RagaAI Catalyst

Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view

Data confidence62/100
Source coverage48/100
Publish confidence56/100
Evidence checkedJul 31, 2026

Moderate-confidence page: useful public signals are present, but some evidence sources may be missing or stale.

Evidence Watch

ToolVitals has useful public signals for RagaAI Catalyst, but not enough evidence to publish a strong verdict score yet.

GitHub source62/100 data confidence
About this tool

What ToolVitals knows about RagaAI Catalyst

Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view

This tool has an OSI-approved open-source license signal.

Useful public signals are available, but not enough for a strong ToolVitals verdict yet.

Source-visible projectObservabilityOSI-approved OSSEvidence Watch
Repository

GitHub Activity

PY
raga-ai-hub/RagaAI-Catalyst
Primary Language
Python
Commits 30d
0
Commits 90d
0
Default Branch
main
License
Apache-2.0
Repository Status
Active repository
Evidence

Signal Quality

Data Confidence62/100Partial
Source Coverage48/100Partial
Publish Confidence56/100Partial

ConfidenceModerate confidence with some missing public signals.

Zombie RiskNo meaningful zombie signal right now.

How ToolVitals scores work
Openness

License Evidence

Class
OSI-approved OSS
License
Apache-2.0

This tool has an OSI-approved open-source license signal.

Sources

Tracked Sources

Profile

Classification

Category
Monitoring
Use Case
Observability
Openness
OSI-approved OSS
License
Apache-2.0
Tool Mode
Source-visible project
Score Model
Open Source Maintenance
Score Visibility
Evidence Watch
Status
Data Pending
Maintainers

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Tags
open-sourceagentic-aiagentic-ai-developmentagentneoagentsai-agent-monitoringai-application-debuggingai-evaluation-toolsai-performance-optimizationai-tool-interaction-monitoringllm-testingllm-tracingllmopsself-hostedobservabilitymonitoringai-evaluationdebuggingdashboard

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