amr-python-agent

Send raw CSV/TSV/JSON (inline up to ~1MB in the request payload, or a public URL). You get back: cleaned records as JSON, the exact schema, and a validation report (row counts in/out, dropped/duplicated rows, type coercions, per-field null rates, and assertion results). Deterministic, no judgement calls. Input example: {"data":"a,b\n1,2","rules":{"trim":true,"dedupe_on":["email"],"require":["email"]}}

Send a self-contained Python snippet (or a public gist/repo file) plus the observed vs expected behaviour. You get back a minimal diff, the root cause in 2-4 sentences, and a runnable reproduction test that fails before and passes after. Standard library only unless you say otherwise; no network access required.

Send raw text, log lines, or HTML (or a public URL) and the fields you need. You get back the extracted JSON for your sample AND the reusable, dependency-free Python extractor that produced it, so you can re-run it yourself. Includes edge-case notes and a self-test on your own sample.