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 mpstats-io/claude-code-skills --skill mpstatsgit clone --depth 1 https://github.com/mpstats-io/claude-code-skillsWrote 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/mpstats-io/claude-code-skills/mpstats)<a href="https://agentmods.dev/skills/mpstats-io/claude-code-skills/mpstats"><img src="https://agentmods.dev/badge/skills/mpstats-io/claude-code-skills/mpstats/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/mpstats-io/claude-code-skills/mpstats"><img src="https://agentmods.dev/badge/skills/mpstats-io/claude-code-skills/mpstats.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- Socket pass
- Snyk fail
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 | $0.00056 | $0.02217 |
| Opus 5.5 | $0.00022 | $0.00887 |
| Sonnet 5.5 | $0.00011 | $0.00443 |
| Haiku 4.5 | $0.00006 | $0.00222 |
Grade B, and why
mpstats scanned grade B with 1 finding 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.
Unrestricted tool accessmediumExcessive agency
A wildcard tool grant or "run any command" leaves no least-privilege boundary at all.
Ready-to-use shell scripts in `scripts/`. Call via the Bash tool, do not rewrite HTTP. Full catalog with per-script use-cases and routing guidance: `scripts/README.md`. Run any script with `--help` for parameters. How it starts
The opening of the file, as written. The whole thing — 99 lines — stays where its author put it; the contents beside it link to each section on GitHub.
MPSTATS API
MPSTATS is a Russian marketplace analytics platform with data on Wildberries, Ozon, and Yandex Market: product research, category analysis, seller/brand monitoring, SKU-level sales, stock, and review data.
Work through the ready-made shell scripts in scripts/ — call them via the Bash tool instead of writing HTTP code. Reference files in references/ are API contracts only.
Token setup
Scripts auto-load the token from config/.env via scripts/common.sh. A per-command MPSTATS_TOKEN env var overrides the file.
Setup and where to get the token: config/README.md.
If the token is missing, offer the user exactly 2 options before continuing:
- User sends the token in chat → agent creates
config/.envitself. - User runs locally:
cp config/.env.example config/.envand pastes the token intoconfig/.env.
Token page: https://mpstats.io/userpanel (API token block). Requires an active MPSTATS subscription.
References
API contracts (endpoints, params, response semantics) — read on demand:
references/auth.md— base URL, auth headers, response codes, rate limitsreferences/pagination-filter-sort.md— common request/response model for all POST endpointsreferences/wb-categories.md,references/wb-brands-sellers.md,references/wb-similar-sku.md— Wildberriesreferences/ozon-categories.md,references/ozon-brands-sellers-sku.md— Ozonreferences/ym-categories.md— Yandex Marketreferences/account.md— API limitsreferences/coverage.md— what is wrapped by scripts vs. still uncoveredreferences/presentation.md— how to format analytical answers and brand-styled HTML/PDF reports
Result formatting
Lead with a concise conclusion, then evidence. Use compact tables for multi-entity results, charts for trends/segmentation/comparisons. Don't dump raw JSON unless asked — interpret what the numbers mean for the decision. For HTML/PDF reports follow the MPSTATS brand style in references/presentation.md.
Sanity check — flag anomalies, never report blindly
What ships with it
42 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.
- .gitignore 41 B
- config/.env.example 158 B
- config/README.md 1.8 KB
- references/account.md 596 B
- references/auth.md 1.6 KB
- references/coverage.md 1.1 KB
- references/ozon-brands-sellers-sku.md 5.5 KB
- references/ozon-categories.md 4.5 KB
- references/pagination-filter-sort.md 2.0 KB
- references/presentation.md 15 KB
- references/wb-brands-sellers.md 3.8 KB
- references/wb-categories.md 8.8 KB
- references/wb-similar-sku.md 5.6 KB
- references/ym-categories.md 2.9 KB
- scripts/account/account-limits.sh 665 B runs code
- scripts/common.sh 1019 B runs code
- scripts/ozon/ozon-brand.sh 2.6 KB runs code
- scripts/ozon/ozon-categories-list.sh 702 B runs code
- scripts/ozon/ozon-category.sh 2.4 KB runs code
- scripts/ozon/ozon-compare.sh 2.3 KB runs code
- scripts/ozon/ozon-seller.sh 2.8 KB runs code
- scripts/ozon/ozon-sku.sh 2.3 KB runs code
- scripts/README.md 3.3 KB
- scripts/request.sh 2.8 KB runs code
- scripts/wb/wb-analytics.sh 1.5 KB runs code
- scripts/wb/wb-brand.sh 2.0 KB runs code
- scripts/wb/wb-card-content.sh 3.8 KB runs code
- scripts/wb/wb-categories-list.sh 719 B runs code
- scripts/wb/wb-category-stats.sh 1.8 KB runs code
- scripts/wb/wb-category.sh 1.8 KB runs code
- scripts/wb/wb-compare.sh 2.3 KB runs code
- scripts/wb/wb-search.sh 874 B runs code
- scripts/wb/wb-seller.sh 1.8 KB runs code
- scripts/wb/wb-similar.sh 2.4 KB runs code
- scripts/wb/wb-sku.sh 4.9 KB runs code
- scripts/wb/wb-subject.sh 2.8 KB runs code
- scripts/wb/wb-warehouses.sh 1.5 KB runs code
- scripts/ym/ym-brand.sh 1.9 KB runs code
- scripts/ym/ym-category.sh 2.3 KB runs code
- scripts/ym/ym-compare.sh 2.2 KB runs code
- scripts/ym/ym-seller.sh 1.9 KB runs code
- scripts/ym/ym-sku.sh 1.1 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.
- 1mo ago First seen · 99 lines · 56 tokens per session scan B e62cd9d42db4
mpstats is a skill published in the GitHub repository mpstats-io/claude-code-skills (12 stars, last pushed 5mo ago), licensed MIT. It adds 56 tokens to every session and 2,217 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it B with 1 finding (unrestricted tool access). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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