WeLe Agentic AI: LangGraph multi-agent CRM assistant with voice

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2026-08-28 02:16:03 +05:30
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"""Which repos can we actually DOWNLOAD from?
`model_info` succeeds on a gated repo you have not been granted, so it is not a
usable test. Fetching a real file is.
"""
import os
from huggingface_hub import hf_hub_download
CANDIDATES = [
("ai4bharat/indic-conformer-600m-multilingual", "Indic ASR (22 languages)"),
("ai4bharat/indic-parler-tts", "Indic TTS (21 languages)"),
("openai/whisper-small", "English ASR + language ID"),
("ai4bharat/indic-parler-tts-pretrained", "TTS base (fallback)"),
("ai4bharat/indicconformer_stt_ta_hybrid_rnnt_large", "Tamil-only ASR (fallback)"),
]
token = os.environ.get("HF_TOKEN") or os.environ.get("HUGGING_FACE_HUB_TOKEN")
print(f"token present: {bool(token)}\n")
print(f"{'repo':52} {'what it is':30} status")
print("-" * 108)
blocked = []
for repo, what in CANDIDATES:
try:
hf_hub_download(repo_id=repo, filename="config.json", token=token)
print(f"{repo:52} {what:30} DOWNLOADABLE")
except Exception as e: # noqa: BLE001
msg = str(e)
if "not in the authorized list" in msg or "403" in msg:
print(f"{repo:52} {what:30} NEEDS ACCESS — click 'Agree' on the model page")
blocked.append(repo)
elif "401" in msg or "restricted" in msg:
print(f"{repo:52} {what:30} NOT AUTHENTICATED")
blocked.append(repo)
elif "404" in msg or "EntryNotFound" in msg:
# No config.json at the root, but the repo itself is reachable.
print(f"{repo:52} {what:30} reachable (no config.json)")
else:
print(f"{repo:52} {what:30} ERROR {msg[:34]}")
if blocked:
print("\nGrant access here (sign in, click 'Agree and access repository'):")
for repo in blocked:
print(f" https://huggingface.co/{repo}")
else:
print("\nAll required models are downloadable.")