foundations-network-science SKILL.md skillA
foundations-network-science from vasilyu1983/ai-agents-public is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vasilyu1983/ai-agents-public/foundations-network-science@v1.3Pins v1.3 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vasilyu1983/ai-agents-public
- Path
skills/universal/foundations-network-science/SKILL.md- Versions recorded
- 2
- Latest version
- v1.3, committed Oct 12, 2026
- First version recorded
- Oct 5, 2026
- Size
- 31,704 bytes
- Repository stars
- 101
- License
- MIT
Network-science primitives: centrality, influence seeding, communities, contagion vs homophily, GNN failures. Use when seeding a referral campaign or finding critical graph nodes.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Network Science Foundations ## When to Apply **Apply network-science when:** - The data IS a graph — citations, dependencies, follower graphs, supply chains, knowledge graphs - The *system* is a graph even if the data is not — LLM multi-agent communication topology, agent memory graphs, tool-call graphs (see [Agent Topology as a Graph Problem](#agent-topology-as-a-graph-problem)) - Spread/contagion question — viral coefficient, R₀, percolation threshold - Centrality question — "which nodes are critical?" (PageRank, betweenness, eigenvector) - Community detection — clustering nodes by structural similarity (Louvain, Leiden) - Blast-radius / dependency-impact analysis on services or modules **Skip and use simpler alternatives when:** - Data is tabular and relationships aren't structural — standard analytics suffices - The decision is already answerable by direct inspection and a graph model adds no stable ranking or counterfactual value - Question is about strategic interaction at the node level — use foundations-game-theory - Question is about queue or flow through a single bottleneck — use foundations-queueing-theory or theory-of-constraints …
Read the whole file at its exact version.
How to install
mdr add vasilyu1983/ai-agents-public/foundations-network-science@sha256:19776e3e823ce832The line at the top of this page pins the label v1.3, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_4tmuuffyilw352l3)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Oct 5, 2026 and Oct 12, 2026, about one every 7 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.3 latest | 2026-10-12 | 34b57f4 | 31,704 B | A | view · diff |
| v1.3 | 2026-10-05 | 5db538c | 31,388 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (31704 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
vasilyu1983/ai-agents-public · 101 stars · license MIT · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_4tmuuffyilw352l3 GET https://markdownregistry.com/api/v1/resolve?ref=vasilyu1983/ai-agents-public/foundations-network-science GET https://markdownregistry.com/api/v1/blob/19776e3e823ce832a765092889a73cbb9b4c0ba04737ca4cb94ce1b6463b53ab
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.