Comparison
agentwatch vs invariant-gateway
Verdict
Pick agentwatch if agentwatch is an AI observability framework for monitoring and optimizing cybersecurity and large language model operations with comprehensive insights into agent interactions; pick invariant-gateway if the invariant-gateway is an observability proxy crafted for Python-based AI agents running under LLMs, offering robust debugging and guardrail implementations.
Markdown twin · agentwatch alternatives · invariant-gateway alternatives
GraphCanon updated Sep 20, 2026
19views this month
vs
Trust & integrity
| Signal | agentwatch | invariant-gateway |
|---|---|---|
| Maintenance | Dormant (483d since push) As of Sep 10, 2026 · github_public_v1 | Slowing (310d since push) As of Sep 13, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Sep 10, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 13, 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 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
- agentwatch
- A powerful AI observability framework for monitoring and optimizing AI-driven applications.
- invariant-gateway
- LLM proxy for observing and debugging AI agent activities
Stars
- agentwatch
- 125
- invariant-gateway
- 80
Forks
- agentwatch
- 11
- invariant-gateway
- 9
Open issues
- agentwatch
- 0
- invariant-gateway
- 1
Language
- agentwatch
- Python
- invariant-gateway
- Python
Adopt for
- agentwatch
- Agentwatch is an AI observability framework for monitoring and optimizing cybersecurity and large language model operations with comprehensive insights into agent interactions.
- invariant-gateway
- The invariant-gateway is an observability proxy crafted for Python-based AI agents running under LLMs, offering robust debugging and guardrail implementations.
Persona
- agentwatch
- -
- invariant-gateway
- -
Runtime
- agentwatch
- -
- invariant-gateway
- -
License
- agentwatch
- Apache-2.0
- invariant-gateway
- Apache-2.0
Last pushed
- agentwatch
- May 14, 2025
- invariant-gateway
- Nov 6, 2025
Categories
- agentwatch
- AI Agents, Evaluation & Observability
- invariant-gateway
- AI Agents, Evaluation & Observability
Trust and health
Maintenance
- agentwatch
- Dormant (18%)
- invariant-gateway
- Slowing (36%)
Days since push
- agentwatch
- 483d
- invariant-gateway
- 310d
Open issues (now)
- agentwatch
- 0
- invariant-gateway
- 1
Stars delta
- agentwatch
- +3 (30d)
- invariant-gateway
- +2 (30d)
Full report
- agentwatch
- Trust report
- invariant-gateway
- Trust report
Choose agentwatch if…
- Tags unique to agentwatch: agent, agentic-ai, cybersecurity, large-language-models.
- When your focus is on monitoring and analyzing AI-driven applications, especially those involving cybersecurity and large language models
- More GitHub stars (125 vs 80) - visibility, not fit.
When NOT to use agentwatch
- For scenarios where the user interface aspect of observability is not preferred or required, as Agentwatch emphasizes an intuitive UI for insight into AI operations
- When prioritizing support for non-Python environments since Agentwatch is specifically developed in Python and could limit usability in other ecosystems
Choose invariant-gateway if…
- Tags unique to invariant-gateway: ai-agents, debugging, guardrails, llm.
- If you are working on Python-based projects and need detailed monitoring of AI agent activities to enhance security or compliance;
- More recently updated (last pushed Nov 6, 2025).
When NOT to use invariant-gateway
- In scenarios where the programming language used is not Python, given that invariant-gateway is specifically designed for Python-based applications;
- For organizations that do not require sophisticated guardrails or observability features when dealing with their AI agents' operations;
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (cyberark/agentwatch) · observed Sep 20, 2026
- GitHub forks (cyberark/agentwatch) · observed Sep 20, 2026
- Last push (cyberark/agentwatch) · observed May 14, 2025
- 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 (invariantlabs-ai/invariant-gateway) · observed Sep 20, 2026
- GitHub forks (invariantlabs-ai/invariant-gateway) · observed Sep 20, 2026
- Last push (invariantlabs-ai/invariant-gateway) · observed Nov 6, 2025
- 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: agentwatch 125 · invariant-gateway 80 (synced Sep 20, 2026).
Common questions
- What is the difference between agentwatch and invariant-gateway?
- agentwatch: A powerful AI observability framework for monitoring and optimizing AI-driven applications.. invariant-gateway: LLM proxy for observing and debugging AI agent activities. See the comparison table for live GitHub stats and shared categories.
- When should I choose agentwatch over invariant-gateway?
- Choose agentwatch over invariant-gateway when Tags unique to agentwatch: agent, agentic-ai, cybersecurity, large-language-models; When your focus is on monitoring and analyzing AI-driven applications, especially those involving cybersecurity and large language models; More GitHub stars (125 vs 80) - visibility, not fit.
- When should I choose invariant-gateway over agentwatch?
- Choose invariant-gateway over agentwatch when Tags unique to invariant-gateway: ai-agents, debugging, guardrails, llm; If you are working on Python-based projects and need detailed monitoring of AI agent activities to enhance security or compliance;; More recently updated (last pushed Nov 6, 2025).
- When should I avoid agentwatch?
- For scenarios where the user interface aspect of observability is not preferred or required, as Agentwatch emphasizes an intuitive UI for insight into AI operations When prioritizing support for non-Python environments since Agentwatch is specifically developed in Python and could limit usability in other ecosystems
- When should I avoid invariant-gateway?
- In scenarios where the programming language used is not Python, given that invariant-gateway is specifically designed for Python-based applications; For organizations that do not require sophisticated guardrails or observability features when dealing with their AI agents' operations;
- Is agentwatch or invariant-gateway more popular on GitHub?
- agentwatch has more GitHub stars (125 vs 80). Stars measure visibility, not whether either tool fits your constraints.
- Are agentwatch and invariant-gateway open source?
- Yes - both are open-source projects on GitHub (agentwatch: Apache-2.0, invariant-gateway: Apache-2.0).
- Where can I find alternatives to agentwatch or invariant-gateway?
- GraphCanon lists graph-backed alternatives at agentwatch alternatives and invariant-gateway alternatives (agentwatch markdown twin, invariant-gateway 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, agentwatch or invariant-gateway?
- agentwatch: Dormant. invariant-gateway: Slowing. 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 agentwatch and invariant-gateway?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: agentwatch trust report; invariant-gateway trust report.