PipesHub - The Open Source Context Layer for AI Agents

Build or extend a PipesHub connector, an integration that syncs content from an external service or database. The skill guides API research, design decisions, permission mapping, implementation, testing, and documentation of what was actually verified.

• Build a connector for an external service
• Add a new content type to an existing connector
• Review how source permissions map to PipesHub

Review PipesHub code changes for bugs, scaling risks, missing-value handling, reuse, design, and tests. Get specific findings tied to files and lines, with the most serious problems addressed first and a concise review verdict.

• Reviewing a PipesHub pull request
• Checking a branch or commit for bugs
• Assessing query load and failure handling

Turn data into charts suited to comparisons, trends, distributions, relationships, or shares. Add clear titles, units, and accessible colors, then export a static PNG or interactive HTML with hover details and zoom controls.

• Charting monthly revenue trends
• Comparing totals across regions or categories
• Examining order-size distributions

Load, clean, summarize, and join tabular data from CSV, Excel, JSON, or database exports using pandas. Check missing values, data types, and row counts, then independently verify key figures before reporting numbers printed by the code.

• Summarizing revenue by region
• Cleaning missing values and duplicate rows
• Joining files by customer ID

Turn a PipesHub GitHub release into a readable changelog with feature highlights, categorized changes, PR links, and author credits. The skill writes a detailed release file and updates the main changelog and release index.

• Turn release PR lists into readable changelogs
• Summarize changes relevant to an upgrade
• Maintain detailed release files and indexes

Create Word reports, memos, letters, and proposals with headings, tables, lists, and a table of contents. Also supports targeted edits to existing .docx files and reading or summarizing their text and tables.

• Create a Word report or proposal
• Edit selected passages in an existing document
• Read and summarize document text and tables

Create PDF reports, invoices, and letters, extract text or tables from existing PDFs, and fill interactive form fields. The skill also guides table layout, text wrapping, and page breaks so generated documents fit their pages.

• Create a PDF report or invoice
• Extract text and tables from an existing PDF
• Fill fields in a PDF form

Create or edit Excel workbooks with updateable formulas, multiple sheets, readable column widths, and number formats. Scan formulas for common reference and division risks before delivery; calculation results require opening the file in Excel or Google Sheets.

• Creating a sales workbook with total formulas
• Adding percentages and running balances
• Linking values across worksheets

Choose suitable libraries for converting spreadsheet data and image files, or extracting text and tables from documents. Covers supported format pairs and identifies conversions unavailable in the described environment before work begins.

• Convert tabular data between CSV, Excel, and JSON
• Change image formats or resize images
• Extract text from Word documents

Unpack Word and PowerPoint files to inspect and edit their internal XML, the markup that stores document content. Repack targeted changes with XML syntax checks while preserving the original archive entry order.

• Make a small edit inside a Word or PowerPoint file
• Investigate errors in generated document XML
• Inspect internal document parts and image references

Create PowerPoint presentations for talks, pitches, and reports, edit existing slides, or read and summarize a deck. The skill guides color choices, typography, varied layouts, and content checks to give each slide a clear message.

• Create slides for a talk or pitch
• Turn report findings into presentation slides
• Edit text in an existing PowerPoint deck