Compare frameworks
Ragas vs Agno vs LlamaIndex
Every figure below carries the source that reported it and the moment it was observed. Values that failed validation are withheld rather than shown, and a dash means no source we track carries that field for that framework.
| Field | Ragas | Agno | LlamaIndex |
|---|---|---|---|
| Stars | 16,259Synced from sourceCurrent3h ago | 43,100Synced from sourceCurrent3h ago | 52,842 (highest of the compared values)Synced from sourceCurrent3h ago |
| downloads | — | 520,626 (highest of the compared values)Synced from sourceStale2mo ago· past SLA | 179,093Synced from sourceCurrent3h ago |
| Last commit | 2026-02-24Synced from sourceCurrent3h ago | 2026-11-06Synced from sourceCurrent3h ago | 2026-11-06Synced from sourceCurrent3h ago |
| Language | pythonSeeded, unreviewedwritten 2mo ago | pythonSeeded, unreviewedwritten 2mo ago | pythonSeeded, unreviewedwritten 2mo ago |
| Licence | Apache-2.0Synced from sourceCurrent3h ago | Apache-2.0Synced from sourceCurrent3h ago | MITSynced from sourceCurrent3h ago |
| Archived | noSynced from sourceCurrent3h ago | noSynced from sourceCurrent3h ago | noSynced from sourceCurrent3h ago |
| Category | evaluationSeeded, unreviewedwritten 2mo ago | orchestrationSeeded, unreviewedwritten 2mo ago | ragSeeded, unreviewedwritten 2mo ago |
| Contributors | 246Synced from sourceCurrent3h ago | 626Synced from sourceCurrent3h ago | 2008Synced from sourceCurrent3h ago |
| Forks | 1803Synced from sourceCurrent3h ago | 6260Synced from sourceCurrent3h ago | 8532Synced from sourceCurrent3h ago |
| Maintainer | Vibrant LabsSeeded, unreviewedwritten 2mo ago | AgnoSeeded, unreviewedwritten 2mo ago | LlamaIndexSeeded, unreviewedwritten 2mo ago |
| npm downloads, monthly | — | — | 620141Synced from sourceCurrent3h ago |
| npm downloads, weekly | — | — | 179093Synced from sourceCurrent3h ago |
| npm package | — | — | llamaindexSynced from sourceCurrent3h ago |
| npm window ends | — | — | 2026-11-06Synced from sourceCurrent3h ago |
| Open issues | 658Synced from sourceCurrent3h ago | 1978Synced from sourceCurrent3h ago | 1320Synced from sourceCurrent3h ago |
| PyPI downloads, monthly | — | 2183543Synced from sourceStale2mo ago· past SLA | — |
| PyPI downloads, weekly | — | 520626Synced from sourceStale2mo ago· past SLA | — |
| PyPI package | ragasSynced from sourceCurrent3h ago | agnoSynced from sourceCurrent3h ago | llama-indexSynced from sourceCurrent3h ago |
| PyPI released | 2026-01-13T17:47:59.200116ZSynced from sourceCurrent3h ago | 2026-10-29T14:01:49.773841ZSynced from sourceCurrent3h ago | 2026-09-21T16:22:20.056831ZSynced from sourceCurrent3h ago |
| Requires Python | >=3.9Synced from sourceCurrent3h ago | <4,>=3.9Synced from sourceCurrent3h ago | <4.0,>=3.10Synced from sourceCurrent3h ago |
| PyPI version | 0.4.3Synced from sourceCurrent3h ago | 3.1.12Synced from sourceCurrent3h ago | 0.14.25Synced from sourceCurrent3h ago |
| Repository | https://github.com/vibrantlabsai/ragasSynced from sourceCurrent3h ago | https://github.com/agno-agi/agnoSynced from sourceCurrent3h ago | https://github.com/run-llama/llama_indexSynced from sourceCurrent3h ago |
Sources: GitHub REST API, npm registry downloads, PyPI registry metadata, pypistats.org downloads. Most recent observation 3h ago. Where a row is marked, ▲ is the highest of the values shown and ▼ the lowest — arithmetic on the figures above, not a ranking or a recommendation. Rows where neither extreme is meaningful are left unmarked rather than given a direction they do not have.
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