II.
Tool JSON
Structured · livetool:ragas
Ragas json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "tool:ragas",
"_kind": "Tool",
"_file": "domain/tools/tools-testing-frontend-aiml.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Ragas",
"homepageUrl": "https://github.com/explodinggradients/ragas",
"kind": "other",
"description": "Open-source framework for evaluating Retrieval-Augmented Generation (RAG)\npipelines with reference-free metrics such as faithfulness, answer\nrelevancy, context precision, and context recall. Generates synthetic\ntest datasets automatically and integrates with LangSmith, Langfuse, and\nother observability backends for continuous quality monitoring.\n"
},
"outgoingEdges": [
{
"from": "tool:ragas",
"to": "language:python",
"kind": "belongs_to_language"
},
{
"from": "tool:ragas",
"to": "skill-area:ai-evaluation",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:ragas",
"to": "skill-area:retrieval-augmented-generation",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:ragas",
"to": "skill-area:ai-evaluation",
"kind": "used_for"
},
{
"from": "tool:ragas",
"to": "tool:langsmith",
"kind": "alternative_to",
"attributes": {
"comparison": "LLM evaluation — Ragas focuses on RAG metrics; LangSmith is full observability"
}
},
{
"from": "tool:ragas",
"to": "tool:langfuse",
"kind": "alternative_to",
"attributes": {
"comparison": "LLM evaluation — Ragas focuses on RAG metrics; Langfuse is full observability"
}
},
{
"from": "tool:ragas",
"to": "tool:braintrust-proxy",
"kind": "alternative_to",
"attributes": {
"comparison": "LLM evaluation platforms"
}
}
],
"incomingEdges": [
{
"from": "tool:braintrust-proxy",
"to": "tool:ragas",
"kind": "alternative_to",
"attributes": {
"comparison": "LLM evaluation platforms"
}
},
{
"from": "tool:langsmith",
"to": "tool:ragas",
"kind": "alternative_to",
"attributes": {
"comparison": "LLM evaluation — LangSmith is full observability; Ragas focuses on RAG metrics"
}
},
{
"from": "tool:langfuse",
"to": "tool:ragas",
"kind": "alternative_to",
"attributes": {
"comparison": "LLM evaluation — Langfuse is full observability; Ragas focuses on RAG metrics"
}
}
]
}