--- title: "audited-change-gate vs evidently" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/christoansek-audited-change-gate-vs-evidentlyai-evidently" tools: ["christoansek-audited-change-gate", "evidentlyai-evidently"] --- # audited-change-gate vs evidently *GraphCanon updated Jul 15, 2026* ## Verdict Pick audited-change-gate if audited-change-gate automates proof-carrying change management for AIOps, ensuring autonomous agents can safely apply infrastructure changes with rollback guarantees; pick evidently if evidently provides comprehensive observability across a wide range of data types and metrics, particularly suited for integration with Jupyter Notebook environments. [audited-change-gate](https://github.com/ChristoAnsek/audited-change-gate) reports 151 GitHub stars, 0 forks, and 0 open issues, last pushed Jul 15, 2026. [evidently](https://discord.gg/xZjKRaNp8b) has 7.7k stars, 877 forks, and 284 open issues, last pushed May 2, 2026. Figures are from public GitHub metadata via [audited-change-gate's repository](https://github.com/ChristoAnsek/audited-change-gate) and [evidently's repository](https://github.com/evidentlyai/evidently). | | [audited-change-gate](/tools/christoansek-audited-change-gate.md) | [evidently](/tools/evidentlyai-evidently.md) | | --- | --- | --- | | Tagline | Automated Change Management for AIOps | An open-source ML and LLM observability framework. | | Stars | 151 | 7,693 | | Forks | 0 | 877 | | Open issues | 0 | 284 | | Language | HTML | Jupyter Notebook | | Adopt for | audited-change-gate automates proof-carrying change management for AIOps, ensuring autonomous agents can safely apply infrastructure changes with rollback guarantees. | Evidently provides comprehensive observability across a wide range of data types and metrics, particularly suited for integration with Jupyter Notebook environments. | | Persona | - | - | | Runtime | - | - | | License | - | Apache-2.0 | | Categories | AI Agents, Evaluation & Observability | Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [audited-change-gate](/tools/christoansek-audited-change-gate.md) | [evidently](/tools/evidentlyai-evidently.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Steady (60%) | | Days since push | 0d | 73d | | Open issues (now) | 0 | 284 | | Owner type | User | Organization | | Full report | [trust report](/tools/christoansek-audited-change-gate/trust.md) | [trust report](/tools/evidentlyai-evidently/trust.md) | ## Decision facts: audited-change-gate - **Adopt for:** audited-change-gate automates proof-carrying change management for AIOps, ensuring autonomous agents can safely apply infrastructure changes with rollback guarantees. ## Decision facts: evidently - **Adopt for:** Evidently provides comprehensive observability across a wide range of data types and metrics, particularly suited for integration with Jupyter Notebook environments. ## Choose when ### Choose audited-change-gate if… - audited-change-gate is primarily HTML; evidently is Jupyter Notebook. - Tags unique to audited-change-gate: agentic-ai, ai-agents, ai-safety, change-management. - Also covers AI Agents. - - You require automated validation and execution of infrastructure changes by authorized AI agents ### Choose evidently if… - evidently is primarily Jupyter Notebook; audited-change-gate is HTML. - Tags unique to evidently: data-drift, data-quality, data-validation, gen-ai. - Integrating into projects using Jupyter Notebooks where detailed observability is needed ## When NOT to use audited-change-gate - - If your infrastructure changes need real-time human approval beyond automated checks - - For environments where change immutability is preferred over mutable and reversible states ## When NOT to use evidently - For developers preferring non-Jupyter based development environments - Projects needing fewer, simpler monitoring tools without extensive metric support ## Common questions ### What is the difference between audited-change-gate and evidently? audited-change-gate: Automated Change Management for AIOps. evidently: An open-source ML and LLM observability framework.. See the comparison table for live GitHub stats and shared categories. ### When should I choose audited-change-gate over evidently? Choose audited-change-gate over evidently when audited-change-gate is primarily HTML; evidently is Jupyter Notebook; Tags unique to audited-change-gate: agentic-ai, ai-agents, ai-safety, change-management; Also covers AI Agents; - You require automated validation and execution of infrastructure changes by authorized AI agents. ### When should I choose evidently over audited-change-gate? Choose evidently over audited-change-gate when evidently is primarily Jupyter Notebook; audited-change-gate is HTML; Tags unique to evidently: data-drift, data-quality, data-validation, gen-ai; Integrating into projects using Jupyter Notebooks where detailed observability is needed. ### When should I avoid audited-change-gate? - If your infrastructure changes need real-time human approval beyond automated checks - For environments where change immutability is preferred over mutable and reversible states ### When should I avoid evidently? For developers preferring non-Jupyter based development environments Projects needing fewer, simpler monitoring tools without extensive metric support ### Is audited-change-gate or evidently more popular on GitHub? evidently has more GitHub stars (7,693 vs 151). Stars measure visibility, not whether either tool fits your constraints. ### Are audited-change-gate and evidently open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to audited-change-gate or evidently? GraphCanon lists graph-backed alternatives at [audited-change-gate alternatives](/tools/christoansek-audited-change-gate/alternatives) and [evidently alternatives](/tools/evidentlyai-evidently/alternatives) ([audited-change-gate markdown twin](/tools/christoansek-audited-change-gate/alternatives.md), [evidently markdown twin](/tools/evidentlyai-evidently/alternatives.md)), 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](/compare/christoansek-audited-change-gate-vs-evidentlyai-evidently.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, audited-change-gate or evidently? audited-change-gate: Very active. evidently: 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 audited-change-gate and evidently? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [audited-change-gate trust report](/tools/christoansek-audited-change-gate/trust); [evidently trust report](/tools/evidentlyai-evidently/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=christoansek-audited-change-gate`](/api/graphcanon/graph?tool=christoansek-audited-change-gate) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_