System Bundles & Integrations¶

JarvisCore ships with 46 built-in system bundles covering 237+ discrete, versioned atoms. Each atom is a self-contained, ready-to-use tool your agents can call directly — no wrapper code required. Bundles span communication, productivity, CRM, ERP, finance, HR, developer tools, content, advertising, storage, healthcare, and more.

How Atoms Work¶

Atoms are pre-loaded into the FunctionRegistry at startup via seed_registry, and from that point forward the Kernel's Option A semantic search handles discovery automatically. You do not enumerate atom names in your agent code or prompt.

The auto-pick flow¶

When a task arrives, before generating any code the Kernel searches the registry semantically:

Task: "Send a Slack notification to #ops"
  → Kernel Option A: semantic_search("Send a Slack notification")
  → Finds: slack_send_message (stage=verified, score=4.2)
  → Injects code directly into sandbox — skips code generation entirely

If the search finds a verified or golden match above the confidence threshold, the Kernel reuses it. If not, CoderSubAgent generates fresh code.

What devs actually write¶

An agent that calls Slack, Jira, and Notion needs nothing special — just a clear system_prompt:

from jarviscore import AutoAgent

class OpsAgent(AutoAgent):
    role = "ops"
    system_prompt = """
    You are an operations agent. You send Slack notifications,
    open Jira tickets, and document findings in Notion.
    """

The Kernel auto-picks the right atom when the task matches. The capabilities field on an agent is descriptive metadata — it does not control which atoms are loaded.

Seeding the registry¶

seed_registry runs automatically when the framework initialises. All 46 bundles are seeded into the registry on first startup. You can also call it manually:

from jarviscore.integrations.seed_registry import seed_registry
from jarviscore.execution.code_registry import FunctionRegistry

registry = FunctionRegistry()
seed_registry(registry)

This is only needed if you are initialising a registry outside the normal agent lifecycle (e.g. in a standalone script or test fixture).

Bundle Catalog¶

Communication¶

Slack¶

Team messaging, notifications, and workspace management.

Atom	Description
`slack_send_message`	Send a message to a channel or user
`slack_get_messages`	Fetch message history from a channel
`slack_list_channels`	List public and private channels
`slack_list_users`	List all workspace members
`slack_get_user`	Look up a user profile by ID or email
`slack_add_reaction`	Add an emoji reaction to a message

Required env: SLACK_BOT_TOKEN

Zoom¶

Meeting scheduling, management, and user administration.

Atom	Description
`zoom_create_meeting`	Schedule a new Zoom meeting
`zoom_get_meeting`	Fetch meeting details by ID
`zoom_list_meetings`	List upcoming meetings for a user
`zoom_update_meeting`	Update meeting settings or schedule
`zoom_delete_meeting`	Cancel and delete a meeting
`zoom_get_user`	Fetch a Zoom user's profile

Required env: ZOOM_CLIENT_ID, ZOOM_CLIENT_SECRET, ZOOM_ACCOUNT_ID

Discord¶

Guild membership, connections, and identity.

Atom	Description
`discord_get_me`	Get the authenticated user's profile
`discord_get_guilds`	List guilds (servers) the user belongs to
`discord_get_connections`	List the user's connected accounts

Required env: DISCORD_BOT_TOKEN

Webex¶

Messaging, rooms, and people search.

Atom	Description
`webex_get_me`	Get the authenticated user's profile
`webex_get_rooms`	List Webex spaces/rooms
`webex_get_room`	Fetch details of a specific room
`webex_get_messages`	List messages in a room
`webex_get_message`	Fetch a single message
`webex_search_people`	Search for Webex users

Required env: WEBEX_ACCESS_TOKEN

Microsoft Graph (Teams, Outlook, Calendar)¶

Email, calendar, Teams chat, and meetings via the Microsoft Graph API.

Atom	Description
`msgraph_send_email`	Send an email via Outlook
`msgraph_get_emails`	List emails in a mailbox folder
`msgraph_get_email`	Fetch a single email by ID
`msgraph_get_teams`	List Microsoft Teams the user belongs to
`msgraph_get_channels`	List channels in a Team
`msgraph_get_chats`	List personal chats
`msgraph_send_chat_message`	Send a message to a chat or channel
`msgraph_create_event`	Create a calendar event
`msgraph_get_events`	List calendar events
`msgraph_update_event`	Update an existing calendar event
`msgraph_delete_event`	Delete a calendar event
`msgraph_create_meeting`	Schedule an online Teams meeting
`msgraph_get_meeting`	Fetch online meeting details
`msgraph_get_me`	Get the authenticated user's profile

Required env: MSGRAPH_CLIENT_ID, MSGRAPH_CLIENT_SECRET, MSGRAPH_TENANT_ID

Gmail¶

Send, read, and draft emails from a Google Workspace account.

Atom	Description
`gmail_send_email`	Send an email immediately
`gmail_get_message`	Fetch a message by ID
`gmail_list_messages`	List messages matching a query
`gmail_create_draft`	Create a draft email (does not send)

Required env: GMAIL_CREDENTIALS_JSON

Productivity¶

Notion¶

Docs, wikis, databases, and knowledge base management.

Atom	Description
`notion_create_page`	Create a new page in a workspace or database
`notion_get_page`	Retrieve page metadata and properties
`notion_get_blocks`	Fetch all blocks (content) from a page
`notion_append_blocks`	Append content blocks to an existing page
`notion_update_page`	Update page properties
`notion_search`	Search across all pages and databases

Required env: NOTION_API_KEY

Confluence¶

Atlassian wiki pages and spaces.

Atom	Description
`confluence_create_page`	Create a new Confluence page
`confluence_get_page`	Fetch page content and metadata
`confluence_update_page`	Update an existing page's content

Required env: CONFLUENCE_URL, CONFLUENCE_EMAIL, CONFLUENCE_API_TOKEN

ClickUp¶

Task and project management.

Atom	Description
`clickup_create_task`	Create a new task in a list
`clickup_get_task`	Fetch task details by ID
`clickup_update_task`	Update task status, priority, or fields
`clickup_create_comment`	Add a comment to a task
`clickup_get_lists`	List all lists in a space
`clickup_get_spaces`	List all spaces in a workspace

Required env: CLICKUP_API_KEY

Todoist¶

Personal task management and projects.

Atom	Description
`todoist_create_task`	Create a new task
`todoist_get_task`	Fetch a task by ID
`todoist_update_task`	Update task content, due date, or priority
`todoist_close_task`	Mark a task as complete
`todoist_get_projects`	List all projects
`todoist_create_project`	Create a new project

Required env: TODOIST_API_KEY

Google Drive¶

File storage, sharing, and folder management.

Atom	Description
`gdrive_upload_file`	Upload a file to a specific folder
`gdrive_download_file`	Download a file by ID
`gdrive_create_folder`	Create a new folder
`gdrive_share_file`	Set sharing permissions on a file or folder

Required env: GOOGLE_DRIVE_CREDENTIALS_JSON

Dropbox¶

Cloud file storage and sharing.

Atom	Description
`dropbox_upload_file`	Upload a file to Dropbox
`dropbox_download_file`	Download a file from Dropbox
`dropbox_list_folder`	List contents of a folder
`dropbox_create_folder`	Create a new folder
`dropbox_get_shared_link`	Get or create a shared link for a file

Required env: DROPBOX_ACCESS_TOKEN

Google Sheets¶

Read and write structured data to spreadsheets.

Atom	Description
`google_sheets_read_range`	Read a cell range
`google_sheets_write_range`	Write values to a range
`google_sheets_append_rows`	Append rows to the end of a sheet
`google_sheets_get_spreadsheet`	Fetch spreadsheet metadata

Required env: GOOGLE_SHEETS_CREDENTIALS_JSON

Google Calendar¶

Read and write calendar events for scheduling automation.

Atom	Description
`google_calendar_create_event`	Create a calendar event with attendees
`google_calendar_list_events`	List upcoming events in a date range
`google_calendar_delete_event`	Cancel and delete an event

Required env: GOOGLE_CALENDAR_CREDENTIALS_JSON

Airtable¶

Low-code database for structured data and content pipelines.

Atom	Description
`airtable_create_record`	Create a new record in a table
`airtable_get_record`	Fetch a single record by ID
`airtable_list_records`	List all records with optional filter
`airtable_search_records`	Search records by field value
`airtable_update_record`	Update fields on an existing record

Required env: AIRTABLE_API_KEY, AIRTABLE_BASE_ID

Developer Tools¶

GitHub¶

Source control, issues, pull requests, and repository management.

Atom	Description
`github_create_issue`	Open a new issue
`github_create_comment`	Post a comment on an issue or PR
`github_get_file`	Fetch a file from a branch
`github_get_pull_request`	Retrieve a pull request
`github_get_repo`	Fetch repository metadata
`github_list_issues`	List issues with state and label filters
`github_list_pull_requests`	List open or closed pull requests
`github_list_repos`	List repositories for a user or org

Required env: GITHUB_TOKEN

Jira¶

Issue tracking, project management, and sprint workflows.

Atom	Description
`jira_create_issue`	Create a new ticket
`jira_get_project`	Fetch project metadata
`jira_update_issue`	Update fields, status, or assignee

Required env: JIRA_BASE_URL, JIRA_EMAIL, JIRA_API_TOKEN

Linear¶

Modern engineering project management.

Atom	Description
`linear_get_issue`	Fetch a single issue by ID
`linear_get_issues`	List issues for a team or project
`linear_get_teams`	List all teams in the workspace
`linear_get_me`	Get the authenticated user's profile
`linear_search_issues`	Full-text search across issues

Required env: LINEAR_API_KEY

Bamboo CI¶

Atlassian Bamboo build and deployment pipelines.

Atom	Description
`bamboo_list_projects`	List all Bamboo projects
`bamboo_list_plans`	List build plans
`bamboo_get_plan`	Fetch plan details
`bamboo_trigger_build`	Trigger a build for a plan
`bamboo_get_build_results`	Fetch build results
`bamboo_list_deployments`	List deployment environments

Required env: BAMBOO_URL, BAMBOO_USERNAME, BAMBOO_PASSWORD

CRM¶

HubSpot¶

CRM contacts, deals, and pipeline management.

Atom	Description
`hubspot_create_contact`	Create a new CRM contact
`hubspot_get_contact`	Fetch a contact by ID or email
`hubspot_list_contacts`	List contacts with pagination
`hubspot_create_deal`	Open a new deal in a pipeline
`hubspot_list_deals`	List deals with stage filter

Required env: HUBSPOT_API_KEY

Salesforce¶

Enterprise CRM — leads, opportunities, contacts, and SOQL.

Atom	Description
`salesforce_create_lead`	Create a new lead record
`salesforce_create_opportunity`	Open a new opportunity
`salesforce_get_contact`	Fetch a contact by ID or email
`salesforce_soql_query`	Run an arbitrary SOQL query

Required env: SALESFORCE_USERNAME, SALESFORCE_PASSWORD, SALESFORCE_SECURITY_TOKEN

Microsoft Dynamics¶

CRM accounts, contacts, and pipeline management.

Atom	Description
`dynamics_create_account`	Create a new account
`dynamics_get_accounts`	List accounts
`dynamics_get_contacts`	List contacts

Required env: DYNAMICS_CLIENT_ID, DYNAMICS_CLIENT_SECRET, DYNAMICS_TENANT_ID

Oracle CX (Sales Cloud)¶

Enterprise CRM for accounts, contacts, opportunities, and activities.

Atom	Description
`oracle_cx_list_accounts`	List CRM accounts
`oracle_cx_list_contacts`	List contacts
`oracle_cx_list_opportunities`	List opportunities
`oracle_cx_create_opportunity`	Create a new opportunity
`oracle_cx_get_opportunity`	Fetch an opportunity by ID
`oracle_cx_list_activities`	List sales activities

Required env: ORACLE_CX_BASE_URL, ORACLE_CX_USERNAME, ORACLE_CX_PASSWORD

Apollo¶

B2B sales intelligence for prospecting and enrichment.

Atom	Description
`apollo_get_person`	Look up a person by email or LinkedIn URL
`apollo_search_organizations`	Search companies by name, domain, or industry
`apollo_search_people`	Find leads matching title, seniority, or location

Required env: APOLLO_API_KEY

ERP¶

NetSuite¶

ERP records, customers, and financial data.

Atom	Description
`netsuite_create_record`	Create a NetSuite record
`netsuite_get_record`	Fetch a record by ID and type
`netsuite_update_record`	Update a record's fields
`netsuite_list_customers`	List customer records
`netsuite_list_records`	List records of a given type
`netsuite_search_records`	Search records with filters

Required env: NETSUITE_ACCOUNT_ID, NETSUITE_CONSUMER_KEY, NETSUITE_CONSUMER_SECRET, NETSUITE_TOKEN_ID, NETSUITE_TOKEN_SECRET

Odoo¶

Open-source ERP — leads, partners, and invoices.

Atom	Description
`odoo_create_lead`	Create a CRM lead
`odoo_get_lead`	Fetch a lead by ID
`odoo_get_leads`	List leads with filters
`odoo_update_lead`	Update lead fields
`odoo_create_partner`	Create a partner (customer/vendor)
`odoo_get_partners`	List partners

Required env: ODOO_URL, ODOO_DB, ODOO_USERNAME, ODOO_PASSWORD

SAP¶

Purchase orders, sales orders, and business partners.

Atom	Description
`sap_list_purchase_orders`	List purchase orders
`sap_get_sales_order`	Fetch a sales order by ID
`sap_list_sales_orders`	List sales orders
`sap_list_business_partners`	List business partners
`sap_get_business_partner`	Fetch a business partner
`sap_list_products`	List products/materials

Required env: SAP_BASE_URL, SAP_USERNAME, SAP_PASSWORD

Oracle ERP Cloud¶

Invoices, journals, expenses, purchase orders, and suppliers.

Atom	Description
`oracle_erp_list_invoices`	List payable invoices
`oracle_erp_get_invoice`	Fetch an invoice by ID
`oracle_erp_list_journal_entries`	List general ledger journal entries
`oracle_erp_list_purchase_orders`	List purchase orders
`oracle_erp_list_expenses`	List expense reports
`oracle_erp_list_suppliers`	List supplier records

Required env: ORACLE_ERP_BASE_URL, ORACLE_ERP_USERNAME, ORACLE_ERP_PASSWORD

Finance¶

Stripe¶

Payments, subscriptions, and financial reporting.

Atom	Description
`stripe_get_balance`	Fetch the current account balance
`stripe_get_customer`	Retrieve a customer record
`stripe_list_charges`	List charges with date and status filters
`stripe_list_invoices`	List invoices for a customer

Required env: STRIPE_SECRET_KEY

QuickBooks¶

Accounting, invoicing, and financial reporting.

Atom	Description
`quickbooks_get_profit_and_loss`	Fetch a P&L report
`quickbooks_get_balance_sheet`	Fetch a balance sheet report
`quickbooks_list_invoices`	List invoices by customer or status
`quickbooks_list_expenses`	List expense transactions

Required env: QUICKBOOKS_CLIENT_ID, QUICKBOOKS_CLIENT_SECRET, QUICKBOOKS_REFRESH_TOKEN, QUICKBOOKS_REALM_ID

FreshBooks¶

Invoicing, clients, and expense tracking for SMBs.

Atom	Description
`freshbooks_create_client`	Create a new client
`freshbooks_get_client`	Fetch a client by ID
`freshbooks_create_invoice`	Create a new invoice
`freshbooks_get_invoice`	Fetch an invoice
`freshbooks_create_expense`	Record an expense
`freshbooks_get_expense`	Fetch an expense
`freshbooks_record_payment`	Record a payment on an invoice
`freshbooks_get_payment`	Fetch a payment record

Required env: FRESHBOOKS_CLIENT_ID, FRESHBOOKS_CLIENT_SECRET, FRESHBOOKS_ACCESS_TOKEN

Zoho Books¶

Cloud accounting — invoices, expenses, and contacts.

Atom	Description
`zoho_books_create_invoice`	Create a new invoice
`zoho_books_get_invoice`	Fetch an invoice by ID
`zoho_books_get_invoices`	List invoices
`zoho_books_create_contact`	Create a customer or vendor
`zoho_books_get_contact`	Fetch a contact
`zoho_books_get_contacts`	List contacts
`zoho_books_create_expense`	Record an expense
`zoho_books_get_expenses`	List expenses

Required env: ZOHO_BOOKS_CLIENT_ID, ZOHO_BOOKS_CLIENT_SECRET, ZOHO_BOOKS_REFRESH_TOKEN, ZOHO_BOOKS_ORG_ID

HR¶

Zoho People¶

Employee directory, attendance, and HR forms.

Atom	Description
`zoho_people_get_employee`	Fetch an employee record
`zoho_people_get_all_employees`	List all employees
`zoho_people_get_attendance`	Fetch attendance records
`zoho_people_get_form_data`	Fetch data from a Zoho People form

Required env: ZOHO_PEOPLE_ACCESS_TOKEN

Zoho Shifts¶

Shift scheduling and workforce management.

Atom	Description
`zoho_shifts_get_shifts`	List shifts for a schedule
`zoho_shifts_create_shift`	Create a new shift
`zoho_shifts_update_shift`	Update a shift
`zoho_shifts_delete_shift`	Delete a shift

Required env: ZOHO_SHIFTS_API_KEY

LinkedIn¶

Organic posts, profile, and network information.

Atom	Description
`linkedin_create_post`	Create a LinkedIn post
`linkedin_list_posts`	List posts for a user or org
`linkedin_get_profile`	Fetch the authenticated user's profile
`linkedin_get_organization`	Fetch an organization profile
`linkedin_list_organization_posts`	List posts for an organization
`linkedin_get_network_size`	Get first-degree connection count

Required env: LINKEDIN_CLIENT_ID, LINKEDIN_CLIENT_SECRET, LINKEDIN_ACCESS_TOKEN

LinkedIn Ads¶

Campaign management and advertising analytics.

Atom	Description
`linkedin_ads_list_accounts`	List ad accounts
`linkedin_ads_list_campaign_groups`	List campaign groups
`linkedin_ads_list_campaigns`	List campaigns
`linkedin_ads_get_campaign`	Fetch a campaign by ID
`linkedin_ads_list_creatives`	List ad creatives
`linkedin_ads_get_analytics`	Fetch campaign performance analytics

Required env: LINKEDIN_ADS_CLIENT_ID, LINKEDIN_ADS_CLIENT_SECRET, LINKEDIN_ADS_ACCESS_TOKEN

YouTube¶

Video, playlist, and channel management.

Atom	Description
`youtube_search`	Search YouTube for videos
`youtube_get_video`	Fetch video details by ID
`youtube_list_videos`	List videos for a channel
`youtube_get_channel`	Fetch channel metadata
`youtube_list_playlists`	List playlists for a channel
`youtube_get_playlist_items`	List videos in a playlist

Required env: YOUTUBE_API_KEY

Twitter / X¶

Post tweets, replies, and reactions.

Atom	Description
`twitter_post_tweet`	Post a new tweet
`twitter_reply_tweet`	Reply to an existing tweet
`twitter_like_tweet`	Like a tweet

Required env: TWITTER_BEARER_TOKEN, TWITTER_API_KEY, TWITTER_API_SECRET, TWITTER_ACCESS_TOKEN, TWITTER_ACCESS_SECRET

Reddit¶

Posts, comments, and subreddit data.

Atom	Description
`reddit_get_subreddit`	Fetch subreddit info and top posts
`reddit_get_post`	Fetch a post and its comments
`reddit_get_me`	Get the authenticated user's profile
`reddit_submit_post`	Submit a new post to a subreddit
`reddit_submit_comment`	Post a comment on a submission
`reddit_vote`	Upvote or downvote a post or comment

Required env: REDDIT_CLIENT_ID, REDDIT_CLIENT_SECRET, REDDIT_USERNAME, REDDIT_PASSWORD

Email Marketing¶

Brevo¶

Transactional email and contact management.

Atom	Description
`brevo_send_email`	Send a transactional email
`brevo_create_contact`	Create or update a contact
`brevo_get_contacts`	List contacts with optional filter

Required env: BREVO_API_KEY

SendGrid¶

Transactional email delivery with analytics.

Atom	Description
`sendgrid_send_email`	Send a transactional email
`sendgrid_get_stats`	Retrieve delivery, open, and click stats

Required env: SENDGRID_API_KEY

Mailchimp¶

Email marketing, audience management, and campaign analytics.

Atom	Description
`mailchimp_add_subscriber`	Add or update a subscriber
`mailchimp_get_list_members`	List members of an audience
`mailchimp_get_campaign_stats`	Retrieve campaign performance stats

Required env: MAILCHIMP_API_KEY, MAILCHIMP_SERVER_PREFIX

Storage¶

Azure Blob Storage¶

Object storage for blobs and files.

Atom	Description
`azure_storage_list_containers`	List all blob containers
`azure_storage_upload_blob`	Upload a file to a container
`azure_storage_download_blob`	Download a blob by name

Required env: AZURE_STORAGE_CONNECTION_STRING

Healthcare¶

OpenMRS¶

Open-source electronic medical records.

Atom	Description
`openmrs_search_patients`	Search patients by name or ID
`openmrs_get_patient`	Fetch a patient record
`openmrs_list_visits`	List visits for a patient
`openmrs_list_encounters`	List encounters for a patient
`openmrs_list_observations`	List observations for a patient
`openmrs_get_concept`	Fetch a medical concept by UUID

Required env: OPENMRS_URL, OPENMRS_USERNAME, OPENMRS_PASSWORD

Government & Compliance¶

KRA (Kenya Revenue Authority)¶

Tax compliance, PIN verification, and obligation checks.

Atom	Description
`kra_check_pin`	Verify a KRA PIN is valid and active
`kra_check_obligations`	Check outstanding tax obligations for a PIN
`krapinchecker`	Batch PIN validity check
`krataxobligations`	Bulk tax obligations lookup

Required env: KRA_API_KEY, KRA_BASE_URL

Search¶

Serper¶

Google Search results via API.

Atom	Description
`serper_search`	Perform a Google web search
`serper_news_search`	Search Google News for recent articles

Required env: SERPER_API_KEY

Configuration¶

All credentials are read from environment variables at call time. Set them in your .env file or secrets manager:

# .env
SLACK_BOT_TOKEN=xoxb-...
NOTION_API_KEY=secret_...
GITHUB_TOKEN=ghp_...
ZOOM_CLIENT_ID=...
MSGRAPH_CLIENT_ID=...

Credentials are never passed to agent reasoning. For OAuth2 providers, register credentials with the Nexus credential layer:

jarviscore nexus register github --client-id=YOUR_ID --client-secret=YOUR_SECRET
jarviscore nexus register notion --client-id=YOUR_ID --client-secret=YOUR_SECRET

See the Nexus Credentials guide for the full setup flow.

Building Custom Atoms¶

An atom is a plain Python function that follows a strict contract. The function name must match the filename, the first parameter must be auth_info: dict because Nexus injects credentials via this parameter, and the function must return a dict.

def linear_close_issue(auth_info: dict, issue_id: str, comment: str = "") -> dict:
    """
    Close an issue in Linear with an optional comment.

    Args:
        auth_info: Injected by Nexus. Contains the Linear API token.
        issue_id:  Linear issue ID (e.g. 'ENG-123').
        comment:   Optional comment to post before closing.

    Returns:
        {"success": bool, "issue_id": str}
    """
    import httpx
    headers = {"Authorization": auth_info["token"]}
    r = httpx.patch(
        "https://api.linear.app/graphql",
        headers=headers,
        json={"query": "mutation { issueUpdate(id: $id, input: {stateId: $stateId}) { success } }"},
    )
    return {"success": r.status_code == 200, "issue_id": issue_id}

The atom contract:

The filename stem must equal the function name. The file linear_close_issue.py must contain def linear_close_issue(...).
The first parameter must be auth_info: dict. Do not rename it and do not move it to a different position.
The return annotation must be -> dict. If your payload is list-shaped, wrap it: {"items": [...]}.
The function must have a docstring that describes its parameters and the structure of the return dict.
The following imports and builtins are forbidden because atoms run inside the agent sandbox: subprocess, pickle, eval, and exec.

To register the atom:

Place the file at jarviscore/integrations/atoms/<provider>/<function_name>.py
Add a provider entry in jarviscore/integrations/seed_registry.py with stage: "candidate"
Add the atom to the Bundle Catalog table in this file

To test and promote it:

Use the jarviscore atom CLI to validate the atom's structure before making any live API calls. Once credentials are registered, run the integration check. The full step-by-step workflow is covered in Testing Atoms.

To contribute an atom to the framework, open a pull request to jarviscore-framework.

Bundle Summary¶

Category	Bundles	Approx. Atoms
Communication	Slack, Zoom, Discord, Webex, MS Graph, Gmail	37
Productivity	Notion, Confluence, ClickUp, Todoist, Google Drive, Dropbox, Google Sheets, Google Calendar, Airtable	40
Developer Tools	GitHub, Jira, Linear, Bamboo	23
CRM	HubSpot, Salesforce, Dynamics, Oracle CX, Apollo	22
ERP	NetSuite, Odoo, SAP, Oracle ERP	24
Finance	Stripe, QuickBooks, FreshBooks, Zoho Books	24
HR	Zoho People, Zoho Shifts	8
Content & Social	LinkedIn, LinkedIn Ads, YouTube, Twitter/X, Reddit	24
Email Marketing	Brevo, SendGrid, Mailchimp	8
Storage	Azure Storage	3
Healthcare	OpenMRS	6
Government	KRA	4
Search	Serper	2
Total	46 bundles	~237 atoms