10 actions in 10 pieces of software · ranked by words, meaning and measured trust · 529 ms

1. 1ESMC-600Mverified and signedpassport

   modelrecord11,249 downloads/month

   • fill-mask

     Task: fill-mask

2. 2nllb-200-distilled-600Mverified and signedpassport

   modelrecord813,832 downloads/month

   • translation

     Task: translation

3. 3d1-omni-600Mverified and signedpassport

   modelrecord14,164 downloads/month

   • image-text-to-text

     Task: image-text-to-text

4. 4indic-conformer-600m-multilingualverified and signedpassport

   modelrecord385,418 downloads/month

   • automatic-speech-recognition

     Task: automatic-speech-recognition

5. 5LAMAR-600mverified and signedpassport

   modelrecord1,702 downloads/month

   • text-ranking

     Task: text-ranking

6. 6esmverified and signedpassport

   skillk-dense-ai/scientific-agent-skillsrecord

   • esm

     Uses the Biohub esm Python SDK for ESM3 protein generation, ESMC embeddings, and ESMFold2 all-atom folding. Applies to local model inference and Biohub hosted clients, including former Forge workflows; distinguishes the separate legacy fair-esm distribution.

7. 7Bhili ASR (Conformer 600M)demo or tutorialno passport yet

   MCP serverrecord

   • bhili_asr_conformer_transcribe

     Transcribe Bhili speech to Devanagari text (CTC decoding). If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool

8. 8ProNMT Context-Aware En-De Translationverified and signedpassport

   MCP serverrecord

   • pronmt_context_mt_demo_translate

     Translate an English sentence into German with three NLLB-600M checkpoints. Returns: The baseline translation, the ProNMT (no-context) translation, the, ProNMT context-aware translation, and a markdown pronoun report.

9. 9qsearchfound in code, not yet checkedno passport yet
   • sweep_context

     Brave LLM Context endpoint analogue using local Qwen3-600M ($0 cost, GPU only). Fetches HTML, strips boilerplate, extracts facts/numbers/quotes per URL. Use for Phase 4 deep read when Brave Context quota is tight.

10. 10sigen-mcpfound in code, not yet checkedno passport yet

    MCP serverpaulczar/sigen-mcp

    • read_ems_mode

      Read and decode the current EMS operating mode