
Reddit Competitor Analysis API
FreeExtract structured data from Reddit for market insights.
Free · Opens the source repo
What Reddit Competitor Analysis API does
The Reddit Competitor Analysis API Skill is designed for users looking to gather structured data from Reddit posts and comments efficiently. By leveraging the BrowserAct API, this skill allows you to extract detailed information about Reddit discussions, making it ideal for market research, brand sentiment analysis, and competitive monitoring. Users can input specific keywords and filtering conditions to retrieve relevant data quickly, creating a streamlined process for data collection.
This skill is particularly useful for marketers, analysts, and researchers who need to monitor brand mentions, track community feedback, or analyze trends within specific subreddits. The ability to sort results by various criteria, such as relevance or popularity, ensures that users can focus on the most pertinent discussions. Additionally, the skill avoids common pitfalls such as CAPTCHA challenges and IP access restrictions, providing a smoother experience for data extraction.
With its cost-effective approach, this skill significantly reduces the expenses associated with data acquisition compared to traditional AI-driven solutions. It offers a reliable way to compile datasets from Reddit conversations, making it easier for users to discover trending topics and gather user reviews. By automating the extraction process, the skill frees up time for users to focus on analysis rather than data collection.
Overall, the Reddit Competitor Analysis API Skill serves as a powerful tool for anyone looking to harness the wealth of information available on Reddit, transforming raw discussions into actionable insights.
When to use it
Use this skill when you need to analyze competitor mentions, track brand sentiment, or extract discussions from Reddit for market research.
When not to use it
This skill is not suitable for real-time monitoring of live discussions or for extracting data from platforms other than Reddit.
What you can build with it
Brand Sentiment Analysis
Monitor and analyze comments about your brand on Reddit to gauge public sentiment.
Competitor Mention Tracking
Extract discussions related to competitors to identify market positioning and strategies.
Market Research
Gather insights on trending topics and user opinions within specific subreddits for informed decision-making.
How to install Reddit Competitor Analysis API
View source1. Install with the skills CLI
npx skills add browser-act/skills/reddit-competitor-analysis-api-skill --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-actReddit Competitor Analysis API Skill
📖 Introduction
This skill uses the BrowserAct Reddit Competitor Analysis API template to provide users with a one-stop Reddit data collection service. It can extract full post details and comments from Reddit search results. Just input search keywords and filtering conditions to directly get clean and usable Reddit data.
✨ Features
- No hallucinations, ensuring stable and precise data extraction: Pre-set workflows avoid AI generative hallucinations.
- No CAPTCHA issues: No need to handle reCAPTCHA or other verification challenges.
- No IP access restrictions or geofencing: No need to handle regional IP limitations.
- Faster execution: Compared to pure AI-driven browser automation solutions, task execution is faster.
- Extremely high cost-effectiveness: Significantly reduces data acquisition costs compared to highly token-consuming AI solutions.
🔑 API Key Guide
Before running, you must check the BROWSERACT_API_KEY environment variable. If it is not set, do not take any other actions; you should request and wait for the user to provide it collaboratively.
The Agent must inform the user at this time:
"Since you have not configured the BrowserAct API Key, please go to the BrowserAct Console to get your Key first."
🛠️ Input Parameters
When calling the script, the Agent should flexibly configure the following parameters based on user needs:
-
Keywords (Search keywords)
- Type:
string - Description: Search keywords for Reddit posts.
- Example:
openclaw
- Type:
-
Publication_date (Publication date)
- Type:
string - Description: Filter posts by publication date range.
- Options:
All time,Past year,Past month,Past week,Today,Past hour - Default:
Past week
- Type:
-
Post_sort_by (Search sort)
- Type:
string - Description: Sort Reddit post search results by selected criteria.
- Options:
Relevance,Hot,Top,New,Comment count - Default:
Relevance
- Type:
-
Comment_sort_by (Comment sort)
- Type:
string - Description: Sort extracted comments by.
- Options:
Best,Top,New,Controversial,Q&A - Default:
Best
- Type:
-
Data_limit (Comments per post)
- Type:
number - Description: Maximum number of comments to extract per post.
- Default:
10
- Type:
🚀 Usage (Recommended)
The Agent should execute the following independent script to achieve "one-line command to get results". Note that the script path ./scripts/... is relative to this skill's directory:
# Example invocation
python3 -u ./scripts/reddit_competitor_analysis_api.py "keywords" "publication_date" "post_sort_by" "comment_sort_by" data_limit
⏳ Task Status Monitoring
Since this task involves automated browser operations, it may take a long time (several minutes). The script will continuously output status logs with timestamps (e.g., [14:30:05] Task Status: running) while running.
Agent Must Know:
- While waiting for the script to return results, please keep an eye on the terminal output.
- As long as the terminal is still outputting new status logs, it means the task is running normally. Please do not mistakenly judge it as a deadlock or unresponsiveness.
- Only if the status remains unchanged for a long time or the script stops outputting and no result is returned, you can consider triggering the retry mechanism.
🔧 OpenClaw Adaptation Guide
Since BrowserAct tasks may take a long time to run (5-20 minutes), when the Agent executes in the OpenClaw environment, it needs to:
-
Run in background mode (using JSON parameters for
exectool):command:"python3 -u ./scripts/reddit_competitor_analysis_api.py ..."background:truetimeout:1800
-
Or increase yieldMs:
command:"python3 -u ./scripts/reddit_competitor_analysis_api.py ..."yieldMs:600000timeout:1800
-
Use process poll to monitor:
action:"poll"sessionId:"xxx"timeout:300000
📊 Data Output Description
After successful execution, the script will directly parse and print the results from the API response. The results include:
post_title: Full post titlepublish_time: Post publication timelike_count: Number of upvotes on the postcomment_count: Total number of commentspublish_channel: Subreddit where the post was publishedcomment_author: Username of the commentercomment_time_utc: Comment timestampcomments: Full comment textcomment_upvotes: Number of upvotes on the commentcomment_level: Nesting level of the commentcomment_author_url: Link to the commenter's profilereply_to: Parent comment or post being replied to
⚠️ Error Handling & Retry
During the execution of the script, if an error occurs (such as network fluctuation or task failure), the Agent should follow this logic:
-
Check the output content:
- If the output contains
"Invalid authorization", it means the API Key is invalid or expired. At this time, do not retry, but guide the user to recheck and provide the correct API Key. - If the output does not contain
"Invalid authorization"but the task execution fails (for example, the output starts withError:or the returned result is empty), the Agent should automatically try to execute the script again.
- If the output contains
-
Retry limit:
- Automatic retry is limited to one time. If the second attempt still fails, stop retrying and report the specific error message to the user.
Frequently asked questions about Reddit Competitor Analysis API
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