Eval directory
Evals for n8n
8 evaluation packs covering adversarial robustness, safety gates, workflow quality, and operator-level checks for n8n AI products.
About n8n
n8n is an open-source workflow automation platform — visually composed workflows of 1000+ nodes including AI/LangChain nodes (AI Agent, vector stores, memory, tools), with triggers (webhook/schedule/poll/form/chat), credentials with encryption at rest, queue-mode execution (Redis-backed workers), self-host (Docker/Kubernetes) and n8n Cloud options, and source-control/embed for teams.
How complete this published benchmark library is across datasets, metrics, rubrics, use-case maps, and pack context. This is library coverage, not an agent performance score.
Test datasets
8/8 packs
Scoring metrics
0/8 packs
Judge rubrics
8/8 packs
Use-case maps
0/8 packs
Pack context
8/8 packs
Available eval packs for n8n
8 packs ready to run.
Ai Langchain Nodes
Evaluates n8n's AI / LangChain Nodes across 9 scenario-based test cases, each graded against an expected-behavior rubric by an LLM judge, from Corsac's Workflow Automation eval coverage.
Credentials And Auth
Evaluates n8n's Credentials & Auth across 9 scenario-based test cases, each graded against an expected-behavior rubric by an LLM judge, from Corsac's Workflow Automation eval coverage.
Execution Engine Queue Mode And Scaling
Evaluates n8n's Execution Engine, Queue Mode & Scaling across 9 scenario-based test cases, each graded against an expected-behavior rubric by an LLM judge, from Corsac's Workflow Automation eval coverage.
Safety Rbac Compliance And Governance
Evaluates n8n's Safety, RBAC, Compliance & Governance across 10 scenario-based test cases, each graded against an expected-behavior rubric by an LLM judge, from Corsac's Workflow Automation eval coverage.
Self Host Cloud And Embed
Evaluates n8n's Self-host, Cloud & Embed across 9 scenario-based test cases, each graded against an expected-behavior rubric by an LLM judge, from Corsac's Workflow Automation eval coverage.
Triggers
Evaluates n8n's Triggers across 9 scenario-based test cases, each graded against an expected-behavior rubric by an LLM judge, from Corsac's Workflow Automation eval coverage.
Workflows And Nodes
Evaluates n8n's Workflows & Nodes across 9 scenario-based test cases, each graded against an expected-behavior rubric by an LLM judge, from Corsac's Workflow Automation eval coverage.
Workflows As Code And Api
Evaluates n8n's Workflows-as-Code & API across 9 scenario-based test cases, each graded against an expected-behavior rubric by an LLM judge, from Corsac's Workflow Automation eval coverage.
Why eval n8n AI
n8n's AI features ship behind brand promises about accuracy, safety, and reliability. Buyers and integrators need to know those promises hold up under adversarial prompts, edge-case workflows, and the long tail of real customer inputs — not just the demo path.
The Corsac eval library for n8n measures four dimensions teams care about most when deploying ai platform agents:
- Adversarial robustness — does the agent resist prompt injection, jailbreaks, and social-engineering attempts?
- Workflow quality— does it complete the task buyers were shown in the demo, on inputs that don't look like the demo?
- Safety gates — does it escalate or refuse when it should, and only then?
- Operator quality — does it preserve analyst trust by surfacing the right context at the right time?
Every eval pack above is hand-authored against n8n's public product surface and runnable in Corsac with your own data.