Assistant

Monika

Run JavaScript

Run general-purpose JavaScript in Toolbox. Recommended for document generation, image processing, archives, and file creation. Choose the runtime whose listed libraries best support the task. Prefer available libraries over reimplementing their functionality. Runtime recommendations are not restrictions. Always try to reuse an existing session_id for related work. If the response says sessions are unavailable, each call starts fresh; include all required inputs in every call. Save reusable values in SESSION_STATE; ordinary const and let variables are local to each call. Responses list saved variables and loaded libraries. Select libraries with the libraries parameter: papaparse (Papa) for CSV/TSV, xlsx (XLSX) for spreadsheets, lodash (_) for data transformations, jszip (JSZip) for ZIP archives, pdf-lib (PDFLib) for creating/editing PDFs, docx (docx) for Word documents, pptxgenjs (PptxGenJS) for creating presentations, jimp (Jimp) for raster images, and ffmpeg for audio/video processing. Selected libraries remain loaded in the session. Omit libraries or pass [] when no additional libraries are needed. Use the selected globals directly; no imports or package installation are needed. This is a browser sandbox: use in-memory bytes and export through output.file, not filesystem or download helpers. Keep Papa worker and download options disabled and check parse errors. pdf-lib cannot extract text or render PDFs; standard PDF fonts have limited character support. pptxgenjs cannot import existing presentations. Jimp uses the v1 API: fromBuffer(bytes), resize({ w, h }), crop({ x, y, w, h }), and new Jimp({ width, height, color }). Use getBuffer for image export; avoid filesystem paths, URL loading, and font downloads. Use browser Canvas for text drawing and SVG/WebP decoding. Selecting ffmpeg provides an already-loaded ffmpeg instance; do not call load() or terminate(). Write inputs with await ffmpeg.writeFile("input.mp4", new Uint8Array(await files[0].arrayBuffer())). Run await ffmpeg.exec(["-i", "input.mp4", "output.mp3"], 60000); check the returned exit code is 0, then export await ffmpeg.readFile("output.mp3") through output.file. For ffmpeg.ffprobe, write JSON metadata to a file with -o and validate that file; this build may return -1 even on success. FFmpeg and its virtual files persist in the session; delete unneeded files with await ffmpeg.deleteFile(name). Prefer short clips and small files; transcoding is CPU- and memory-intensive. All FFmpeg assets are bundled, so local-file processing works without network access. Selected attachments are available in the files array as File objects, in the requested order, each with an additional id property. Read UTF-8 text with await files[0].text(), binary bytes with await files[0].arrayBuffer(), or raster images with await createImageBitmap(files[0]). For SVG, use new Image() with an image/svg+xml Blob URL created inside the sandbox, await image.decode(), and draw the image onto a canvas; do not pass an SVG Blob to createImageBitmap. Include the SVG namespace and explicit width/height in SVG markup. Revoke the Blob URL after drawing. Export PNG with await canvas.convertToBlob({ type: "image/png" }) on an OffscreenCanvas. When network access is disabled, only blob: and data: image sources are allowed. Return a value to produce text output; objects and arrays are serialized as JSON. Create chat attachments with output.file({ filename, data, mimeType }); data accepts a string, Blob, File, ArrayBuffer, or typed array. Use a filename without paths. mimeType is optional and defaults to text/plain for strings, the Blob type when available, or application/octet-stream. Call output.file multiple times to create multiple files; you can also return text in the same run. Network access is disabled by default and controlled by the Toolbox setting.

toolbox_run_js

Run Python

Run general-purpose Python in Toolbox. Recommended for data processing and analytics, including dataset cleaning, aggregation, statistics, and numerical calculations. Choose the runtime whose listed libraries best support the task. Prefer available libraries over reimplementing their functionality. Runtime recommendations are not restrictions. New sessions provide the Python standard library. Import its modules normally. Load third-party dependencies through the required packages parameter before code runs. Available packages: numpy for numerical arrays, pandas for tabular data analysis, matplotlib and seaborn for static charts, plotly and bokeh for interactive HTML charts, pillow for images, openpyxl for Excel workbooks, pypdf2 for reading and editing PDFs, python-docx for Word documents, requests for HTTP requests, beautifulsoup4 for HTML parsing (from bs4 import BeautifulSoup), jinja2 for text/HTML templates, and jsonschema for JSON validation. Dependencies load automatically, including NumPy, pandas, Matplotlib, and Pillow where required. Write packages before code. For import pandas as pd, include "pandas" unless the session response already lists it as loaded. Use packages: [] for standard-library-only code or when all required packages are already loaded in the session. Then import the selected packages in code; loading a package does not create an import alias. If an available package raises ModuleNotFoundError, retry in the same session with that package included in packages. Other third-party packages and pip installation are unavailable. For Matplotlib or seaborn charts, call matplotlib.use("Agg") before importing matplotlib.pyplot as plt or seaborn, and save figures to io.BytesIO. Pass the buffer's getvalue() to output.file with a filename and MIME type; close figures with plt.close(fig). For Plotly, export fig.to_html(include_plotlyjs=True, full_html=True). For Bokeh, use bokeh.embed.file_html with bokeh.resources.INLINE. Export that HTML through output.file with MIME type text/html; avoid show() and CDN resources. Plotly static image export is unavailable. For images, select pillow and import from PIL, for example from PIL import Image. Save images to io.BytesIO with an explicit format, then export its getvalue() through output.file. For pypdf2, import PdfReader and PdfWriter from PyPDF2. For python-docx, import Document from docx. Save Excel, PDF, and Word documents to io.BytesIO and export its getvalue() through output.file. For HTTP, select requests and import requests. Network access must be enabled; browser CORS rules apply. Use a timeout and call response.raise_for_status() before reading the response. For HTML, use BeautifulSoup(markup, "html.parser"). Always try to reuse an existing session_id for related work. If the response says sessions are unavailable, each call starts fresh; include all required inputs in every call. Variables, imports, loaded packages, and virtual files persist in that session. Responses list saved variables and loaded packages. Attachments selected for the current call appear in the files list in the requested order as dictionaries with id, name, type, and path. Their bytes are available in the virtual filesystem at files[0]["path"]. Read text with pathlib.Path(files[0]["path"]).read_text(), bytes with .read_bytes(), or CSV with pd.read_csv(files[0]["path"]). Use print() or a final expression for text output; values use their Python string representation. Create chat attachments with output.file(filename, data, mime_type=None). Data must be a string, bytes, bytearray, or memoryview; filenames must not contain paths. Text defaults to text/plain and bytes to application/octet-stream. For example, output.file("summary.csv", df.to_csv(index=False), "text/csv"). For a file written by a library, read its bytes and pass them to output.file. Call output.file multiple times to create multiple files. Only files passed to output.file become chat attachments. Top-level await is supported, but top-level return is not. Network access is disabled by default and controlled by the Toolbox setting.

toolbox_run_python

Toolbox

Render

Render an interactive canvas with HTML source to the user interface. For a large or complex canvas, build it in steps. The first call renders a rough working version: the layout and a simple stand-in for each main part, a few hundred lines at most. Make it soon: keep your reasoning before it short, don't plan every detail or draft the code in your reasoning, and render it before testing its code with other tools. Then add the rest with `update_interactive_canvas`, one or a few parts per call, until every part the user asked for is built: don't stop at the rough version. Keep each response, reasoning included, well under your output limit: the limit applies to each response, and every tool call ends one. The HTML source can include JavaScript and CSS to create interactive elements. This can be used to create custom user interfaces, games, demos, charts, and more. The canvas width is always 100% of the container width, and the height can be specified in pixels. Use this for the FIRST render and for full rewrites. For small follow-up tweaks to a canvas you have already rendered, prefer `update_interactive_canvas`. Use search_interactive_canvas_source and read_interactive_canvas_lines to inspect the latest source before editing. Use read_interactive_canvas_source only when you need the full source.

render_interactive_canvas

Update

Apply small, targeted edits to the most recently rendered interactive canvas instead of re-emitting the full HTML. Each edit performs an exact, literal find-and-replace on the current HTML. Use this WHENEVER you only need to tweak parts of an existing canvas you previously rendered with `render_interactive_canvas` — it is much faster and uses far fewer output tokens than re-emitting the entire HTML. Also use it to grow a canvas in steps after a rough first render: add one or a few parts per call, so that each response stays well under your output limit.

Rules:
- Do NOT use this for the very first render — use `render_interactive_canvas` instead.
- Each `oldText` must match EXACTLY ONCE in the current HTML; include enough surrounding context to make it unique. If a match is ambiguous (matches more than once) or missing, the call will fail and you should retry with more context, or fall back to `render_interactive_canvas` with the full updated HTML.
- Edits are applied in order; later edits see the result of earlier ones.
- Prefer many small edits over one big rewrite — it makes failures localised and easier to retry.
- Use search_interactive_canvas_source to locate code, then read_interactive_canvas_lines for the surrounding source before choosing oldText. Line number prefixes in those results are not part of the source.

update_interactive_canvas

Read Source

Read the full, exact HTML source of the latest interactive canvas rendered or updated by this plugin. Does not change the canvas. Attachment placeholders remain unchanged. Prefer search_interactive_canvas_source and read_interactive_canvas_lines when you only need part of a large canvas.

read_interactive_canvas_source

Search Source

Search the latest interactive canvas HTML for a literal keyword, ignoring case. Return matching lines with 1-based line numbers and the total match count. Does not change the canvas. Use read_interactive_canvas_lines to read nearby lines before editing. Line number prefixes are not part of the source.

search_interactive_canvas_source

Read Lines

Read an inclusive range of lines from the latest interactive canvas HTML, with 1-based line numbers. Does not change the canvas. endLine is capped at the final source line. Line number prefixes are not part of the source; omit them when building update_interactive_canvas edits.

read_interactive_canvas_lines

Interactive Canvas

Tavily Search

GPT Image 2.0

Research Plan

Use this tool to create and manage a structured task list for your current research session. This helps track progress, organize complex investigations, and demonstrate thoroughness.

### When to Use This Tool

Use proactively for:
1. Complex multi-step research (3+ distinct phases)
2. Non-trivial investigations requiring careful planning
3. User explicitly requests research todo list
4. User provides multiple research topics (numbered/comma-separated)
5. After receiving new research instructions - capture requirements as todos (use merge=false to add new ones)
6. After completing research phases - mark complete with merge=true and add follow-ups
7. When starting new research areas - mark as in_progress (ideally only one at a time)

### When NOT to Use

Skip for:
1. Single, straightforward questions
2. Trivial lookups with no organizational benefit
3. Research completable in < 3 trivial steps
4. Purely conversational/clarification requests
5. Don't add a task to verify findings unless asked, or you'll overfocus on validation

### Examples

<example>
  User: Research the impact of climate change on Arctic wildlife
  Assistant: *Creates todo list:*
  1. Analyze temperature trends in Arctic regions
  2. Identify key Arctic species and habitats
  3. Review scientific studies on wildlife impacts
  4. Synthesize findings and correlations
<reasoning>
  Multi-phase research with dependencies requiring systematic investigation.
</reasoning>
</example>

<example>
  User: Compare healthcare systems across Nordic countries
  Assistant: *Creates todo list with specific items for each country's system, funding models, outcomes, and comparative analysis*

<reasoning>
  Complex comparative research requiring systematic tracking across multiple systems.
</reasoning>
</example>

<example>
  User: Investigate renewable energy adoption, economic impacts, policy frameworks, and future projections.
  Assistant: *Creates todo list breaking down each research area into specific investigation tasks*

<reasoning>
  Multiple complex research areas provided as list requiring organized investigation management.
</reasoning>
</example>

<example>
  User: Research why my company's market share is declining - analyze competitors, market trends, customer feedback.
  Assistant: *Creates todo list: 1) Competitor analysis, 2) Market trend research, 3) Customer sentiment analysis, 4) Internal factor review, 5) Strategic recommendations*

<reasoning>
  Business analysis requires multiple research phases across different data sources.
</reasoning>
</example>

### Examples of When NOT to Use the Todo List

<example>
  User: What's the capital of France?
  Assistant: The capital of France is Paris.

<reasoning>
  Single trivial factual lookup completed in one step.
</reasoning>
</example>

<example>
  User: Explain what photosynthesis is.
  Assistant: Photosynthesis is the process by which plants convert sunlight into energy...

<reasoning>
  Informational request with no complex research investigation needed.
</reasoning>
</example>

<example>
  User: Find the current stock price of Apple.
  Assistant: *Looks up current AAPL price* Apple (AAPL) is currently trading at...

<reasoning>
  Single straightforward data lookup with immediate results.
</reasoning>
</example>

<example>
  User: What does GDP stand for?
  Assistant: GDP stands for Gross Domestic Product...

<reasoning>
  Simple definition request with no multi-step research required.
</reasoning>
</example>

### Task States and Management

1. **Research States:**
  - pending: Not yet started
  - in_progress: Currently investigating
  - completed: Research finished successfully
  - cancelled: No longer needed

2. **Research Management:**
  - Update status in real-time
  - Mark complete IMMEDIATELY after finishing each phase
  - Only ONE research area in_progress at a time
  - Complete current investigations before starting new ones

3. **Research Breakdown:**
  - Create specific, actionable investigation items
  - Break complex research into manageable phases
  - Use clear, descriptive research objectives

When in doubt, use this tool. Proactive research management demonstrates thoroughness and ensures complete investigation of requirements.

update_research_plan

Search Web

Search the web using SERP API (Google search engine) for real-time information about any topic. Use this tool when you need up-to-date information that might not be available in your training data, or when you need to verify current facts. The search results will include relevant snippets and URLs from web pages. This is particularly useful for questions about current events, technology updates, or any topic that requires recent information.

research_tool_search_web

Extract Web Page

Retrieves the text content of a web page in markdown format. When in Lightweight Mode, this tool returns an extracted content with only the answer based on the extractInstructions. When in Comprehensive Mode, this tool returns the full content of the web page.

extract_web_page

Read Full Web Page

Retrieves the full text content of a web page in markdown format, this will return the full content of the website that may be extremely long.

read_full_web_page_content

Deep Research

Web Search (Serp)

Read Web Page (Firecrawl)

Query HighLevel Data

Fetch and retrieve information from HighLevel CRM. Query contacts, conversations, calendar events, transactions, orders, opportunities, and more using natural language.

query_highlevel_data

Tchoum Growth

Hi Stephen. In practical terms, what is your role within the team? What is it that gets you up every morning?

We don't have a formal risk management process. How do we set one up?

We have a major issue that's threatening the project. How do we handle it?

How do we prioritize risks when we have too many to manage?

Risk & Issue Tracker - To protect project success by identifying, tracking, and resolving risks and issues proactively.

Stephen

Hi Layla. In practical terms, what is your role within the team? What is it that gets you up every morning?

We have many stakeholders with conflicting interests. How do we manage them?

How do we create an effective stakeholder communication plan?

A key stakeholder is unhappy with the project. How do we turn this around?

Stakeholder Coordination Manager - To ensure project success through effective stakeholder engagement and communication.

Layla

Hi Kweku. In practical terms, what is your role within the team? What is it that gets you up every morning?

We want to adopt agile but don't know where to start. How do we begin?

Our sprints are chaotic and we never finish what we commit to. How do we improve?

How do we scale agile across multiple teams?

Agile & Scrum Coach - To help teams deliver value faster through agile practices and continuous improvement.

Kweku

Hi Emilia. In practical terms, what is your role within the team? What is it that gets you up every morning?

We're starting a new project. How do we create a solid project plan?

Our projects always run late. How do we improve our scheduling?

What's the best way to handle resource conflicts across projects?

Project Planning Specialist - To ensure project success through meticulous planning, scheduling, and resource coordination.

Emilia

Hi Akiko. In practical terms, what is your role within the team? What is it that gets you up every morning?

Our project documentation is inconsistent and hard to find. How do we fix this?

What templates should every project have?

How do we capture lessons learned effectively so they're actually used?

Project Documentation Specialist - To preserve project knowledge and ensure clarity through excellent documentation practices.

Akiko

Hi Nia. In practical terms, what is your role within the team? What is it that gets you up every morning?

We're worried about cybersecurity but don't know where to start. How do we assess our risks?

How do we build a security awareness program for our employees?

We think we may have had a security incident. What should we do?

Information Security Specialist - To protect organizational assets through robust cybersecurity measures and threat management.

Hi Hans. In practical terms, what is your role within the team? What is it that gets you up every morning?

We're moving to a new facility. How do we plan the physical security?

Our access control system is outdated. What should we consider for an upgrade?

How do we develop an emergency response plan for our facilities?

Physical Security Coordinator - To protect people, facilities, and assets through comprehensive physical security measures.

Hans

Hi Djeneba. In practical terms, what is your role within the team? What is it that gets you up every morning?

We have too many people with too much access. How do we clean this up?

How do we implement single sign-on across our applications?

What's the best approach to manage privileged accounts?

Access & Identity Manager - To ensure the right people have the right access to the right resources at the right time.

Djeneba

Hi Oluwaseun. In practical terms, what is your role within the team? What is it that gets you up every morning?

Our reports are full of tables and boring charts. How do we make them more engaging?

What chart type should I use to show this kind of data?

How do we create interactive visualizations that tell a story?

Data Visualization Specialist - To make complex data accessible and compelling through powerful visual storytelling.

Oluwaseun

Hi Mariam. In practical terms, what is your role within the team? What is it that gets you up every morning?

We have too many KPIs and people are confused. How do we simplify?

How do we design an executive dashboard that actually gets used?

What's the difference between OKRs and traditional KPIs?

KPI & Dashboard Specialist - To drive performance through well-designed metrics and executive dashboards.

Mariam

Hi Clara. In practical terms, what is your role within the team? What is it that gets you up every morning?

We have lots of data but struggle to get useful insights. How do we improve our BI?

What BI tool should we use for our organization?

How do we build dashboards that people actually use?

Business Intelligence Analyst - To transform data into actionable business insights that drive strategic decisions.

Clara

Hi Benjamin. In practical terms, what is your role within the team? What is it that gets you up every morning?

We have data quality issues across the organization. How do we address this?

How do we set up a data governance program from scratch?

What's the role of data stewards and how do we establish stewardship?

Data Governance Advisor - To ensure data quality, security, and compliance through robust governance frameworks.

Benjamin

Hi Anna. In practical terms, what is your role within the team? What is it that gets you up every morning?

We want to predict customer churn. How do we build a model for this?

How do we know if our predictive model is actually accurate?

What's the difference between statistical forecasting and machine learning?

Predictive Analytics Expert - To anticipate future outcomes through advanced analytics and machine learning models.

Anna

Hi Salma. In practical terms, what is your role within the team? What is it that gets you up every morning?

We need to assess our team's skills. What's the best approach?

How do we set up an effective 360-degree feedback program?

We've done assessments but people don't develop afterward. How do we fix this?

Skills Assessment Coach - To identify skill gaps and guide targeted development through effective assessment and coaching.

Salma

Hi Ryan. In practical terms, what is your role within the team? What is it that gets you up every morning?

We need to design a new training program. What's the process?

Our training is boring and people don't engage. How do we make it more interesting?

Should we use classroom training, e-learning, or a blend? How do we decide?

Training Program Designer - To create engaging, effective training programs that transform knowledge into capability.

Ryan

Hi Nkechi. In practical terms, what is your role within the team? What is it that gets you up every morning?

We need to develop a learning strategy for our organization. Where do we start?

How do we build a learning culture in our company?

Our training programs don't seem to be delivering results. How do we improve?

Learning & Development Specialist - To unlock human potential through strategic learning initiatives that drive individual and organizational growth.

Nkechi

Hi Gustav. In practical terms, what is your role within the team? What is it that gets you up every morning?

We want to convert our classroom training to e-learning. How do we approach this?

What authoring tools should we use for our e-learning development?

Our e-learning courses have low completion rates. How do we make them more engaging?

E-Learning Content Developer - To create engaging digital learning experiences that educate effectively at scale.

Gustav

Hi Oumar. In practical terms, what is your role within the team? What is it that gets you up every morning?

We need to set up an internal audit program. Where do we start?

Our corrective actions from audits never seem to stick. How do we improve follow-through?

Process Audit Coordinator - To ensure process compliance and effectiveness through systematic auditing.

Oumar

Hi Margaret. In practical terms, what is your role within the team? What is it that gets you up every morning?

We're experiencing too many quality issues. How do we improve our QA processes?

How do we set up an effective quality assurance system from scratch?

What quality metrics should we be tracking?

Quality Assurance Specialist - To ensure products and services meet the highest quality standards through rigorous assurance processes.

Margaret

Hi Lena. In practical terms, what is your role within the team? What is it that gets you up every morning?

We want to get ISO 9001 certified. What's the process?

How do we prepare for our upcoming certification audit?

We have multiple certifications to maintain. How do we integrate our management systems?

Standards & Certification Advisor - To guide organizations through certification processes and standards compliance.

Lena

Hi Viktor. In practical terms, what is your role within the team? What is it that gets you up every morning?

We have a new product idea. What development process should we follow?

Our product development is too slow. How do we accelerate without sacrificing quality?

How do we create an effective product roadmap?

Product Development Advisor - To guide products from concept to market through disciplined development processes.

Viktor

Hi Tariq. In practical terms, what is your role within the team? What is it that gets you up every morning?

We want to explore AI technologies for our business. What should we be looking at?

How do we evaluate whether a startup is worth partnering with?

Should we build this technology ourselves, buy it, or partner? How do we decide?

Technology Scouting Expert - To identify and evaluate emerging technologies that can drive competitive advantage.

Tariq

Hi Noémie. In practical terms, what is your role within the team? What is it that gets you up every morning?

What trends should we be watching in our industry right now?

How do we build a systematic trend monitoring capability?

We want to do scenario planning for our strategy. How do we approach this?

Trend & Market Intelligence Analyst - To identify emerging trends and market shifts that create strategic opportunities.

Noémie

Hi Aisha. In practical terms, what is your role within the team? What is it that gets you up every morning?

We want to explore new innovation opportunities. How do we start the research process?

How do we identify emerging technologies relevant to our business?

We have lots of innovation ideas but don't know which to pursue. How do we prioritize?

Innovation Research Specialist - To discover and develop breakthrough ideas through systematic innovation research.

Aisha

Hi Pedro. In practical terms, what is your role within the team? What is it that gets you up every morning?

Our warehouse is running out of space. How do we optimize what we have?

Picking productivity is too low. What strategies can improve it?

We're considering warehouse automation. Where should we start?

Warehouse Operations Advisor - To maximize warehouse efficiency through optimized layouts, processes, and operations.

Pedro

Hi Min-Ji. In practical terms, what is your role within the team? What is it that gets you up every morning?

We lack visibility into our end-to-end supply chain. How do we improve this?

What KPIs should we track to measure supply chain performance?

How do we assess and mitigate supply chain risks?

Supply Chain Analyst - To optimize end-to-end supply chain performance through data-driven analysis and strategic insights.

Min-Ji

Hi John. In practical terms, what is your role within the team? What is it that gets you up every morning?

Shipping & Distribution Coordinator - To ensure reliable, cost-effective delivery through optimized shipping and distribution operations.

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