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 MattArtzAnthro/gephi-ai --skill import-and-exploregit clone --depth 1 https://github.com/MattArtzAnthro/gephi-aiWrote 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/mattartzanthro/gephi-ai/import-and-explore)<a href="https://agentmods.dev/skills/mattartzanthro/gephi-ai/import-and-explore"><img src="https://agentmods.dev/badge/skills/mattartzanthro/gephi-ai/import-and-explore/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/mattartzanthro/gephi-ai/import-and-explore"><img src="https://agentmods.dev/badge/skills/mattartzanthro/gephi-ai/import-and-explore.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00050 | $0.01283 |
| Opus 5.5 | $0.00020 | $0.00513 |
| Sonnet 5.5 | $0.00010 | $0.00257 |
| Haiku 4.5 | $0.00005 | $0.00128 |
Grade A, and why
import-and-explore 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 28d 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 — 76 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Import & Explore
Import a graph file into Gephi, run initial analysis, apply styling, and present an overview.
Follow the gephi skill's rules throughout; this workflow repeats only the ones
it is most likely to break.
Read ../gephi/references/layout-guide.md before the
layout step and ../gephi/references/change-over-time.md
when the data has time columns.
Tell the user what you are doing at each step. Narrate briefly before each tool call.
Rules this workflow must keep
- Asking. When a step says to ask, ask once. If the person cannot answer, is away, or asked for a finished product, use the default named in that step and remove or overwrite nothing. At the end, give one short line for each choice that changed the result, under "Choices I made"; leave the section out when every step used its obvious default. If there is no input to work on, stop and say what is needed.
- Importing. Imports open in their own workspace, so no new project is needed. Never create or open a project over unsaved work; save it first or ask.
- Stability. Run
gephi_community_stabilitybefore naming, captioning, or colouring by groups, and say how stable they are. - Filtering.
gephi_apply_filterandgephi_apply_filtershide nodes and change nothing;gephi_reset_filtersshows them again. Passdry_runto count what a filter would hide or remove before running it. The remove and extract tools delete, keep one undo level, and have no redo; for an experiment, duplicate the workspace first.
Steps
-
Health check: Call
gephi_health_check. If it fails, tell the user to start Gephi and stop. If the request holds no file path, ask for one; there is no default, so stop until a path is given. -
Import file: Call
gephi_import_filewith the path supplied in the request. It opens the file in a new workspace, so the work already open stays as it was. Supported formats: GEXF, GraphML, GML, CSV, DOT, and Pajek. -
The intake question (skip if they already told you): in one friendly question, ask what the nodes and connections are and what they hope to learn. Their answer sets the vocabulary for everything you present, and their expectations become hypotheses to test rather than assumptions. Default: use the file's own column names as the vocabulary and explore without prior hypotheses.
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.
- 28d ago Changed · +19 lines f61b4197587f
- 1mo ago First seen · 57 lines · 50 tokens per session scan A b90f0e2243ba
import-and-explore is a skill published in the GitHub repository MattArtzAnthro/gephi-ai (25 stars, last pushed 12d ago), licensed Apache-2.0. It adds 50 tokens to every session and 1,283 once invoked, about $0.0002 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.
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