
Instagram Profile Metadata
FreeQuickly fetch Instagram user profile details.
Free · Opens the source repo
What Instagram Profile Metadata does
The Instagram Profile Metadata skill allows users to retrieve comprehensive metadata for any public Instagram profile. By simply providing the username of the account, users can access key information such as the biography, follower count, following count, post count, and verification status. This skill operates by fetching data that is already displayed on the Instagram page, meaning it does not require any login or bypassing of access controls. It essentially automates the process of copy-pasting profile details, saving time and effort for users who need this information.
To use the skill, the browser must be open to any Instagram page, and the skill will utilize the internal REST API to extract the desired profile metadata. The output is structured in JSON format, making it easy to parse and integrate into other applications or workflows. The skill is designed for developers, data analysts, and marketers who need to gather Instagram user data efficiently, whether for research, competitive analysis, or social media management.
One of the key advantages of this skill is its straightforward execution. Users can invoke the command with a simple template, providing the username without the '@' symbol. The skill is also designed with efficiency in mind, allowing for batch processing through bash scripting, which can significantly speed up data retrieval for multiple profiles. However, users should be cautious of rate limiting, which can occur with high-frequency requests, and should test their scripts before executing them in bulk.
This skill is particularly useful for those who frequently analyze social media profiles and need an automated solution to gather user statistics without manual effort. It streamlines the process of collecting Instagram profile data, making it a valuable tool for anyone involved in social media analytics or digital marketing.
When to use it
Use this skill when you need to quickly gather metadata from public Instagram profiles for analysis or reporting.
When not to use it
This skill is not suitable for accessing private account details or for high-frequency automated scraping due to rate limits.
What you can build with it
Market Research
Gather Instagram user data to analyze trends and follower engagement for market analysis.
Social Media Management
Quickly fetch profile details for social media campaigns or client reports without manual effort.
Data Analysis
Automate the collection of user stats for research projects or competitive analysis in social media.
How to install Instagram Profile Metadata
View source1. Install with the skills CLI
npx skills add browser-act/skills/instagram-profile-meta --agent claude-code2. Or install it manually
Download the skill folder and drop it into ~/.claude/skills/ for all projects, or .claude/skills/ to scope it to one repo. Restart Claude Code so it picks up the new skill.
Anthropic's agentic coding CLI, and the reference implementation of Agent Skills. Drop a skill folder into ~/.claude/skills and Claude Code loads it automatically whenever a task matches the skill's description. Claude Code docs
Inside SKILL.md
Written by browser-actInstagram — Profile Metadata
username → profile details (bio, counts, verification status)
Language
All process output to user (progress updates, process notifications) follows the user's language.
Objective
Fetch complete metadata for an Instagram user profile via the internal REST API.
Prerequisites
- Browser is open on any Instagram page:
https://www.instagram.com/ - No login required for this capability
Pre-execution Checks
1. Tool Readiness
If browser-act has been confirmed available in the current session → skip this step.
Invoke browser-act via Skill tool to load usage. If installation or configuration issues arise, follow its guidance to resolve then retry.
Capability Components
This Skill's operational boundary = what the user can manually do in their browser. It only reads data already displayed to the user on the page, never bypassing authentication or access controls. Its role is equivalent to copy-pasting on the user's behalf — the data is already on screen, automation merely saves time. JS code is encapsulated in Python files under the
scripts/directory, invoked viaeval "$(python scripts/xxx.py {params})".$(...)is bash syntax; it is recommended to use the bash tool for execution.
Below are all atomic capabilities discovered and verified during the exploration phase, listed by command template with parameters. Simply invoke them as needed — no need to read scripts/*.py source code or re-verify. Only inspect scripts when execution fails for troubleshooting. Combine freely as needed during execution.
API: get profile metadata
eval "$(python scripts/get-profile-meta.py '{username}')"
Parameters:
- username: Instagram username without @ (e.g.,
natgeo)
Output example:
{
"id": "787132",
"username": "natgeo",
"full_name": "National Geographic",
"biography": "The official Instagram page of National Geographic magazine.",
"follower_count": 283000000,
"following_count": 163,
"media_count": 29500,
"is_verified": true,
"is_business_account": true,
"profile_pic_url": "https://scontent.cdninstagram.com/...",
"external_url": "https://www.nationalgeographic.com",
"is_private": false
}
Pagination
Not applicable — single user metadata.
Success Criteria
result count >= 1 AND id field non-null AND username field matches input
Known Limitations
- Private accounts: metadata (follower_count, biography) is returned, but posts are not accessible without following
- Rate limiting may occur with high-frequency requests
Execution Efficiency
- Batch orchestration: Write a bash script to loop through the command templates serially within a single session; do not parallelize within one browser (prone to triggering anti-scraping restrictions). Refer to rate information in "Known Limitations" above to add appropriate intervals. To increase throughput, open multiple stealth browser sessions and distribute work across them — each session has an independent fingerprint so rate limits apply per session
- Test before batch execution: After writing a batch script, you must first test with 1-2 items to verify the script runs correctly; only then run the full batch. Never skip testing and execute in batch directly
- Reduce redundant pre-operations: When multiple steps depend on the same prerequisite state, complete them in batch under that state to avoid repeatedly establishing the same state
- Error resumption: Save results item by item during batch processing; on failure, resume from the breakpoint rather than starting over
Experience Notes
Path: {working-directory}/browser-act-skill-forge-memories/instagram-scraper-instagram-profile-meta.memory.md (working directory is determined by the Agent running the Skill, typically the project root or current working directory)
Before execution: If the file exists, read it first — it records unexpected situations encountered during past executions (e.g., a strategy has become ineffective); adjust strategy order accordingly.
After execution: If an unexpected situation is encountered (strategy became ineffective, page redesigned, anti-scraping upgraded, better path discovered), append a line:
{YYYY-MM-DD}: {what happened} → {conclusion}
Normal execution does not write to the file. Do not record what keywords were used or how many results were returned — those are task outputs, not experience.
Frequently asked questions about Instagram Profile Metadata
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