Security Ownership Map
SkillDatabases & dataSecurity Ownership Map is a skill that analyzes a git repository's history to build a people-to-file ownership topology. It computes bus factor and sensitive-code ownership, then exports CSV and JSON artifacts for graph databases and visualization. Use it when you explicitly want a security-oriented ownership or bus-factor analysis grounded in git history.
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Details
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
Account requirements not reviewed. Check the skill instructions before use; ahel provides instructions and does not run this skill.
No other account needed.
Have a git repository and Python 3 available.
What your AI can do with it
- Build a bipartite graph of people and files from git history
- Compute bus factor and ownership risk for sensitive paths
- Mark sensitive code such as auth and crypto paths
- Build a file co-change graph using Jaccard similarity
- Export CSV and JSON artifacts for Neo4j or Gephi
- Query outputs with scripts/query_ownership.py for bounded JSON slices
Getting started
- Have a git repository and Python 3 available.
- Install the required networkx package with pip install networkx.
- Scope the repo and optional time window using --since and --until.
- Decide sensitivity rules, using defaults or a CSV config.
- Run scripts/run_ownership_map.py to build the ownership map and outputs.
What this skill tells your AI
The instructions your AI receives, as published by openai/skills in skills/.curated/security-ownership-map/SKILL.md and read by ahel’s review.
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.
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). - 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:
python skills/skills/security-ownership-map/scripts/run_ownership_map.py \
--repo /path/to/linux \
--out ownership-map-out \
--cochange-exclude "**/Kbuild"
Quick start
Run from the repo root:
python 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):
python 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:
python skills/skills/security-ownership-map/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:
python 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.
Basic security queries
Run these to answer common security ownership questions with bounded output:
# 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:
- 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. - Compare
summary.jsonagainst CODEOWNERS to highlight ownership drift.
Signals
- GitHub stars
- 28k
- Forks
- 2k
- Last commit
- Sep 2026
ahel review
K1binfo
installs-packagesK1binfo
installs-packages (in scripts/build_ownership_map.py)K1binfo
installs-packages (in scripts/run_ownership_map.py)
Automated review, not a security audit. Ruleset v1+k2.
Others that do the same job
Questions
- What does it do?
- It builds a people-to-file ownership topology from git history, computes bus factor and sensitive-code ownership, and exports CSV/JSON for graph databases and visualization.
- When should it trigger?
- Only when the user explicitly wants a security-oriented ownership or bus-factor analysis grounded in git history, such as orphaned sensitive code or CODEOWNERS reality checks.
- What are the requirements?
- Python 3 and networkx, which is required. Community detection is enabled by default. Install networkx with pip install networkx.
- Does it handle general maintainer lists?
- No. It does not trigger for general maintainer lists or non-security ownership questions.
Advanced
- Item type
- skill
- Key
security-ownership-map-openai- Source
- github.com/openai/skills
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