Security Ownership Map
Overview
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.
This skill owns security ownership analysis and graph data export. If the main task is interactive graph rendering, node-link layout critique, web visualization implementation, or chart/report export design, use the installed build-web-data-visualization:data-visualization vendor plugin after this skill produces the bounded data.
Requirements
- Python 3
networkx(required; community detection is enabled by default)
Install with:
pip install networkx
Workflow
- Scope the repo and time window (optional
--since/--until). - Normalize contributor aliases first by applying identity normalization with
.mailmapso one person is not split across alternate emails or names, then decide sensitivity rules (use defaults or provide a CSV config). - Build the ownership map with
scripts/run_ownership_map.py(co-change graph is on by default; use--cochange-max-filesto ignore supernode commits). - Communities are computed by default; graphml output is optional (
--graphml). - Query the outputs with
scripts/query_ownership.pyfor bounded JSON slices. - Persist and visualize (see
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:
python3 scripts/run_ownership_map.py \
--repo /path/to/linux \
--out ownership-map-out \
--cochange-exclude "**/Kbuild"
Quick start
Script paths are relative to this skill's directory; run them from there, or prefix with the skill's absolute path when working from another repo.
python3 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):
python3 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:
python3 scripts/run_ownership_map.py \
--repo . \
--out ownership-map-out \
--no-communities
Sensitivity rules
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,1.0
Use it with --sensitive-config path/to/sensitive.csv.
Output artifacts
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; includesmaintainersper community; disable with--no-communities)cochange.graph.json(NetworkX node-link JSON withcommunity_id+community_maintainers; falls back toownership.graph.jsonif 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.
LLM query helper
Use scripts/query_ownership.py to return small, JSON-bounded slices without loading the full graph into context.
Examples:
python3 scripts/query_ownership.py --data-dir ownership-map-out people --limit 10
python3 scripts/query_ownership.py --data-dir ownership-map-out files --tag auth --bus-factor-max 1
python3 scripts/query_ownership.py --data-dir ownership-map-out person --person alice@corp --limit 10
python3 scripts/query_ownership.py --data-dir ownership-map-out file --file crypto/tls
python3 scripts/query_ownership.py --data-dir ownership-map-out cochange --file crypto/tls --limit 10
python3 scripts/query_ownership.py --data-dir ownership-map-out summary --section orphaned_sensitive_code
python3 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.
Basic security queries
Run these to answer common security ownership questions with bounded output:
# Orphaned sensitive code (stale + low bus factor)
python3 scripts/query_ownership.py --data-dir ownership-map-out summary --section orphaned_sensitive_code
# Hidden owners for sensitive tags
python3 scripts/query_ownership.py --data-dir ownership-map-out summary --section hidden_owners
# Sensitive hotspots with low bus factor
python3 scripts/query_ownership.py --data-dir ownership-map-out summary --section bus_factor_hotspots
# Auth/crypto files with bus factor <= 1
python3 scripts/query_ownership.py --data-dir ownership-map-out files --tag auth --bus-factor-max 1
python3 scripts/query_ownership.py --data-dir ownership-map-out files --tag crypto --bus-factor-max 1
# Who is touching sensitive code the most
python3 scripts/query_ownership.py --data-dir ownership-map-out people --sort sensitive_touches --limit 10
# Co-change neighbors (cluster hints for ownership drift)
python3 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)
python3 scripts/query_ownership.py --data-dir ownership-map-out community --id 3
# Monthly maintainers for the community containing a file
python3 scripts/community_maintainers.py \
--data-dir ownership-map-out \
--file network/card.c \
--since 2025-01-01 \
--top 5
# Quarterly buckets instead of monthly
python3 scripts/community_maintainers.py \
--data-dir ownership-map-out \
--file network/card.c \
--since 2025-01-01 \
--bucket quarter \
--top 5
Notes:
- Touches default to one authored commit (not per-file). Use
--touch-mode fileto count per-file touches. - Use
--window-days 90or--weight recency --half-life-days 180to smooth churn. - Filter bots with
--ignore-author-regex '(bot|dependabot)'. - Use
--min-share 0.1to show stable maintainers only. - Use
--bucket quarterfor calendar quarter groupings. - Use
--identity committeror--date-field committerto switch from author attribution. - Use
--include-mergesto include merge commits (excluded by default).
Summary format (default)
Use this structure, add fields if needed:
{
"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"
}
]
}
Graph persistence
Use references/neo4j-import.md when you need to load the CSVs into Neo4j. It includes constraints, import Cypher, and visualization tips.
Notes
bus_factor_hotspotsinsummary.jsonlists sensitive files with low bus factor;orphaned_sensitive_codeis the stale subset.- If
git logis too large, narrow with--sinceor--until. - No script emits CODEOWNERS reports. For a CODEOWNERS reality check, build them by hand: join
files.csvagainst the repo's CODEOWNERS patterns and compare declared owners with the top committers per file, then tie any unowned or drifted entries back tosummary.jsonbefore making ownership changes. - Rename handling: the scripts run
git log --no-renames, so ownership attribution stays with exact pathnames and does not follow file history across a rename orgit mv. A recently renamed file can look orphaned when its history lives under the old path; before flagging it, verify withgit log --follow <path>.