Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add vasilyu1983/AI-Agents-public --skill dev-context-multi-repogit clone --depth 1 https://github.com/vasilyu1983/AI-Agents-publicWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/vasilyu1983/ai-agents-public/dev-context-multi-repo)<a href="https://agentmods.dev/skills/vasilyu1983/ai-agents-public/dev-context-multi-repo"><img src="https://agentmods.dev/badge/skills/vasilyu1983/ai-agents-public/dev-context-multi-repo/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/vasilyu1983/ai-agents-public/dev-context-multi-repo"><img src="https://agentmods.dev/badge/skills/vasilyu1983/ai-agents-public/dev-context-multi-repo.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00036 | $0.04950 |
| Opus 5.5 | $0.00014 | $0.01980 |
| Sonnet 5.5 | $0.00007 | $0.00990 |
| Haiku 4.5 | $0.00004 | $0.00495 |
Grade A, and why
dev-context-multi-repo scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 330 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Multi-Repo Context
Use this skill to inventory, normalize, and publish one coherent knowledge hub for many repositories. The strongest default is a two-layer system: raw source captures plus an LLM-maintained compiled markdown hub with profiles, concept pages, backlinks, and derived reports. It owns repo discovery, high-signal extraction, cross-repo inference, artifact-set generation, and knowledge-graph assembly. It does not replace single-repo context or code-graph work.
Quick Reference
| Task | Use |
|---|---|
| Discover repos and classify portfolio shape | scripts/discover_repos.py, references/repo-discovery-patterns.md |
| Scan repos into normalized profiles | scripts/scan_repo.py, scripts/scan_portfolio.py, references/repo-classification-rules.md |
| Build standard artifact set | scripts/build_artifact_set.py, references/output-model-and-gap-analysis.md |
| Build and validate graph outputs | scripts/build_knowledge_graph.py, scripts/validate_graph.py, scripts/check_graph_consistency.py, references/knowledge-graph-patterns.md |
| Calibrate graph edge weights from evidence | scripts/calibrate_weights.py, references/knowledge-graph-patterns.md |
| Query graph neighborhoods, paths, impact, rank, PPR, and communities | scripts/query_graph.py --node|--from|--impact|--rank|--ppr|--communities, references/knowledge-graph-patterns.md |
| Detect communities (Louvain) and generate per-community summaries | scripts/query_graph.py --communities --resolution, assets/community-summary-template.md |
| Bitemporal time-slice queries | scripts/query_graph.py --as-of <date> --known-at <date>, references/knowledge-graph-patterns.md §12 |
| Create or operate a coordination hub | assets/coordination-repo-layout-template.md, references/hub-operations-playbook.md |
| Run a raw-ingest to compiled-wiki loop | the docs-notes-retrieval skill, references/hub-design-patterns.md, references/hub-operations-playbook.md |
| Freshness and drift checks | scripts/report_drift.py, scripts/check_hub_freshness.sh, references/hub-freshness-checking.md |
What ships with it
60 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- assets/architecture-map-template.md 212 B
- assets/catalog-compiled-truth-template.md 6.5 KB
- assets/community-summary-template.md 2.0 KB
- assets/coordination-repo-layout-template.md 987 B
- assets/freshness-report-template.md 412 B
- assets/hub-agents-template.md 783 B
- assets/hub-mapping-template.json 1.5 KB
- assets/hub-scaffold/AGENTS.md 2.5 KB
- assets/hub-scaffold/context/docs/architecture-overview.md 999 B
- assets/hub-scaffold/context/docs/documentation-governance.md 1.2 KB
- assets/hub-scaffold/context/docs/domain-map.md 722 B
- assets/hub-scaffold/context/docs/engineering-standards.md 748 B
- assets/hub-scaffold/context/docs/onboarding.md 790 B
- assets/hub-scaffold/context/docs/regulatory-context.md 1.1 KB
- assets/hub-scaffold/context/docs/repo-index.md 640 B
- assets/hub-scaffold/context/graphs/.gitkeep 0 B
- assets/hub-scaffold/context/graphs/repos.json.example 843 B
- assets/hub-scaffold/context/overview/.gitkeep 0 B
- assets/hub-scaffold/context/overview/README.md 999 B
- assets/hub-scaffold/context/reports/.gitkeep 0 B
- assets/hub-scaffold/context/scripts/audit-agents.sh 961 B runs code
- assets/hub-scaffold/context/scripts/generate-api-catalog.sh 1.5 KB runs code
- assets/hub-scaffold/context/scripts/README.md 3.1 KB
- assets/hub-scaffold/context/scripts/sync-rules.sh 1.2 KB runs code
- assets/hub-scaffold/context/templates/agents-md.template.md 915 B
- assets/hub-scaffold/context/templates/domain-readme.md 875 B
- assets/hub-scaffold/context/templates/frontend-doc.md 750 B
- assets/hub-scaffold/context/templates/integration-doc.md 791 B
- assets/hub-scaffold/context/templates/library-doc.md 881 B
- assets/hub-scaffold/context/templates/mr-description.md 908 B
- assets/hub-scaffold/context/templates/service-doc.md 1.0 KB
- assets/hub-scaffold/example-domain/as-is/.gitkeep 0 B
- assets/hub-scaffold/example-domain/assessment/.gitkeep 0 B
- assets/hub-scaffold/example-domain/initiatives/.gitkeep 0 B
- assets/hub-scaffold/example-domain/README.md 1.8 KB
- assets/hub-scaffold/README.md 2.9 KB
- assets/hub-scaffold/rules/01-compliance.md 973 B
- assets/hub-scaffold/rules/02-data-handling.md 781 B
- assets/hub-scaffold/rules/03-ai-governance.md 763 B
- assets/hub-scaffold/rules/04-security-secrets.md 767 B
- assets/hub-scaffold/rules/05-operational-resilience.md 907 B
- assets/initiative-doc-template.md 1.3 KB
- assets/integration-matrix-template.md 219 B
- assets/legacy-transition-map-template.md 2.2 KB
- assets/repo-catalog-page-template.md 394 B
- assets/scan-backlog-template.md 204 B
- data/sources.json 7.3 KB
- examples/mixed-legacy-portfolio.md 280 B
- examples/mono-platform-example.md 316 B
- examples/polyrepo-example.md 297 B
- examples/regulated-enterprise-portfolio.md 338 B
- references/architecture-inference-rules.md 645 B
- references/confidence-scoring.md 895 B
- references/hub-design-patterns.md 1.9 KB
- references/hub-freshness-checking.md 11 KB
- references/hub-operations-playbook.md 9.5 KB
- references/integration-signal-detection.md 3.0 KB
- references/knowledge-graph-patterns.md 46 KB
- references/large-portfolio-strategy.md 728 B
- references/manifest-detection-matrix.md 844 B
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 330 lines · 36 tokens per session scan A bf5e1ca0f0cc
dev-context-multi-repo is a skill published in the GitHub repository vasilyu1983/AI-Agents-public (101 stars, last pushed 9d ago), licensed MIT. It adds 36 tokens to every session and 4,950 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
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dual-brain
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Context transfer between AI sessions. Trigger when the user wants to save the context, resume a task, or hand off the work to another session.
memory
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context
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