OpenMausBot is an open-source chat application where users interact with multiple AI bots, each backed by an agent, model, computer, and connected apps. It is for people who want to run Claude, Codex, or Grok-based agents locally through a messaging-style interface. Its catalogue add-ons provide skills and instructions for working with the application.
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 milind-soni/OpenMausBot --skill data-dashboardsgit clone --depth 1 https://github.com/milind-soni/OpenMausBotWrote 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/milind-soni/openmausbot/data-dashboards)<a href="https://agentmods.dev/skills/milind-soni/openmausbot/data-dashboards"><img src="https://agentmods.dev/badge/skills/milind-soni/openmausbot/data-dashboards/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/milind-soni/openmausbot/data-dashboards"><img src="https://agentmods.dev/badge/skills/milind-soni/openmausbot/data-dashboards.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 | $0.00086 | $0.02415 |
| Opus 5.5 | $0.00034 | $0.00966 |
| Sonnet 5.5 | $0.00017 | $0.00483 |
| Haiku 4.5 | $0.00009 | $0.00242 |
Grade A, and why
data-dashboards 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 yesterday.
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 — 123 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Data dashboards and pages
A page made with show_html shows in the chat as one card. The person watches it appear, steps back through
its versions, opens it full screen, shares it at a public link, and points at a part to change: their next
message then says what they pointed at (a tag, its text, a CSS selector and a bit of its HTML). Change exactly
that with update_html; the same card refreshes.
Pick the right home
| The person wants | Build |
|---|---|
| A quick answer or one chart | No page. Use the Data tools (data_sql, data_show) or a markdown table. |
| A small summary to look at here | A chat page (show_html) with pre-aggregated rows embedded as CSV. |
| To explore bigger data, or a link to share | Query with the Data tools, export the slice with data_export (format: "parquet") into a folder beside index.html, show the folder in the chat with show_html path, and publish_page it when the person wants a link: the same card gains it. |
| "Keep it up to date" | The shared page, plus a schedule (create_trigger, when=schedule) whose instructions re-run the export, set CONFIG.updated, and publish the same folder again. Publishing the same path keeps the same link. |
Publish only when the person asks to share. A published page is public: never put secrets, personal details or rows they didn't ask to share in it.
Start from the template
dashboard.html sits next to this guide, in the folder named by this skill's root. It is tested in the chat
sandbox and on published pages, in light and dark, at phone and desktop widths. Copy it to your working folder as
index.html (a small chat page sends its text as html; a folder page is shown with path) and change only what the
data needs:
CONFIG:dataFile(data.parquetordata.csv),source,updated(when the data was refreshed, ISO time),currency.QUERIESand therender…functions: your columns and your questions. The sample hasdate,region,category,product,units,revenue.- Headings, notes and KPI labels in the HTML.
- For a chat page, paste the CSV between the
embedded-datatags.
What ships with it
2 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.
- yesterday Changed · +35 lines · +24 tokens per session 141d38287055
- 2d ago First seen · 88 lines · 62 tokens per session scan A 27f46be6d7ae
data-dashboards is a skill published in the GitHub repository milind-soni/OpenMausBot (5,564 stars, last pushed today), licensed Apache-2.0. It adds 86 tokens to every session and 2,415 once invoked, about $0.0003 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 2026-10-23.
Other skills, from other repositories
chronicle
Analyze Copilot session history for standup reports, usage tips, session search, and session reindexing. Use when the user asks for a standup, daily summary, usage tips, workflow recommendations, wants to search or find past sessions by keyword/file/PR, wants to reindex their session store, or asks about deleting…
create-canvas
Create a Copilot extension canvas at user, workspace, or plugin scope.
winapp-maui
Package and sign .NET MAUI Windows apps with winapp: publish the Windows head first, then point packaging at the resolved resizetizer manifest. Use for a MAUI MSIX or signed unpackaged build, MAUI packaging in CI, or 'manifest contains unresolved placeholders' errors from winapp package.
winui-setup
Install and verify WinUI 3 prerequisites — .NET SDK 8.0.100+, WinApp CLI 0.7+, and Developer Mode; identify additional Native AOT and Windows Sandbox requirements. Use when the user asks to set up or repair the toolchain, or when another WinUI skill finds a missing or outdated prerequisite.
pkf-writing
Author, update, convert, validate, persist, and render PKF (.pkf) content through message-inline, Library Asset, or Memory Page carriers. Use for structured reports, knowledge pages, delivery cards, or any .pkf body. NOT for recall, memory-graph placement, or curation decisions — those belong to the memory skill.
memory-import
Bulk-import an external knowledge base into Prismer memory via the three-layer import pipeline (07 §3.1). Use when the user asks to import/migrate documents, a knowledge base, or notes into workspace memory. Layer 1 lands raw documents (zero LLM, instantly searchable); Layer 2 is YOUR distillation work — you read the…