BotConnector
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Capabilities

What the badges mean

BadgeMeaning
ChatGeneral conversational / text generation.
ToolsCan participate in structured function/tool calling when model, template and runtime support it.
VisionCan accept image input; local GGUF workflows may require a matching projector (mmproj) file.
CodingExplicitly trained or tagged for software/code tasks.
ReasoningExplicitly reasoning-oriented or supports a reasoning mode.
EmbeddingsProduces numerical vector representations; not treated as a normal chat model.
AudioSpeech/audio capabilities where model and runtime support them.

Where the labels come from

Badges are inferred from Hugging Face metadata: the pipeline tag (text-generation, feature-extraction, …), repository tags, and the model name. On the catalog this is marked as inferred from Hub tags.

Three evidence levels exist in the product model:

  1. Source-declared — the model card or tags declare the capability.
  2. Inferred — BotConnector derived it from name/tags/metadata.
  3. Runtime-verified — a load+probe confirmed the capability on your machine. (Not yet implemented; see status.)

Important limitation

important

How to verify a capability yourself

  • Vision: load the model with its mmproj projector and send an image — Vision.
  • Tools: send a tools array to the API and check for a tool call in the response — Tool use.
  • Embeddings: call POST /v1/embeddings and confirm a vector is returned — Embeddings.

Missing badges

Absence of a badge is not proof of absence — some repositories are tagged sparsely on the Hub. Check the model card on huggingface.co for the authoritative description.