Sean Whalen 4446702b84 Classify reverse DNS map: next 5000 unmapped MMDB ASN domains (#756)
Continuing the long-tail sweep toward complete ASN-domain coverage. This
batch's candidates each represent only 2,048-3,072 IPv4 addresses (smaller
than batch 6's 3K-6K range) so by-weight gains are diminishing, but each
classified operator is one more small ISP / web host the project can name
in DMARC reports.

- 2,148 added to base_reverse_dns_map.csv (ISP 1,605, Web Host 236,
  Education 126, Government 56, MSP 46, Finance 43, Healthcare 36).
- 2,852 added to known_unknown_base_reverse_dns.txt — homepages that were
  parked / Cloudflare-challenged / generic-server-test pages, in
  obscure-language without telecom-keyword cognates the classifier
  recognized, or rows whose WHOIS / MMDB as_name / homepage couldn't
  combine into two corroborating sources.

ASN-domain coverage of the bundled IPinfo Lite MMDB after this batch:
  - by domain count:  14,826 / 63,993  (23.17%, up from 19.81%)
  - by IPv4 weight:   98.01%           (up from 97.85%)

Same classifier as batch 6 (no new code).

Co-authored-by: Sean Whalen <seanthegeek@users.noreply.github.com>
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-07 12:59:16 -04:00
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2018-02-05 20:23:07 -05:00
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2026-03-09 18:24:16 -04:00

parsedmarc

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A screenshot of DMARC summary charts in Kibana

parsedmarc is a Python module and CLI utility for parsing DMARC reports. When used with Elasticsearch and Kibana (or Splunk), it works as a self-hosted open-source alternative to commercial DMARC report processing services such as Agari Brand Protection, Dmarcian, OnDMARC, ProofPoint Email Fraud Defense, and Valimail.

Note

Domain-based Message Authentication, Reporting, and Conformance (DMARC) is an email authentication protocol.

Sponsors

This is a project is maintained by one developer. Please consider sponsoring my work if you or your organization benefit from it.

Features

  • Parses draft and 1.0 standard aggregate/rua DMARC reports
  • Parses forensic/failure/ruf DMARC reports
  • Parses reports from SMTP TLS Reporting
  • Can parse reports from an inbox over IMAP, Microsoft Graph, or Gmail API
  • Transparently handles gzip or zip compressed reports
  • Consistent data structures
  • Simple JSON and/or CSV output
  • Optionally email the results
  • Optionally send the results to Elasticsearch, Opensearch, and/or Splunk, for use with premade dashboards
  • Optionally send reports to Apache Kafka

Python Compatibility

This project supports the following Python versions, which are either actively maintained or are the default versions for RHEL or Debian.

Version Supported Reason
< 3.6 End of Life (EOL)
3.6 Used in RHEL 8, but not supported by project dependencies
3.7 End of Life (EOL)
3.8 End of Life (EOL)
3.9 Used in Debian 11 and RHEL 9, but not supported by project dependencies
3.10 Actively maintained
3.11 Actively maintained; supported until June 2028 (Debian 12)
3.12 Actively maintained; supported until May 2035 (RHEL 10)
3.13 Actively maintained; supported until June 2030 (Debian 13)
3.14 Supported (requires imapclient>=3.1.0)
S
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