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 liangdabiao/amazon-sorftime-research-MCP-skill --skill sif-amazon-researchgit clone --depth 1 https://github.com/liangdabiao/amazon-sorftime-research-MCP-skillWrote 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/liangdabiao/amazon-sorftime-research-mcp-skill/sif-amazon-research)<a href="https://agentmods.dev/skills/liangdabiao/amazon-sorftime-research-mcp-skill/sif-amazon-research"><img src="https://agentmods.dev/badge/skills/liangdabiao/amazon-sorftime-research-mcp-skill/sif-amazon-research/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/liangdabiao/amazon-sorftime-research-mcp-skill/sif-amazon-research"><img src="https://agentmods.dev/badge/skills/liangdabiao/amazon-sorftime-research-mcp-skill/sif-amazon-research.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 | $0.00116 | $0.00864 |
| Opus 5.5 | $0.00046 | $0.00346 |
| Sonnet 5.5 | $0.00023 | $0.00173 |
| Haiku 4.5 | $0.00012 | $0.00086 |
Grade A, and why
sif-amazon-research 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 2mo 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.
The source is not reproduced here
No licence file
A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.
What ships with it
3 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.
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.
- 2mo ago First seen · 61 lines · 116 tokens per session scan A ef6e48d2b036
sif-amazon-research is a skill published in the GitHub repository liangdabiao/amazon-sorftime-research-MCP-skill (1,081 stars, last pushed 9d ago), with no licence file. It adds 116 tokens to every session and 864 once invoked, about $0.0005 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.
sif-amazon-research compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| sif-amazon-researchliangdabiao/amazon-sorftime-research-MCP-skill | Skill | 1.1k | 9d ago | none | A | 116 | Claude Code, Codex |
| personal-shopperkirodotdev/KiroCrew | Skill | 4.8k | yesterday | Apache-2.0 | A | 101 | Claude Code, Codex |
| ecom-details-imageZJU-REAL/Easel | Skill | 4.5k | 4d ago | Apache-2.0 | A | 101 | Claude Code, Codex |
| skill-campaign-plannerZJU-REAL/Easel | Skill | 4.5k | 4d ago | Apache-2.0 | A | 135 | Claude Code, Codex |
| byted-livesaas-masterbytedance/agentkit-samples | Skill | 484 | today | Apache-2.0 | A | 160 | Claude Code, Codex |
| byted-ind-ecom-product-video-promptbytedance/agentkit-samples | Skill | 484 | today | Apache-2.0 | A | 79 | Claude Code, Codex |
| byted-kickart-marketing-material-generatorbytedance/agentkit-samples | Skill | 484 | today | Apache-2.0 | A | 128 | Claude Code, Codex |