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 zjunlp/SciAtlas --skill sciatlas-trend-reportgit clone --depth 1 https://github.com/zjunlp/SciAtlasWrote 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/zjunlp/sciatlas/sciatlas-trend-report)<a href="https://agentmods.dev/skills/zjunlp/sciatlas/sciatlas-trend-report"><img src="https://agentmods.dev/badge/skills/zjunlp/sciatlas/sciatlas-trend-report/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/zjunlp/sciatlas/sciatlas-trend-report"><img src="https://agentmods.dev/badge/skills/zjunlp/sciatlas/sciatlas-trend-report.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium Excessive Agency · line 15 Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
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 | $0.00071 | $0.00910 |
| Opus 5 | $0.00036 | $0.00455 |
| Sonnet 5 | $0.00014 | $0.00182 |
| Haiku 4.5 | $0.00007 | $0.00091 |
Grade A, and why
sciatlas-trend-report 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 10d 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 — 85 lines — stays where its author put it; the contents beside it link to each section on GitHub.
SciAtlas Trend Report
Use this skill to build a trend report from search-papers evidence only.
Operating Contract
- Do not call any SciAtlas downstream command. The only SciAtlas retrieval command allowed is
search-papers. - Own the end-to-end novice flow: install or locate the CLI, guide registration, configure environment variables, run retrieval, inspect artifacts, and write the trend report.
- Ask the user only for email, verification code, token, or the desired time range if it is essential.
- Do not ask the user to run shell commands when tool access is available.
- Do not reveal the full token.
Zero-Start Bootstrap
- Check whether the
sciatlasexecutable exists without invoking a SciAtlas command: useGet-Command sciatlas -ErrorAction SilentlyContinueon Windows PowerShell orcommand -v sciatlason macOS/Linux. Install if needed withpython -m pip install -e ./sciatlasorpython -m pip install "git+https://github.com/zjunlp/SciAtlas.git#subdirectory=sciatlas". - If there is no
SCIATLAS_API_KEY, guide registration athttp://sciatlas.openkg.cn/register, asking for email/code/token only when needed. - Configure:
$env:SCIATLAS_API_BASE_URL = "http://sciatlas.openkg.cn"
$env:SCIATLAS_API_KEY = "<token>"
setx SCIATLAS_API_BASE_URL "http://sciatlas.openkg.cn"
setx SCIATLAS_API_KEY "<token>"
export SCIATLAS_API_BASE_URL="http://sciatlas.openkg.cn"
export SCIATLAS_API_KEY="<token>"
- Use
search-papers --top-k 1as the only token smoke test if needed.
Search Plan
Run only search-papers. Use a time range whenever possible:
sciatlas search-papers --retrieval-mode hybrid --query "<topic>" --time-range "<start-end>" --keyword "high:<core topic>" --top-k 12 --top-keywords 0 --max-titles 0 --max-refs 0 --bias-citation high --bias-exploration middle --ranking-profile impact --report-max-items 12
If the user asks for "recent trends", default to the last five complete years unless the current year matters.
What ships with it
1 file 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.
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.
- 10d ago First seen · 85 lines · 71 tokens per session scan A 7b06ab4e159d
sciatlas-trend-report is a skill published in the GitHub repository zjunlp/SciAtlas (146 stars, last pushed 1mo ago), licensed MIT. It adds 71 tokens to every session and 910 once invoked, about $0.0004 per session on Opus 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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