External validation / a milestone for AIDebug
AIDebug accepted into REMnux.
A milestone for a tool I built: on October 7, 2026, REMnux maintainer Lenny Zeltser merged AIDebug's installation state into the malware-analysis toolkit. The integration shipped in an official REMnux provisioning release, and the official documentation credits Andrey Pautov and 1200km.com.
From a personal reverse-engineering project to accepted upstream integration. Below is the evidence behind that milestone, alongside other accepted contributions, published releases, and clearly dated repository signals.
Verified Product Proof
Upstream merge records checked 2026-10-28
The October 28 audit reconfirmed nine merged external GitHub PRs and four open submissions; it found no additional merged PRs. These records prove upstream acceptance only. They do not establish production deployment, active users, operational effectiveness, or endorsement. Publication rules are defined in the adoption-evidence model.
Accepted upstream · released integration · official documentation
AIDebug is part of REMnux provisioning
Lenny Zeltser merged AIDebug's installation state into REMnux on 2026-10-07. The integration shipped in the official salt-states release v2026.41.4, published October 7, 2026. This is an accepted and released integration, not a pending submission.
REMnux's upstream documentation lists AIDebug under Use Artificial Intelligence and Statically Analyze Code / General, crediting Andrey Pautov and 1200km.com.
The released state installs 1200km-aidebug[ai] through pip and enables upgrades; it is not pinned to the original proposal's 3.0.0 version. The official documentation explains --offline and warns that configured remote AI services receive sample data.
Boundary: accepted upstream integration and documented authorship; no certification, security-audit, VM-image, runtime-testing, adoption-count, or feature-wide endorsement claim.
MISP Galaxy threat-actor record
A Cyber Av3ngers threat-actor update was accepted into the public MISP Galaxy repository.
Boundary: upstream merge evidence; no downstream deployment or usage claim.
Detection-engineering resource acceptance
The upstream maintainers merged a resource-list contribution for ThreatMapper (the historical project name) and the CTI Analyst Field Manual. This records accepted curation, not an independent technical audit.
Boundary: curation evidence; not evidence of production SOC deployment.
AIDebug YARA-resource acceptance
The upstream maintainers merged AIDebug into a public YARA resource collection.
Boundary: external curation only; not package-use or active-user evidence.
AdversaryGraph SOC-resource acceptance
The upstream maintainers merged AdversaryGraph into a public SOC resource collection.
Boundary: third-party curation evidence; not a production-deployment claim.
AdversaryGraph AI CTI-resource acceptance
The upstream maintainers merged AdversaryGraph into a public AI/GPT security resource collection.
Boundary: third-party curation evidence; not a production-deployment claim.
Credibility Snapshot
Contribution audit 2026-10-28 · other observations dated separately
9Accepted external contributions
Merged into public third-party repositories. Closed-unmerged and open submissions are excluded.
4Open upstream submissions
4 open external GitHub PRs verified on October 28, 2026. The separately dated GitLab inventory below is historical.
281Local archived articles
Retained site-fact count verified October 6, 2026: local article archive pages plus 87 permitted TrainSec mirrors. Not a count of current Medium publications or solely my own articles.
v3.0.0AIDebug release
GitHub release, PyPI package, wheel/sdist artifacts, CI, tests, Kali request text, and docs.
v8.1.2AdversaryGraph published release
Published October 20, 2026. Retained v7.0.0 documentation and historical screenshots remain tied to their original source; they are not relabelled as v8.1.2 evidence.
153GitHub stars
Point-in-time sum across 80 public repositories checked 2026-10-28: 43 source repositories and 37 forked repositories, with 40 repository forks and 48 combined stars for AIDebug plus AdversaryGraph. Stars are interest signals, not users.
44GitHub followers
Public GitHub follower count checked 2026-10-28; followers are not active users.
3,069Clone events — last 14 completed UTC days
Fresh authenticated GitHub traffic for 2026-10-14–2026-10-27, checked 2026-10-28. Sum across 43 current public source repositories (43 with clone events). Current-day and older partial boundary data are excluded. Clone events are not users.
88AIDebug clone events — same window
AIDebug-specific GitHub clone events for 2026-10-14–2026-10-27. These are clone operations, not package downloads, distinct users, or proof of REMnux usage. Recorded API observations.
32,528Observed cumulative clone events — incomplete
Retained observations for 2026-06-13–2026-10-27: the historical 28,076 through 2026-10-03 plus newly observed dates, counted once. Dates without complete retained coverage: 2026-10-04, 2026-10-05, 2026-10-06. Those dates are unknown, not zero; partial API boundary records are excluded. Repository coverage changes over time; this is not a complete lifetime total. The original baseline and historical days are preserved.
Repository & Review Signals
Dated review evidence / public repository counters
GitHub PR Review Signal
Accepted and pending upstream pull requests are tracked separately so open submissions are not presented as accepted validation.
- Merged external PRs9
- Open GitHub PRs4
- Closed unmerged GitHub PRs30
GitLab MR Review Signal
Historical GitLab inventory from October 4, 2026; not revalidated in this review. Counts below are retained as historical records, not current status.
- Open GitLab MRs0
- Merged GitLab MRs0
- Closed GitLab MRs1
Portfolio Repository Signal
Public repositories visible in the public GitHub inventory checked 2026-10-28. Source and forked repositories are counted separately; private repositories are excluded.
- Public repositories80
- Source repositories43
- Forked repositories37
- Total stars across public repositories153
- Total forks across public repositories40
Repository traction and release evidence for the self-hosted CTI platform.
- Stars / forks33 / 4
- Watch subscribers1
- Open issues (excluding PRs)0
- Open repository PRs2
- Latest published releasev8.1.2
- Retained documentation sourcev7.0.0
- Last pushed (UTC)2026-10-20
Repository traction and release evidence for the malware-analysis and reverse-engineering debugger.
- Stars / forks15 / 2
- Watch subscribers0
- Open issues (excluding PRs)0
- Open repository PRs5
- Latest published releasev3.0.0
- Last pushed (UTC)2026-10-24
Open PR Backlog Health
No non-author human comments or submitted reviews were found on the four open external PRs as checked October 28, 2026; bot reviews and author follow-ups are excluded. Labels or milestone changes can still indicate maintainer triage. None is a draft.
- Clean / mergeable
No technical blocker detected by GitHub.2
- Unstable
Usually branch protection, missing status context, or pending required checks.0
- Behind
Source branch needs sync with the target branch.0
- Blocked
Repository rules block merge until a required condition is satisfied.2
- Unknown
GitHub did not expose a stable mergeability result at snapshot time.0
OpenCTI #6819 is blocked; Sigma #6065 is blocked; HexStrike #187 and the LLM-security list #226 are clean. These are GitHub technical states, not acceptance decisions or a finding about the cause of review delay.
Top Starred Public Repositories
Highest-star public repositories visible under the GitHub account at snapshot time.
GitHub repository checks: 2026-10-28. Contribution audit: October 28, 2026. Watch subscribers use GitHub subscribers_count, not the watchers_count alias for stars. Issue counts exclude pull requests. GitLab values retain their explicitly labelled October 4 snapshot; clone history preserves the original baseline and explicitly records unrecovered dates. See the recorded metrics and aggregate clone history.
Approved Pull Requests
Approved external validation
| Project / Contribution |
Status |
Upstream |
Evidence |
AIDebug / REMnux integration Official installation state and documentation crediting Andrey Pautov and 1200km.com. |
Merged 2026-10-07 |
REMnux/salt-states |
PR #355 · v2026.41.4 state |
1200km Lab Work General cybersecurity lab portfolio submission. |
Merged 2026-06-15 |
okhosting/awesome-cyber-security |
PR #27 |
AdversaryGraph AI-powered CTI and MITRE ATT&CK analysis platform submission. |
Merged 2026-06-22 |
okhosting/awesome-cyber-security |
PR #30 |
1200km Vulnerable Lab Projects Vulnerable application and lab portfolio submission. |
Merged 2026-06-15 |
vavkamil/awesome-vulnerable-apps |
PR #44 |
AIDebug AI-assisted malware analysis and YARA-oriented reverse-engineering tool submission. |
Merged 2026-06-15 |
pedramamini/awesome-yara |
PR #78 |
AdversaryGraph AI-powered CTI and MITRE ATT&CK analysis platform submission. |
Merged 2026-07-16 |
cyb3rxp/awesome-soc |
PR #20 |
ThreatMapper and CTI Analyst Field Manual Detection engineering resource submission accepted by upstream maintainers. |
Merged 2026-06-18 |
infosecB/awesome-detection-engineering |
PR #28 |
Cyber Av3ngers Threat Actor Update MISP Galaxy threat-actor contribution accepted by upstream maintainers. |
Merged 2026-06-16 |
MISP/misp-galaxy |
PR #1227 |
AdversaryGraph AI-powered CTI and MITRE ATT&CK analysis platform submission. |
Merged 2026-07-20 |
cckuailong/awesome-gpt-security |
PR #50 |
Open Pull Requests
4 open external GitHub submissions · checked 2026-10-28
Connector submission to the OpenCTI upstream platform adding Anthropic AI-powered enrichment to the connector ecosystem. Opened 2026-06-27. A Filigran maintainer labelled it community and requested an automated Copilot review; no human review comments yet. GitHub last-updated timestamp: 2026-10-05; technical merge state: blocked.
SigmaHQ Detection Rules
Sigma detection rule submission covering Deno child-process and non-mail IMAP activity. Opened 2026-06-14; triaged by the repository's automation as Review Needed; no human review yet. On October 28 the technical merge state is blocked. Last updated October 24, 2026; the PR carries the Author Input Required and Review Needed labels and has no milestone. Labels and technical merge state are not acceptance.
Community guide index submission for the HexStrike AI documentation. Opened 2026-05-15; no maintainer response yet.
LLM Security Lab List
Vulnerable AI Lab submission to a public LLM-security resource list. Opened 2026-06-14; only an automated CodeRabbit summary so far, no maintainer response.
On 2026-08-05, 24 GitHub PRs and 1 GitLab MR with no maintainer comments or reviews were withdrawn and closed. REMnux PR #355 was merged on 2026-10-07 and is listed above as accepted. As of 2026-10-28 no non-author human comments or submitted reviews were found on the four remaining PRs; bot activity (CLA, CodeRabbit, Copilot, welcome workflows) and the author's own follow-ups are not counted as review. Open PRs are listed as submissions, not as acceptance. Items count as accepted here only after a recorded upstream merge.
Kali New Tool Requests
3 filed requests · current status not fully refreshed
| Tool |
Request Status |
Maintainer-Ready Contents |
Evidence |
| AIDebug |
Historical snapshot: new |
Tagged release, PyPI package, Debian metadata, man page, autopkgtest notes, dependency list, usage examples. |
Kali bug #9743 · Request text |
| AuditAI |
Historical snapshot: new |
Linux host assessment scope, local CLI path, optional AI dependency, package metadata, CI and tests. |
Kali bug #9745 · Request text |
| String Analyzer |
Historical snapshot: new |
Standard-library runtime, PyPI package, categorized malware/forensics triage output, tests and usage examples. |
Kali bug #9744 · Request text |
| RTSP Brute Force Tool |
Prepared, not submitted |
Authorized credential assessment scope, vendor presets, dry-run mode, JSON reports, Debian/Kali metadata. |
Request text |
| StratusAI |
Prepared, not submitted |
External/cloud assessment scope, no-AI mode, recommended external tools, package metadata, status notifications. |
Request text |
The retained October 4, 2026 inventory records three requests filed June 14 as new/open. Rechecked October 28: available tracker snapshots remain historical; AuditAI could not be refreshed. Available official snapshots still show AIDebug and String Analyzer as new/open, but those snapshots are not live October 28 checks. Current kali-rolling inclusion was not independently verified. The official GitLab API confirms kali-meta #26 is closed; #24 and #25 could not be refreshed. The earlier inventory records these as wrong-venue requests. A historical “Kali 2026.2” milestone is not acceptance into Kali 2026.2. These are submissions, not claims of Kali packaging or adoption.
Tool Releases & Public Stats
GitHub / PyPI
These are self-published development and release records, not independent validation or endorsement. GitHub release and PyPI versions checked October 28, 2026.
AIDebug
Release v3.0.0
PyPI 3.0.0
Python
15 stars
2 forks
AI-assisted malware reverse-engineering debugger with ATT&CK mappings, YARA seed rules, IOC export, JSON output, TUI workflow, and analyst reports.
AdversaryGraph
Published release v8.1.2
Release evidence linked
Self-hosted
Malware Analysis
Asset Surface
Retained documentation: v7.0.0
33 stars
4 forks
Self-hosted AI-assisted CTI platform for ATT&CK/ATLAS extraction, sector-aware actor relevance, IOC enrichment, MalwareGraph-backed malware analysis, asset attack surface mapping, APT comparison, D3.js Navigator workflows, STIX/OpenCTI export, and analyst-ready reporting.
AIDebug: distribution is not usage
Evidence checked 2026-10-28
More than GitHub release downloads
The attached v1.1.0 GitHub release files record 9 download events: 5 wheel downloads and 4 source-package downloads. This is a narrow, lifetime counter for those two assets, not total AIDebug downloads or installations.
REMnux provisioning installs the PyPI package through pip, so it does not need those GitHub release assets. The latest published AIDebug release is v3.0.0; the draft v3.1 release PR is not a published release.
What the evidence does not measure
Current AIDebug clone events are recorded above for a specific GitHub traffic window. No PyPI download count, active-user count, or REMnux usage total was available. The older aggregate-only portfolio history cannot be attributed to AIDebug.
Zero GitHub issues were found across open and closed states at this check. That is not evidence of zero users or zero bugs. Stars, forks, package downloads, clone events and feedback are separate signals; none alone establishes unique active users or production deployment.
Medium Publications
Articles and internal archive
Canonical Article Sources
Medium remains the public article source, while 1200km.com now provides internal navigation, Docusaurus pages, project pages, and ecosystem landing pages.
Core Article Clusters
CTI workflows, detection engineering, malware analysis, OpenCTI, cloud and Kubernetes security, AI-assisted security tooling, reproducible labs, and technical guides.
Maintainer-Ready Project Summaries
Review positioning
AIDebug
Maintainer-ready because it has a tagged release, PyPI package, deterministic tests, GitHub Actions CI, release notes, screenshots, safety model, sample evidence, packaging metadata, and a clear non-exploit malware-analysis scope.
Malware analysisReverse engineeringATT&CKYARA
AdversaryGraph
Maintainer-ready because the v7.0.0 source release is merged and CI-validated with the reproducible readiness gate, rollback guidance, source-backed workflows, case studies, governed Threat Hunting, Query Library, Unified RAG/MCP, asset exposure assessment, and SOC access groups. Attack Simulation and SIEM validation were introduced in the historical v5.0.0 line and remain part of the current platform. The latest published stable GitHub release is v8.1.2. That release is separate from the retained v7.0.0 source documentation and historical screenshot evidence.
CTIATT&CK mappingAttack SimulationSIEM ValidationIOC enrichmentMalware Analysis
1200km Labs
Maintainer-ready because the labs are framed as authorized, reproducible education and validation environments with clear deployment paths, screenshots, documentation, and CTI/detection context.
Vulnerable appsCloud labsMobile labsCyber range
CTI Field Manual / Detection Work
Maintainer-ready because the work is organized around evidence handling, ATT&CK mapping, detection handoff, reproducibility, Sigma/MISP-compatible contribution patterns, and analyst-facing documentation.
CTI methodologySigmaMISP GalaxyDetection engineering