Media Understanding (Inbound) — 2026-01-17
Moltbot can summarize inbound media (image/audio/video) before the reply pipeline runs. It auto‑detects when local tools or provider keys are available, and can be disabled or customized. If understanding is off, models still receive the original files/URLs as usual.Goals
- Optional: pre‑digest inbound media into short text for faster routing + better command parsing.
- Preserve original media delivery to the model (always).
- Support provider APIs and CLI fallbacks.
- Allow multiple models with ordered fallback (error/size/timeout).
High‑level behavior
- Collect inbound attachments (
MediaPaths,MediaUrls,MediaTypes). - For each enabled capability (image/audio/video), select attachments per policy (default: first).
- Choose the first eligible model entry (size + capability + auth).
- If a model fails or the media is too large, fall back to the next entry.
- On success:
Bodybecomes[Image],[Audio], or[Video]block.- Audio sets
{{Transcript}}; command parsing uses caption text when present, otherwise the transcript. - Captions are preserved as
User text:inside the block.
Config overview
tools.media supports shared models plus per‑capability overrides:
tools.media.models: shared model list (usecapabilitiesto gate).tools.media.image/tools.media.audio/tools.media.video:- defaults (
prompt,maxChars,maxBytes,timeoutSeconds,language) - provider overrides (
baseUrl,headers,providerOptions) - Deepgram audio options via
tools.media.audio.providerOptions.deepgram - optional per‑capability
modelslist (preferred before shared models) attachmentspolicy (mode,maxAttachments,prefer)scope(optional gating by channel/chatType/session key)
- defaults (
tools.media.concurrency: max concurrent capability runs (default 2).
Model entries
Eachmodels[] entry can be provider or CLI:
{{MediaDir}}(directory containing the media file){{OutputDir}}(scratch dir created for this run){{OutputBase}}(scratch file base path, no extension)
Defaults and limits
Recommended defaults:maxChars: 500 for image/video (short, command‑friendly)maxChars: unset for audio (full transcript unless you set a limit)maxBytes:- image: 10MB
- audio: 20MB
- video: 50MB
- If media exceeds
maxBytes, that model is skipped and the next model is tried. - If the model returns more than
maxChars, output is trimmed. promptdefaults to simple “Describe the .” plus themaxCharsguidance (image/video only).- If
<capability>.enabled: truebut no models are configured, Moltbot tries the active reply model when its provider supports the capability.
Auto-detect media understanding (default)
Iftools.media.<capability>.enabled is not set to false and you haven’t
configured models, Moltbot auto-detects in this order and stops at the first
working option:
- Local CLIs (audio only; if installed)
sherpa-onnx-offline(requiresSHERPA_ONNX_MODEL_DIRwith encoder/decoder/joiner/tokens)whisper-cli(whisper-cpp; usesWHISPER_CPP_MODELor the bundled tiny model)whisper(Python CLI; downloads models automatically)
- Gemini CLI (
gemini) usingread_many_files - Provider keys
- Audio: OpenAI → Groq → Deepgram → Google
- Image: OpenAI → Anthropic → Google → MiniMax
- Video: Google
PATH (we expand ~), or set an explicit CLI model with a full command path.
Capabilities (optional)
If you setcapabilities, the entry only runs for those media types. For shared
lists, Moltbot can infer defaults:
openai,anthropic,minimax: imagegoogle(Gemini API): image + audio + videogroq: audiodeepgram: audio
capabilities explicitly to avoid surprising matches.
If you omit capabilities, the entry is eligible for the list it appears in.
Provider support matrix (Moltbot integrations)
| Capability | Provider integration | Notes |
|---|---|---|
| Image | OpenAI / Anthropic / Google / others via pi-ai | Any image-capable model in the registry works. |
| Audio | OpenAI, Groq, Deepgram, Google | Provider transcription (Whisper/Deepgram/Gemini). |
| Video | Google (Gemini API) | Provider video understanding. |
Recommended providers
Image- Prefer your active model if it supports images.
- Good defaults:
openai/gpt-5.2,anthropic/claude-opus-4-5,google/gemini-3-pro-preview.
openai/gpt-4o-mini-transcribe,groq/whisper-large-v3-turbo, ordeepgram/nova-3.- CLI fallback:
whisper-cli(whisper-cpp) orwhisper. - Deepgram setup: Deepgram (audio transcription).
google/gemini-3-flash-preview(fast),google/gemini-3-pro-preview(richer).- CLI fallback:
geminiCLI (supportsread_fileon video/audio).
Attachment policy
Per‑capabilityattachments controls which attachments are processed:
mode:first(default) orallmaxAttachments: cap the number processed (default 1)prefer:first,last,path,url
mode: "all", outputs are labeled [Image 1/2], [Audio 2/2], etc.
Config examples
1) Shared models list + overrides
2) Audio + Video only (image off)
3) Optional image understanding
4) Multi‑modal single entry (explicit capabilities)
Status output
When media understanding runs,/status includes a short summary line:
Notes
- Understanding is best‑effort. Errors do not block replies.
- Attachments are still passed to models even when understanding is disabled.
- Use
scopeto limit where understanding runs (e.g. only DMs).