosystem (e.g., custom TensorFlow or PyTorch models), consider other tools.
- Is invariant-gateway or AutoGPT more popular on GitHub?
- AutoGPT has more GitHub stars (185,464 vs 76). Stars measure visibility, not whether either tool fits your constraints.
- Are invariant-gateway and AutoGPT open source?
- Yes - both are open-source projects on GitHub (invariant-gateway: Apache-2.0, AutoGPT: Other).
- Where can I find alternatives to invariant-gateway or AutoGPT?
- GraphCanon lists graph-backed alternatives at invariant-gateway alternatives and AutoGPT alternatives (invariant-gateway markdown twin, AutoGPT 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, invariant-gateway or AutoGPT?
- invariant-gateway: Slowing. AutoGPT: 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 invariant-gateway and AutoGPT?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: invariant-gateway trust report; AutoGPT trust report.