# NousResearch/hermes-agent · Vision model detection and routing improvements

## Open now

- 0 issues, 1 PR open on GitHub.
- PR #15441: fix(agent): skip non-vision models in vision auto-detection fallback (#14744)

These items address how vision-capable models are identified and selected, including probing Ollama's API for capability metadata, skipping non-vision models during fallback, and ensuring the correct runtime model is used during auto-detection.

## TL;DR

- 4 member(s): 0 open issue(s), 1 closed issue(s), 1 open PR(s), 0 merged PR(s), 2 PR(s) closed without merging.
- No fix has been merged to main; one or more PRs were attempted (see below).
- **Recommended:** review the prior/competing PR(s) below. A fix was attempted but not merged; your case may extend or revive that work.

## Maintainer resolution verdict

- Internal-tracker verdict over this cluster's issue members: `unresolved`. This is distinct from the fix status above. Weigh it yourself.

## How this cluster was grouped

- Link evidence (`STRUCTURAL_SPANNING`): every member is connected by structural evidence: shared changed files, or a closing/superseded reference.
- Pairwise link density `0.50`: the share of member pairs that carry a link, counting a structural link in full and a relevance-only link at 0.36. `1.00` means every pair is linked.

## Closed / duplicate issues

- #14744: \[Bug\]: \`vision_analyze\` fails on Ollama Cloud because vision auto-detection falls through to non-vision models

## Prior & competing PRs

- **#15441: fix(agent): skip non-vision models in vision auto-detection fallback (#14744)**. open
  - maintainer direction: category `uncategorized`; implication `needs_llm`
  - files: `agent/auxiliary_client.py`, `tests/agent/test_vision_non_vision_fallthrough.py`
- **#19804: fix(agent): use runtime model for vision auto-detection (#14744)**. closed without merge
  - maintainer direction: category `implemented_elsewhere`; implication `superseded`; refs `3800972dd05eabed8d75bfc4c0f5d532d85dafe2`
- **#33047: feat(vision): probe Ollama /api/show for vision capability on catalog miss**. closed without merge
  - maintainer direction: category `uncategorized`; implication `needs_llm`; refs `#14744`, `#17940`, `#14592`

## Fix status

- No merged fix on record.
- Subsystem: `agent`