business-context

name	business-context
description	Interactive browser for your organization's knowledge system. Explore terms, products, metrics, objectives, and team structure. Also crawl Notion workspaces to extract and populate business context. Triggered when users say "/business", "browse business context", "/notion-ingest", or "crawl notion workspace".

Skill: Business Context Browser

Interactive browser for your organization's knowledge system. Explore terms, products, metrics, objectives, and team structure. Also optionally crawl Notion workspaces to extract and populate business context.

Trigger

Invoked as /business or /business {subcommand} or /notion-ingest

Prerequisites

• Organization context must exist at <workspace>/knowledge/organizations/{org}/
• Read <workspace>/knowledge/setup-state.yaml to find active organization
• If no org configured: "No organization context found. Run /setup Phase 3 to configure business context, or create one manually at <workspace>/knowledge/organizations/{name}/."

Subcommands

/business (no args) — Overview

Display a summary of available business context:

Business Context: {org_name}

  Glossary:    {n} terms defined
  Products:    {n} products cataloged
  Metrics:     {n} metrics specified
  Objectives:  {n} OKRs/goals tracked
  Teams:       {n} teams mapped

Type /business {category} for details.

Implementation:

1. Read <workspace>/knowledge/organizations/{org}/manifest.yaml for org name
2. Use helpers/business_context.py → load_business_context(org_path)
3. Count entries in each category
4. Display summary table

/business glossary — Browse Terms

Display all business term definitions:

Glossary ({n} terms)

  Term              | Definition                          | Category
  ──────────────────|─────────────────────────────────────|──────────
  Active User       | User with ≥1 session in last 30d    | Engagement
  Churn             | No activity for 60+ days            | Retention
  ...

Implementation:

1. Load from business/glossary/terms.yaml
2. Sort alphabetically
3. Show first 20 terms; offer "Show all" if more
4. If empty: "No glossary terms defined. Add terms to <workspace>/knowledge/organizations/{org}/business/glossary/terms.yaml."

/business products — View Product Catalog

Display product hierarchy:

Products ({n} total)

  Product           | Category    | Status    | Key Metrics
  ──────────────────|─────────────|───────────|────────────
  Core Platform     | SaaS        | Active    | MAU, Revenue
  Mobile App        | Mobile      | Active    | DAU, Retention
  ...

Implementation:

1. Load from business/products/index.yaml
2. Display in table format
3. If empty: "No products defined. Add products to <workspace>/knowledge/organizations/{org}/business/products/index.yaml."

/business metrics — Inspect Metric Definitions

Display metric dictionary:

Metrics ({n} defined)

  Metric            | Type        | Formula/Definition        | Owner
  ──────────────────|─────────────|───────────────────────────|──────
  Conversion Rate   | Ratio       | signups / visitors        | Growth
  MRR               | Currency    | SUM(active_subscriptions) | Finance
  ...

Implementation:

1. Load from business/metrics/index.yaml
2. Cross-reference with <workspace>/knowledge/datasets/{active}/metrics/ if available
3. Show definition, type, owner
4. If empty: "No metrics defined. Use /metrics add to define metrics, or add to <workspace>/knowledge/organizations/{org}/business/metrics/index.yaml."

/business objectives — Review OKRs/Goals

Display current objectives:

Objectives ({n} active)

  Objective                      | Key Results              | Status
  ───────────────────────────────|──────────────────────────|────────
  Increase activation rate       | +15% by Q2               | On Track
  Reduce churn                   | <5% monthly by Q3        | At Risk
  ...

Implementation:

1. Load from business/objectives/index.yaml
2. Show status indicators (On Track / At Risk / Behind)
3. If empty: "No objectives defined. Add OKRs to <workspace>/knowledge/organizations/{org}/business/objectives/index.yaml."

/business teams — Show Team Structure

Display team organization:

Teams ({n} mapped)

  Team              | Lead        | Focus Area        | Analysts
  ──────────────────|─────────────|───────────────────|──────────
  Growth            | Jane D.     | Acquisition       | 2
  Product           | John S.     | Core Experience   | 3
  ...

Implementation:

1. Load from business/teams/index.yaml
2. Show team summary
3. If empty: "No teams defined. Add team structure to <workspace>/knowledge/organizations/{org}/business/teams/index.yaml."

/business lookup {term} — Search

Search across all categories for a term:

1. Search glossary terms (exact + fuzzy match)
2. Search product names
3. Search metric names
4. Search objective text
5. Display all matches with category labels

If no match: "No results for '{term}'. Try a different search term or browse categories with /business."

Implementation:

1. Use helpers/business_context.py → get_glossary(), get_products(), etc.
2. Case-insensitive substring match across all categories
3. Rank: exact match > starts-with > contains
4. Show top 10 results with category badge

Notion Integration (/notion-ingest)

Overview

This skill uses a breadth-first crawl strategy to systematically traverse a Notion workspace, converting pages to structured knowledge entries. It does NOT require external Python packages — all Notion API calls use inline HTTP requests.

Step 1: Authentication Check

import yaml, os

# Load integration config
integrations_path = "<workspace>/knowledge/user/integrations.yaml"
with open(integrations_path) as f:
    config = yaml.safe_load(f)

notion_token = config.get("notion", {}).get("token")
if not notion_token:
    print("No Notion token found. Add to <workspace>/knowledge/user/integrations.yaml")
    # HALT

Verify token works with a simple API call:

GET https://api.notion.com/v1/users/me
Authorization: Bearer {token}
Notion-Version: 2022-06-28

Step 2: Workspace Discovery

Ask the user for crawl scope:

Notion workspace connected. How would you like to crawl?

1. **Full workspace** — Crawl all accessible pages (may be slow for large workspaces)
2. **Specific database** — Provide a database URL to crawl
3. **Specific page tree** — Provide a root page URL to crawl its children
4. **Search by keyword** — Search for pages matching specific terms

Step 3: BFS Crawl Strategy

Algorithm: Breadth-First Search (BFS)

Queue ← [root_page_id]
Visited ← {}
Results ← []

WHILE Queue is not empty:
    page_id ← Queue.dequeue()
    IF page_id IN Visited: CONTINUE
    Visited.add(page_id)

    page ← fetch_page(page_id)        # GET /v1/pages/{id}
    children ← fetch_children(page_id) # GET /v1/blocks/{id}/children

    result ← convert_to_knowledge(page, children)
    Results.append(result)

    # Enqueue child pages and linked databases
    FOR child IN children:
        IF child.type == "child_page" OR child.type == "child_database":
            Queue.enqueue(child.id)

    rate_limit_pause()  # See Step 4

Step 4: Rate Limiting

Notion API limits: 3 requests per second for integration tokens.

Backoff strategy:

• On 429 (rate limited): wait Retry-After header seconds, minimum 1s
• On 5xx: exponential backoff (1s, 2s, 4s), max 3 retries
• On 4xx (not 429): log error, skip page, continue crawl

Step 5: Page-to-Markdown Conversion

Convert Notion block types to markdown:

Notion Block Type	Markdown Output
paragraph	Plain text
heading_1	# Title
heading_2	## Title
heading_3	### Title
bulleted_list_item	- Item
numbered_list_item	1. Item
code	```lang\ncode\n```
quote	> Quote
callout	> ℹ️ Callout
table	Markdown table
divider	---
toggle	Treat as heading + nested content
child_page	[Page Title](notion://page_id)
child_database	[Database Title](notion://db_id)

Step 6: Knowledge Extraction

For each crawled page, attempt to classify and extract structured knowledge:

Auto-Classification Rules

Page Contains	Classification	Target File
Term definitions, glossary entries	Glossary term	business/glossary/terms.yaml
KPI, metric, formula	Metric definition	business/metrics/index.yaml
Product name, feature list	Product entry	business/products/index.yaml
OKR, objective, key result	Objective	business/objectives/index.yaml
Team name, org chart	Team entry	business/teams/index.yaml
SQL query, data pattern	Query archaeology	<workspace>/knowledge/query-archaeology/raw/

Step 7: Progress Reporting

During crawl, show progress:

Crawling Notion workspace...

  Pages crawled:    45/~120 (estimated)
  Terms extracted:  12
  Metrics found:    5
  Products found:   3
  Errors:           1 (skipped)

  Current: "Q4 2025 OKR Tracker"

Step 8: Post-Crawl Summary

After crawl completes:

Notion ingest complete!

  Pages crawled:     127
  Pages skipped:     3 (errors logged)

  Knowledge extracted:
    Glossary terms:  23 → business/glossary/terms.yaml
    Metrics:         8  → business/metrics/index.yaml
    Products:        5  → business/products/index.yaml
    Objectives:      12 → business/objectives/index.yaml
    Teams:           4  → business/teams/index.yaml

  Raw pages saved:   127 → <workspace>/knowledge/query-archaeology/raw/

  Review extracted knowledge with `/business` to verify accuracy.

Error Handling

• Missing org directory → suggest /setup Phase 3
• Empty categories → show helpful "how to add" message with file path
• Malformed YAML → show parse error, suggest checking file syntax
• Partial context (some categories empty) → show what exists, note gaps
• Invalid Notion token → "Notion token is invalid or expired. Update in <workspace>/knowledge/user/integrations.yaml."
• Permission denied (403) → "Cannot access page '{title}'. Check integration permissions in Notion."

Display Rules

• Use tables for structured data (align columns)
• Limit initial display to 20 rows; offer pagination
• Always show file paths so users know where to edit
• Adapt detail level: summary for /business, detail for subcommands