attune-verify
Generation fact-checker for the attune-* family. Verifies named entities in LLM-generated content actually exist — imports import, CLI flags are real, links resolve, counts match source — so hallucinations that pass unit tests are caught before they reach a reader.
Install
pip install attune-verify
With the optional LLM semantic layer (requires attune-rag):
pip install 'attune-verify[rag]'
Quick start
from attune_verify import verify, VerifyContext
from pathlib import Path
ctx = VerifyContext(
project_root=Path("."),
allowed_help_cmds=frozenset(["attune"]),
)
result = verify(generated_content, ctx)
if not result.ok:
for f in result.findings:
print(f"{f.kind}: {f.detail}")
Part of the attune family
- attune-rag grounds generation in accurate retrieved sources (input-side)
- attune-verify checks that named entities in the output actually exist (output-side)
Together they bracket generation: rag verifies "is this claim supported?"; verify checks "does this named thing exist?"
Status
Alpha — the deterministic core (imports, flags, links, counts) is shipped
and guarded by a labeled precision/recall corpus (gated ≥ 0.95 each) and
mutation testing (gated ≥ 0.75). The LLM semantic layer is optional via
the [rag] extra.
License
Apache 2.0
1 maintainer
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