Synthetic Document Generator turns a reference PDF into a shareable synthetic copy that preserves its layout and structure while replacing its text and personal information with realistic fictional content, then checks the result for remaining personal information. It is intended for Solutions Architects and proof-of-concept engineers creating documents for demonstrations, retrieval-augmented generation evaluations, model benchmarks, or partner handoffs.
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 aws-samples/sample-synthetic-document-generator --skill pocsynthgit clone --depth 1 https://github.com/aws-samples/sample-synthetic-document-generatorWrote 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/aws-samples/sample-synthetic-document-generator/pocsynth)<a href="https://agentmods.dev/skills/aws-samples/sample-synthetic-document-generator/pocsynth"><img src="https://agentmods.dev/badge/skills/aws-samples/sample-synthetic-document-generator/pocsynth/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/aws-samples/sample-synthetic-document-generator/pocsynth"><img src="https://agentmods.dev/badge/skills/aws-samples/sample-synthetic-document-generator/pocsynth.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 | $0.00127 | $0.03669 |
| Opus 5.5 | $0.00051 | $0.01468 |
| Sonnet 5.5 | $0.00025 | $0.00734 |
| Haiku 4.5 | $0.00013 | $0.00367 |
Grade B, and why
pocsynth scanned grade B with 2 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.
Downloads and executes remote codemediumSupply chain
curl | sh runs whatever the server returns today, which is not necessarily what it returned when this was reviewed.
`curl -LsSf https://astral.sh/uv/install.sh | sh` or direct them to Downgraded: this mod is about security review, or the phrase is quoted, so it is likely naming the pattern rather than instructing it.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
`curl -LsSf https://astral.sh/uv/install.sh | sh` or direct them to The source is not reproduced here
Licensed MIT-0
The repository is licensed MIT-0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.
What ships with it
9 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.
- 1mo ago First seen · 279 lines · 127 tokens per session scan B 1111ce56ab54
pocsynth is a skill published in the GitHub repository aws-samples/sample-synthetic-document-generator (34 stars, last pushed 18d ago), licensed MIT-0. It adds 127 tokens to every session and 3,669 once invoked, about $0.0005 per session on Opus 5.5. A static security scan graded it B with 2 findings (downloads and executes remote code, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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