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1. Overview

The Jira integration connects your Atlassian Jira workspace to TextQL, giving Ana visibility into your projects, issues, statuses, assignees, and due dates. Once configured, Ana can explore your board, surface overdue tasks, track progress across sprints, and help you build automated reports or alerts around your team’s work.
Connect your Jira workspace to TextQL by providing your Atlassian subdomain and API token, then let Ana query and analyze your issues, projects, and team activity.

2. Prerequisites

You’ll need:
  • A Jira Cloud account with admin or project-level access to the workspace you want to connect
  • A Jira API token (generated from your Atlassian account settings) and your organization’s Atlassian subdomain (e.g., yourcompany.atlassian.net)
  • Admin access in TextQL to add and configure a new connector

Which type of connection should I use?

API TokenOAuth 2.0 (Org-level)OAuth 2.0 (Per-member)
Best forSingle user or personal setupOne shared Jira connection for the whole orgEach team member connects their own Jira account
Credentials neededAPI token + host URLClient ID + Client Secret + redirect URLClient ID + Client Secret + redirect URL per user
ExpirySet at token creationManaged by OAuth refresh tokensManaged per user via OAuth refresh tokens
Access levelTied to the individual account that generated the tokenShared access across the org under one accountEach user sees only what their own Jira account can access
Recommended whenYou are the only one querying Jira in TextQLYour team wants a single shared Jira connectionYour team needs individual, permission-scoped Jira connections

3. Capabilities

Once configured, Ana can:
  • Explore your Jira projects, tasks, subtasks, and their current statuses in natural language
  • Track overdue issues, upcoming due dates, and in-progress work across your board
  • Analyze issue counts by assignee, priority, or issue type to understand how work is distributed
  • Set up playbooks or feed agents that monitor your Jira board on a schedule and deliver updates to Slack or email

4. Setup Instructions


Step 1. Generate your Jira credentials

Before you begin, choose your connection type:
  • API Token — best for individuals or small teams; access is tied to one person’s Jira account and token. If that token expires or is revoked, the connection will break for everyone.
  • OAuth (Org-level) — an admin authorizes once and all Ana users share that workspace-level connection.
  • OAuth (Per-member) — each user authorizes individually and sees only what their own Jira account has access to.
If you’re unsure, refer to Which connection type should I use? Then follow the instructions below for your chosen type.
  1. Go to Jira and click your profile picture in the top right corner
  2. Navigate to Security at the top bar.
  3. Scroll down to API Tokens and click Create and manage API tokens
  4. Click Create API token, give it a name, set an expiry date, and copy the token. 90 days is a reasonable expiry date.
  5. In TextQL, add a new Jira connector and enter:
    • API Token: the token you just copied
    • Host: your Jira URL (Open Jira in your browser and look at the address bar — your host is the base URL, which will look like https://yourname.atlassian.net. Everything before the first / after .net is your host. For example, if your browser shows https://acme.atlassian.net/jira/software/projects/..., your host is https://acme.atlassian.net.)
Your host name is the beginning of your Jira URL (e.g., ivyycho.atlassian.net).
  1. Click Save.
  2. Copy the token value immediately once generated.

Step 2: Add Jira as an API connector in TextQL

TextQL Add More API Connectors panel with Jira highlighted
  1. Go to app.textql.com and sign in.
  2. In the bottom left sidebar, click Connectors > APIs and select Jira.
  3. In the configuration panel, fill in the fields depending on your connection type:
    • API Token
      • Name (e.g. Jira API Token)
      • Authentication type: select API Token
      • Token: paste the token copied from Step 1
    • OAuth (Org-level or Per-member)
      • Name (e.g. Jira OAuth)
      • Authentication type: select OAuth (org-level) or OAuth (per-member)
      • Client ID and Client Secret: paste the values copied from Step 1
      • OAuth Authentication: click Authenticate — a popup will appear asking for permissions to access your Jira account. Click Allow.
  4. Click Save.

Step 3: Verify the connection

Once saved, confirm the connector is active:
  1. Go to app.textql.com.
  2. On the bottom left side bar click Connectors -> APIs and check that Jira appears in your list of active connectors.
  3. Open a new Ana chat and ask a simple query, such as: “List my most recent tasks.”
    • If Ana returns results, the connection is working. If you see an error, refer to Section 6: Troubleshooting.

5. Usage Examples

Once configured, you can ask Ana:
  • “Show me all open issues in my marketing project sorted by due date”
  • “Which tasks are overdue or due this week?”
  • “How many issues are assigned to each team member right now?”
  • “Give me a summary of everything that moved to Done in the last 7 days”
  • “Create a weekly Slack report tracking in-progress issues and blockers”

6. Troubleshooting

SymptomLikely CauseFix
Could not find OAuth client with clientId (OAuth)Client ID or Client Secret is incorrect, missing, or the OAuth application has been reconfigured.Confirm the Client ID and Client Secret were pasted correctly in Connectors → APIs → Jira with no extra spaces. If authentication has expired or been revoked, re-run the OAuth authentication flow in TextQL and authorize the application again.
Authentication failed (OAuth)Incorrect redirect URLIn your Jira integration settings, make sure https://app.textql.com/auth/api-oauth/callback is listed exactly as a redirect URL.
401 Bad Credentials Error (Personal Access Token)Invalid, revoked, or incorrectly copied API keyGenerate a new API key in Jira and update the connector in TextQL.
Ana returns no results (OAuth)Insufficient permissionsConfirm read:jira-work and read:jira-user are included in your OAuth app’s permissions

7. Security Notes

  • API tokens expire based on the expiry date you set at creation — you will need to generate a new token and update the connector in TextQL when it expires
  • The recommended scopes grant read and write access to Jira work items; if you want Ana to be strictly read-only, limit scopes to read:jira-work and read:jira-user
  • The integration uses API token or OAuth 2.0 authentication — Ana can only do what the scopes you granted allow, so limiting scopes is the safest way to control access
  • Do not share API keys, client secrets, or OAuth credentials in email, chat, tickets, or other unsecured locations.
  • To revoke access, go to Jira → Profile → Security → API Tokens and delete the relevant token, or for OAuth apps, remove the integration from your Atlassian Developer Console
  • For more details on how Jira handles API authentication and permissions, refer to Atlassian’s official support docs.

Need Help?

For further assistance, please contact support@textql.com.

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