nvNeuralVerge
Social media

Instagram Profile API and MCP — Bio, Followers & Business Flags

Send an Instagram username or profile URL and this source returns the public profile as data: full name, bio, external links, follower and following counts, and whether the account is verified, private or a business account.

You send
An Instagram username or profile URL
You get back
The profile with bio, links, follower counts and account flags
Coverage
Public Instagram accounts, worldwide.
Price
Flat 5 points per successful lookup — $5 per 1,000
A flat 5 points per profile that resolves. A username that doesn't exist costs nothing.
Comparison

Ways to get this data

Three approaches teams use today, and where each one runs into trouble.

ApproachWhat it takesCostTrade-off
Checking profiles by handOpen each profile and note the numbersFree, and slowFine for a shortlist, not for vetting hundreds of accounts
Meta's Graph APIA business account, app review, permissionsFree, gatedBusiness discovery covers business and creator accounts only, through your own connected account
NeuralVergeOne request per username$5 per 1,000, misses not billedPublic counts only — no audience demographics or reach, which only the account owner sees
Response

What you get back

Every field in the example response below.

FieldTypeDescription
total_itemsnumber1 when the profile resolved.
items[].idstringInstagram's numeric account ID.
items[].usernamestringThe account handle.
items[].full_namestringDisplay name.
items[].urlstringProfile URL.
items[].biographystringBio text.
items[].external_urlsarrayLinks in the bio, with their titles.
items[].followers_countnumberFollowers at read time.
items[].follows_countnumberAccounts the profile follows.
items[].is_verifiedbooleanWhether the account has a verified badge.
items[].is_privatebooleanWhether the account is private.
items[].is_business_accountbooleanWhether it is set up as a business account.
items[].business_categorystring | nullThe business category, where the account shows one.
items[].profile_pic_urlstringProfile picture.
Response

Example response

A real response, as returned.

{
  "session_id": "b972bdf2-d22c-4334-be99-8b932399bc00",
  "kind": "instagram_profile",
  "username": "natgeo",
  "partial": false,
  "machine": {
    "total_items": 1,
    "items": [
      {
        "id": "787132",
        "username": "natgeo",
        "full_name": "National Geographic",
        "url": "https://www.instagram.com/natgeo",
        "biography": "Step into wonder and find your inner explorer with National Geographic 🌎",
        "external_url": "http://visitstore.bio/natgeo",
        "external_urls": [
          { "title": null, "url": "http://visitstore.bio/natgeo" },
          { "title": "Subscribe Here!", "url": "https://ngmdomsubs.nationalgeographic.com/servlet/OrdersGateway?cds_mag_code=NGM&cds_page_id=283562&cds_response_key=I5FX10002" }
        ],
        "followers_count": 268279340,
        "follows_count": 195,
        "is_verified": true,
        "is_private": false,
        "is_business_account": true,
        "business_category": null,
        "joined_recently": false,
        "related_profiles": [],
        "latest_posts": []
      }
    ],
    "errors": []
  },
  "total_points": 5
}
Integration

How to run it

The same lookup works from the app, the API, or as a tool an agent can call mid-task.

This endpoint is synchronous: the call blocks until the lookup completes and returns the profile directly. username is required and accepts a handle (natgeo) or a profile URL.

curl -X POST https://api.neuralverge.ai/functions/v1/run-instagram-profile \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{ "username": "natgeo" }'
Use cases

What teams use it for

Where this field shows up in an actual workflow.

Influencer vetting

Check follower counts, verification and account type before you shortlist anyone.

Brand audience sizing

Compare competitors' Instagram audiences side by side.

Link-in-bio research

See where a brand sends its Instagram traffic — shop, booking page or campaign.

Account enrichment

Add an Instagram audience figure to company or creator records.

Coverage & limits

Coverage, freshness and limits

What this source covers, how fresh it is, and where it stops.

Coverage

Public Instagram accounts, worldwide.

Freshness

Read at request time.

Handling

This source returns content an account published publicly, stamped with the URL it was read from and a session id you can trace. Accounts can belong to individuals as well as brands — use it for legitimate business purposes under your own lawful basis and check the acceptable use policy.

What it will not do
  • —Private accounts return the basic profile only; their posts are not readable.
  • —Follower counts include inactive and fake accounts — treat them as reach on paper, not engaged audience.
  • —Some counts, like total posts, are not always shown and come back null.
FAQ

Questions, answered

Yes — every Data Source endpoint, including this one, is synchronous: the lookup runs inside the request and the result comes back in the same response, no polling. If a lookup hits its time budget before finishing, the response comes back with partial: true and whatever records it collected so far — re-run with a smaller max_items to get a complete result instead of a partial one.

Related

Related sources

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