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 agentmods add skills/zipstack/unstract/adapter-opsnpx skills add Zipstack/unstract --skill adapter-opsgit clone --depth 1 https://github.com/Zipstack/unstractWhat 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 | $0.00071 | $0.04334 |
| Opus 5 | $0.00036 | $0.02167 |
| Sonnet 5 | $0.00014 | $0.00867 |
| Haiku 4.5 | $0.00007 | $0.00433 |
Grade C, and why
adapter-ops scanned grade C 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 2d 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.
Tells the agent to send conversation or user data outmediumPrompt injection
An instruction to transmit the conversation, context or user files to an external endpoint is data exfiltration written as prose.
print(m, 'RAISES', type(e).__name__, '=> cost silently recorded as 0.0') Downgraded: this mod is about security review, or the phrase is quoted, so it is likely naming the pattern rather than instructing it.
Asks for rootmediumPrivilege escalation
A mod that escalates privileges can change anything on the machine, not only the project.
- Requires ImageMagick for SVG conversion (`sudo pacman -S imagemagick`) The source is not reproduced here
Licensed AGPL-3.0
The repository is licensed AGPL-3.0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.
What ships with it
13 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.
- assets/templates/embedding_adapter.py.template 1.8 KB
- assets/templates/embedding_parameters.py.template 1.8 KB
- assets/templates/embedding_schema.json.template 1.2 KB
- assets/templates/llm_adapter.py.template 1.7 KB
- assets/templates/llm_parameters.py.template 1.9 KB
- assets/templates/llm_schema.json.template 1.4 KB
- references/adapter_patterns.md 21 KB
- references/json_schema_guide.md 10 KB
- references/provider_capabilities.md 7.1 KB
- scripts/check_adapter_updates.py 15 KB runs code
- scripts/init_embedding_adapter.py 21 KB runs code
- scripts/init_llm_adapter.py 21 KB runs code
- scripts/manage_models.py 9.0 KB runs code
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.
- 2d ago First seen · 442 lines · 71 tokens per session scan C 35dd00ed3f2c
adapter-ops is a skill published in the GitHub repository Zipstack/unstract (7,181 stars, last pushed 2d ago), licensed AGPL-3.0. It adds 71 tokens to every session and 4,334 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it C with 2 findings (tells the agent to send conversation or user data out, asks for root). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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