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Get Started Free →Analyze git repositories to build a security ownership topology (people-to-file), compute bus factor and sensitive-code ownership, and export CSV/JSON for graph databases and visualization. Use when the user explicitly wants a security-oriented ownership or bus-factor analysis grounded in git history (for example: orphaned sensitive code, security maintainers, CODEOWNERS reality checks for risk, sensitive hotspots, or ownership clusters). Do NOT use for general maintainer lists, non-security own
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | 18% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 1889% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 82% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 129% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 102% | 0% |
Build a bipartite graph of people and files from git history, then compute ownership risk and export graph artifacts for Neo4j/Gephi. Also build a file co-change graph (Jaccard similarity on shared commits) to cluster files by how they move together while ignoring large, noisy commits.
networkx (required; community detection is enabled by default)Install with:
bashpip install networkx
--since/--until).scripts/run_ownership_map.py (co-change graph is on by default; use --cochange-max-files to ignore supernode commits).--graphml).scripts/query_ownership.py for bounded JSON slices.references/neo4j-import.md).By default, the co-change graph ignores common “glue” files (lockfiles, .github/*, editor config) so clusters reflect actual code movement instead of shared infra edits. Override with --cochange-exclude or --no-default-cochange-excludes. Dependabot commits are excluded by default; override with --no-default-author-excludes or add patterns via --author-exclude-regex.
If you want to exclude Linux build glue like Kbuild from co-change clustering, pass:
bashpython skills/skills/security-ownership-map/scripts/run_ownership_map.py \ --repo /path/to/linux \ --out ownership-map-out \ --cochange-exclude "**/Kbuild"
Run from the repo root:
bashpython skills/skills/security-ownership-map/scripts/run_ownership_map.py \ --repo . \ --out ownership-map-out \ --since "12 months ago" \ --emit-commits
Defaults: author identity, author date, and merge commits excluded. Use --identity committer, --date-field committer, or --include-merges if needed.
Example (override co-change excludes):
bashpython skills/skills/security-ownership-map/scripts/run_ownership_map.py \ --repo . \ --out ownership-map-out \ --cochange-exclude "**/Cargo.lock" \ --cochange-exclude "**/.github/**" \ --no-default-cochange-excludes
Communities are computed by default. To disable:
bashpython skills/skills/security-ownership-map/scripts/run_ownership_map.py \ --repo . \ --out ownership-map-out \ --no-communities
By default, the script flags common auth/crypto/secret paths. Override by providing a CSV file:
# pattern,tag,weight
**/auth/**,auth,1.0
**/crypto/**,crypto,1.0
**/*.pem,secrets,1.0Use it with --sensitive-config path/to/sensitive.csv.
ownership-map-out/ contains:
people.csv (nodes: people)files.csv (nodes: files)edges.csv (edges: touches)cochange_edges.csv (file-to-file co-change edges with Jaccard weight; omitted with --no-cochange)summary.json (security ownership findings)commits.jsonl (optional, if --emit-commits)communities.json (computed by default from co-change edges when available; includes maintainers per community; disable with --no-communities)cochange.graph.json (NetworkX node-link JSON with community_id + community_maintainers; falls back to ownership.graph.json if no co-change edges)ownership.graphml / cochange.graphml (optional, if --graphml)people.csv includes timezone detection based on author commit offsets: primary_tz_offset, primary_tz_minutes, and timezone_offsets.
Use scripts/query_ownership.py to return small, JSON-bounded slices without loading the full graph into context.
Examples:
bashpython skills/skills/security-ownership-map/scripts/query_ownership.py --data-dir ownership-map-out people --limit 10 python skills/skills/security-ownership-map/scripts/query_ownership.py --data-dir ownership-map-out files --tag auth --bus-factor-max 1 python skills/skills/security-ownership-map/scripts/query_ownership.py --data-dir ownership-map-out person --person alice@corp --limit 10 python skills/skills/security-ownership-map/scripts/query_ownership.py --data-dir ownership-map-out file --file crypto/tls python skills/skills/security-ownership-map/scripts/query_ownership.py --data-dir ownership-map-out cochange --file crypto/tls --limit 10 python skills/skills/security-ownership-map/scripts/query_ownership.py --data-dir ownership-map-out summary --section orphaned_sensitive_code python skills/skills/security-ownership-map/scripts/query_ownership.py --data-dir ownership-map-out community --id 3
Use --community-top-owners 5 (default) to control how many maintainers are stored per community.
Run these to answer common security ownership questions with bounded output:
bash# Orphaned sensitive code (stale + low bus factor) python skills/skills/security-ownership-map/scripts/query_ownership.py --data-dir ownership-map-out summary --section orphaned_sensitive_code # Hidden owners for sensitive tags python skills/skills/security-ownership-map/scripts/query_ownership.py --data-dir ownership-map-out summary --section hidden_owners # Sensitive hotspots with low bus factor python skills/skills/security-ownership-map/scripts/query_ownership.py --data-dir ownership-map-out summary --section bus_factor_hotspots # Auth/crypto files with bus factor <= 1 python skills/skills/security-ownership-map/scripts/query_ownership.py --data-dir ownership-map-out files --tag auth --bus-factor-max 1 python skills/skills/security-ownership-map/scripts/query_ownership.py --data-dir ownership-map-out files --tag crypto --bus-factor-max 1 # Who is touching sensitive code the most python skills/skills/security-ownership-map/scripts/query_ownership.py --data-dir ownership-map-out people --sort sensitive_touches --limit 10 # Co-change neighbors (cluster hints for ownership drift) python skills/skills/security-ownership-map/scripts/query_ownership.py --data-dir ownership-map-out cochange --file path/to/file --min-jaccard 0.05 --limit 20 # Community maintainers (for a cluster) python skills/skills/security-ownership-map/scripts/query_ownership.py --data-dir ownership-map-out community --id 3 # Monthly maintainers for the community containing a file python skills/skills/security-ownership-map/scripts/community_maintainers.py \ --data-dir ownership-map-out \ --file network/card.c \ --since 2025-01-01 \ --top 5 # Quarterly buckets instead of monthly python skills/skills/security-ownership-map/scripts/community_maintainers.py \ --data-dir ownership-map-out \ --file network/card.c \ --since 2025-01-01 \ --bucket quarter \ --top 5
Notes:
--touch-mode file to count per-file touches.--window-days 90 or --weight recency --half-life-days 180 to smooth churn.--ignore-author-regex '(bot|dependabot)'.--min-share 0.1 to show stable maintainers only.--bucket quarter for calendar quarter groupings.--identity committer or --date-field committer to switch from author attribution.--include-merges to include merge commits (excluded by default).Use this structure, add fields if needed:
json{ "orphaned_sensitive_code": [ { "path": "crypto/tls/handshake.rs", "last_security_touch": "2023-03-12T18:10:04+00:00", "bus_factor": 1 } ], "hidden_owners": [ { "person": "alice@corp", "controls": "63% of auth code" } ] }
Use references/neo4j-import.md when you need to load the CSVs into Neo4j. It includes constraints, import Cypher, and visualization tips.
bus_factor_hotspots in summary.json lists sensitive files with low bus factor; orphaned_sensitive_code is the stale subset.git log is too large, narrow with --since or --until.summary.json against CODEOWNERS to highlight ownership drift.Other measured skills in the registry, with their headline benchmark lift.