[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6CPW52416FYYVX4AXNKHMEW":3,"skill-same:01M6CPW52416FYYVX4AXNKHMEW":112},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":16,"categories":17,"keywords":18,"publishedAt":39,"linkOnly":40,"markdownContent":41,"markdownBody":42,"frontMatter":43,"refName":44,"commitSha":45,"skillDirectory":46,"forksCount":47,"repositoryHtmlUrl":48,"repositoryHomepageUrl":6,"ownerHtmlUrl":49,"ownerBlogUrl":50,"ownerDescription":51,"updatedAt":52,"install":53,"resources":66},"01M6CPW52416FYYVX4AXNKHMEW","security-ownership-map",null,"Analyze git repositories to build a security ownership topology (people-to-file), compute bus factor and sensitive-code ownership, and export CSV\u002FJSON for graph databases and visualization. Trigger only 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 trigger for general maintainer lists or non-security ownership questions.","khalidsaidi\u002Fskillrunner","khalidsaidi","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F4368721?v=4","01M6CPK1G2TKAWA8BSNSANBNWJ","Khalid Saidi","01M6CPK1M7RGKV85142PWBEJ54",1,"MIT","https:\u002F\u002Fgithub.com\u002Fkhalidsaidi\u002Fskillrunner\u002Fblob\u002Fmain\u002Fregistry\u002Fskills\u002Fopenai-security-ownership-map\u002Fupstream\u002FSKILL.md",[],[19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38],"security ownership map","security","analyze","do","build","general","databases","only","example","git repositories","history","bus factor","json","analysis","risk","csv","file","git","code","visualization","2026-11-10 10:12:30",false,"---\nname: \"security-ownership-map\"\ndescription: \"Analyze git repositories to build a security ownership topology (people-to-file), compute bus factor and sensitive-code ownership, and export CSV\u002FJSON for graph databases and visualization. Trigger only 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 trigger for general maintainer lists or non-security ownership questions.\"\n---\n\n# Security Ownership Map\n\n## Overview\n\nBuild a bipartite graph of people and files from git history, then compute ownership risk and export graph artifacts for Neo4j\u002FGephi. 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.\n\n## Requirements\n\n- Python 3\n- `networkx` (required; community detection is enabled by default)\n\nInstall with:\n\n```bash\npip install networkx\n```\n\n## Workflow\n\n1. Scope the repo and time window (optional `--since\u002F--until`).\n2. Decide sensitivity rules (use defaults or provide a CSV config).\n3. Build the ownership map with `scripts\u002Frun_ownership_map.py` (co-change graph is on by default; use `--cochange-max-files` to ignore supernode commits).\n4. Communities are computed by default; graphml output is optional (`--graphml`).\n5. Query the outputs with `scripts\u002Fquery_ownership.py` for bounded JSON slices.\n6. Persist and visualize (see `references\u002Fneo4j-import.md`).\n\nBy default, the co-change graph ignores common “glue” files (lockfiles, `.github\u002F*`, 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`.\n\nIf you want to exclude Linux build glue like `Kbuild` from co-change clustering, pass:\n\n```bash\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Frun_ownership_map.py \\\n  --repo \u002Fpath\u002Fto\u002Flinux \\\n  --out ownership-map-out \\\n  --cochange-exclude \"**\u002FKbuild\"\n```\n\n## Quick start\n\nRun from the repo root:\n\n```bash\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Frun_ownership_map.py \\\n  --repo . \\\n  --out ownership-map-out \\\n  --since \"12 months ago\" \\\n  --emit-commits\n```\n\nDefaults: author identity, author date, and merge commits excluded. Use `--identity committer`, `--date-field committer`, or `--include-merges` if needed.\n\nExample (override co-change excludes):\n\n```bash\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Frun_ownership_map.py \\\n  --repo . \\\n  --out ownership-map-out \\\n  --cochange-exclude \"**\u002FCargo.lock\" \\\n  --cochange-exclude \"**\u002F.github\u002F**\" \\\n  --no-default-cochange-excludes\n```\n\nCommunities are computed by default. To disable:\n\n```bash\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Frun_ownership_map.py \\\n  --repo . \\\n  --out ownership-map-out \\\n  --no-communities\n```\n\n## Sensitivity rules\n\nBy default, the script flags common auth\u002Fcrypto\u002Fsecret paths. Override by providing a CSV file:\n\n```\n# pattern,tag,weight\n**\u002Fauth\u002F**,auth,1.0\n**\u002Fcrypto\u002F**,crypto,1.0\n**\u002F*.pem,secrets,1.0\n```\n\nUse it with `--sensitive-config path\u002Fto\u002Fsensitive.csv`.\n\n## Output artifacts\n\n`ownership-map-out\u002F` contains:\n\n- `people.csv` (nodes: people)\n- `files.csv` (nodes: files)\n- `edges.csv` (edges: touches)\n- `cochange_edges.csv` (file-to-file co-change edges with Jaccard weight; omitted with `--no-cochange`)\n- `summary.json` (security ownership findings)\n- `commits.jsonl` (optional, if `--emit-commits`)\n- `communities.json` (computed by default from co-change edges when available; includes `maintainers` per community; disable with `--no-communities`)\n- `cochange.graph.json` (NetworkX node-link JSON with `community_id` + `community_maintainers`; falls back to `ownership.graph.json` if no co-change edges)\n- `ownership.graphml` \u002F `cochange.graphml` (optional, if `--graphml`)\n\n`people.csv` includes timezone detection based on author commit offsets: `primary_tz_offset`, `primary_tz_minutes`, and `timezone_offsets`.\n\n## LLM query helper\n\nUse `scripts\u002Fquery_ownership.py` to return small, JSON-bounded slices without loading the full graph into context.\n\nExamples:\n\n```bash\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out people --limit 10\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out files --tag auth --bus-factor-max 1\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out person --person alice@corp --limit 10\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out file --file crypto\u002Ftls\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out cochange --file crypto\u002Ftls --limit 10\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out summary --section orphaned_sensitive_code\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out community --id 3\n```\n\nUse `--community-top-owners 5` (default) to control how many maintainers are stored per community.\n\n## Basic security queries\n\nRun these to answer common security ownership questions with bounded output:\n\n```bash\n# Orphaned sensitive code (stale + low bus factor)\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out summary --section orphaned_sensitive_code\n\n# Hidden owners for sensitive tags\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out summary --section hidden_owners\n\n# Sensitive hotspots with low bus factor\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out summary --section bus_factor_hotspots\n\n# Auth\u002Fcrypto files with bus factor \u003C= 1\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out files --tag auth --bus-factor-max 1\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out files --tag crypto --bus-factor-max 1\n\n# Who is touching sensitive code the most\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out people --sort sensitive_touches --limit 10\n\n# Co-change neighbors (cluster hints for ownership drift)\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out cochange --file path\u002Fto\u002Ffile --min-jaccard 0.05 --limit 20\n\n# Community maintainers (for a cluster)\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out community --id 3\n\n# Monthly maintainers for the community containing a file\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fcommunity_maintainers.py \\\n  --data-dir ownership-map-out \\\n  --file network\u002Fcard.c \\\n  --since 2025-01-01 \\\n  --top 5\n\n# Quarterly buckets instead of monthly\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fcommunity_maintainers.py \\\n  --data-dir ownership-map-out \\\n  --file network\u002Fcard.c \\\n  --since 2025-01-01 \\\n  --bucket quarter \\\n  --top 5\n```\n\nNotes:\n- Touches default to one authored commit (not per-file). Use `--touch-mode file` to count per-file touches.\n- Use `--window-days 90` or `--weight recency --half-life-days 180` to smooth churn.\n- Filter bots with `--ignore-author-regex '(bot|dependabot)'`.\n- Use `--min-share 0.1` to show stable maintainers only.\n- Use `--bucket quarter` for calendar quarter groupings.\n- Use `--identity committer` or `--date-field committer` to switch from author attribution.\n- Use `--include-merges` to include merge commits (excluded by default).\n\n### Summary format (default)\n\nUse this structure, add fields if needed:\n\n```json\n{\n  \"orphaned_sensitive_code\": [\n    {\n      \"path\": \"crypto\u002Ftls\u002Fhandshake.rs\",\n      \"last_security_touch\": \"2023-03-12T18:10:04+00:00\",\n      \"bus_factor\": 1\n    }\n  ],\n  \"hidden_owners\": [\n    {\n      \"person\": \"alice@corp\",\n      \"controls\": \"63% of auth code\"\n    }\n  ]\n}\n```\n\n## Graph persistence\n\nUse `references\u002Fneo4j-import.md` when you need to load the CSVs into Neo4j. It includes constraints, import Cypher, and visualization tips.\n\n## Notes\n\n- `bus_factor_hotspots` in `summary.json` lists sensitive files with low bus factor; `orphaned_sensitive_code` is the stale subset.\n- If `git log` is too large, narrow with `--since` or `--until`.\n- Compare `summary.json` against CODEOWNERS to highlight ownership drift.\n","# Security Ownership Map\n\n## Overview\n\nBuild a bipartite graph of people and files from git history, then compute ownership risk and export graph artifacts for Neo4j\u002FGephi. 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.\n\n## Requirements\n\n- Python 3\n- `networkx` (required; community detection is enabled by default)\n\nInstall with:\n\n```bash\npip install networkx\n```\n\n## Workflow\n\n1. Scope the repo and time window (optional `--since\u002F--until`).\n2. Decide sensitivity rules (use defaults or provide a CSV config).\n3. Build the ownership map with `scripts\u002Frun_ownership_map.py` (co-change graph is on by default; use `--cochange-max-files` to ignore supernode commits).\n4. Communities are computed by default; graphml output is optional (`--graphml`).\n5. Query the outputs with `scripts\u002Fquery_ownership.py` for bounded JSON slices.\n6. Persist and visualize (see `references\u002Fneo4j-import.md`).\n\nBy default, the co-change graph ignores common “glue” files (lockfiles, `.github\u002F*`, 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`.\n\nIf you want to exclude Linux build glue like `Kbuild` from co-change clustering, pass:\n\n```bash\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Frun_ownership_map.py \\\n  --repo \u002Fpath\u002Fto\u002Flinux \\\n  --out ownership-map-out \\\n  --cochange-exclude \"**\u002FKbuild\"\n```\n\n## Quick start\n\nRun from the repo root:\n\n```bash\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Frun_ownership_map.py \\\n  --repo . \\\n  --out ownership-map-out \\\n  --since \"12 months ago\" \\\n  --emit-commits\n```\n\nDefaults: author identity, author date, and merge commits excluded. Use `--identity committer`, `--date-field committer`, or `--include-merges` if needed.\n\nExample (override co-change excludes):\n\n```bash\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Frun_ownership_map.py \\\n  --repo . \\\n  --out ownership-map-out \\\n  --cochange-exclude \"**\u002FCargo.lock\" \\\n  --cochange-exclude \"**\u002F.github\u002F**\" \\\n  --no-default-cochange-excludes\n```\n\nCommunities are computed by default. To disable:\n\n```bash\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Frun_ownership_map.py \\\n  --repo . \\\n  --out ownership-map-out \\\n  --no-communities\n```\n\n## Sensitivity rules\n\nBy default, the script flags common auth\u002Fcrypto\u002Fsecret paths. Override by providing a CSV file:\n\n```\n# pattern,tag,weight\n**\u002Fauth\u002F**,auth,1.0\n**\u002Fcrypto\u002F**,crypto,1.0\n**\u002F*.pem,secrets,1.0\n```\n\nUse it with `--sensitive-config path\u002Fto\u002Fsensitive.csv`.\n\n## Output artifacts\n\n`ownership-map-out\u002F` contains:\n\n- `people.csv` (nodes: people)\n- `files.csv` (nodes: files)\n- `edges.csv` (edges: touches)\n- `cochange_edges.csv` (file-to-file co-change edges with Jaccard weight; omitted with `--no-cochange`)\n- `summary.json` (security ownership findings)\n- `commits.jsonl` (optional, if `--emit-commits`)\n- `communities.json` (computed by default from co-change edges when available; includes `maintainers` per community; disable with `--no-communities`)\n- `cochange.graph.json` (NetworkX node-link JSON with `community_id` + `community_maintainers`; falls back to `ownership.graph.json` if no co-change edges)\n- `ownership.graphml` \u002F `cochange.graphml` (optional, if `--graphml`)\n\n`people.csv` includes timezone detection based on author commit offsets: `primary_tz_offset`, `primary_tz_minutes`, and `timezone_offsets`.\n\n## LLM query helper\n\nUse `scripts\u002Fquery_ownership.py` to return small, JSON-bounded slices without loading the full graph into context.\n\nExamples:\n\n```bash\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out people --limit 10\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out files --tag auth --bus-factor-max 1\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out person --person alice@corp --limit 10\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out file --file crypto\u002Ftls\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out cochange --file crypto\u002Ftls --limit 10\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out summary --section orphaned_sensitive_code\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out community --id 3\n```\n\nUse `--community-top-owners 5` (default) to control how many maintainers are stored per community.\n\n## Basic security queries\n\nRun these to answer common security ownership questions with bounded output:\n\n```bash\n# Orphaned sensitive code (stale + low bus factor)\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out summary --section orphaned_sensitive_code\n\n# Hidden owners for sensitive tags\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out summary --section hidden_owners\n\n# Sensitive hotspots with low bus factor\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out summary --section bus_factor_hotspots\n\n# Auth\u002Fcrypto files with bus factor \u003C= 1\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out files --tag auth --bus-factor-max 1\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out files --tag crypto --bus-factor-max 1\n\n# Who is touching sensitive code the most\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out people --sort sensitive_touches --limit 10\n\n# Co-change neighbors (cluster hints for ownership drift)\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out cochange --file path\u002Fto\u002Ffile --min-jaccard 0.05 --limit 20\n\n# Community maintainers (for a cluster)\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fquery_ownership.py --data-dir ownership-map-out community --id 3\n\n# Monthly maintainers for the community containing a file\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fcommunity_maintainers.py \\\n  --data-dir ownership-map-out \\\n  --file network\u002Fcard.c \\\n  --since 2025-01-01 \\\n  --top 5\n\n# Quarterly buckets instead of monthly\npython skills\u002Fskills\u002Fsecurity-ownership-map\u002Fscripts\u002Fcommunity_maintainers.py \\\n  --data-dir ownership-map-out \\\n  --file network\u002Fcard.c \\\n  --since 2025-01-01 \\\n  --bucket quarter \\\n  --top 5\n```\n\nNotes:\n- Touches default to one authored commit (not per-file). Use `--touch-mode file` to count per-file touches.\n- Use `--window-days 90` or `--weight recency --half-life-days 180` to smooth churn.\n- Filter bots with `--ignore-author-regex '(bot|dependabot)'`.\n- Use `--min-share 0.1` to show stable maintainers only.\n- Use `--bucket quarter` for calendar quarter groupings.\n- Use `--identity committer` or `--date-field committer` to switch from author attribution.\n- Use `--include-merges` to include merge commits (excluded by default).\n\n### Summary format (default)\n\nUse this structure, add fields if needed:\n\n```json\n{\n  \"orphaned_sensitive_code\": [\n    {\n      \"path\": \"crypto\u002Ftls\u002Fhandshake.rs\",\n      \"last_security_touch\": \"2023-03-12T18:10:04+00:00\",\n      \"bus_factor\": 1\n    }\n  ],\n  \"hidden_owners\": [\n    {\n      \"person\": \"alice@corp\",\n      \"controls\": \"63% of auth code\"\n    }\n  ]\n}\n```\n\n## Graph persistence\n\nUse `references\u002Fneo4j-import.md` when you need to load the CSVs into Neo4j. It includes constraints, import Cypher, and visualization tips.\n\n## Notes\n\n- `bus_factor_hotspots` in `summary.json` lists sensitive files with low bus factor; `orphaned_sensitive_code` is the stale subset.\n- If `git log` is too large, narrow with `--since` or `--until`.\n- Compare `summary.json` against CODEOWNERS to highlight ownership drift.\n",{"name":5,"description":7},"main","c4da92076cba308457cd72bd1ab06c087e2cdf96","registry\u002Fskills\u002Fopenai-security-ownership-map\u002Fupstream",0,"https:\u002F\u002Fgithub.com\u002Fkhalidsaidi\u002Fskillrunner","https:\u002F\u002Fgithub.com\u002Fkhalidsaidi","https:\u002F\u002Fkhalidsaidi.com","Software engineer. Maintainer of SourceMint (SRCMNT), an open-source fixed-supply ERC-20 and Foundry tooling on Base.","2026-11-07 02:40:24",{"source":8,"skillName":5,"commands":54,"prompt":64,"zipAvailable":65},[55,58,61],{"tool":56,"command":57},"npx","npx skills add khalidsaidi\u002Fskillrunner --skill security-ownership-map",{"tool":59,"command":60},"bunx","bunx skills add khalidsaidi\u002Fskillrunner --skill security-ownership-map",{"tool":62,"command":63},"pnpm","pnpm dlx skills add khalidsaidi\u002Fskillrunner --skill 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