feat: v3.0.0 - intelligent search, GitHub person/project mode, ELI5, 13+ sources
v3 rewrites the search engine from the ground up: - Intelligent pre-research: resolves X handles, GitHub repos, subreddits, TikTok hashtags, and YouTube channels before searching - GitHub person-mode: PR velocity, top repos by stars, release notes - GitHub project-mode: live star counts, README, releases, top issues - ELI5 mode: plain language synthesis, no jargon - 13+ sources: Reddit, X, YouTube, TikTok, Instagram, HN, Polymarket, GitHub, Threads, Pinterest, Perplexity, Bluesky, Web - Free Reddit comments via public JSON (no API key needed) - Fun judge v2: humor scoring baked into narrative - Cookie consent before browser scanning - 10,000 free ScrapeCreators calls - 1,012 tests Thank you to the community contributors whose issues and PRs shaped v3: @uppinote20 (#143), @zerone0x (#134, #136), @thinkun (#116), @thomasmktong (#124), @fanispoulinakisai-boop (#100), @pejmanjohn (#78), @zl190 (#115), @hnshah (#84, #85, #86) Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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import sys
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import unittest
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from pathlib import Path
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sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "scripts"))
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from lib import entity_extract
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class TestExtractSubreddits(unittest.TestCase):
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def test_extracts_primary_subreddit(self):
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items = [{"subreddit": "r/MachineLearning"}]
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result = entity_extract._extract_subreddits(items)
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self.assertIn("MachineLearning", result)
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def test_extracts_subreddit_without_prefix(self):
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items = [{"subreddit": "localLLaMA"}]
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result = entity_extract._extract_subreddits(items)
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self.assertIn("localLLaMA", result)
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def test_extracts_cross_references_from_comment_insights(self):
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items = [
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{
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"subreddit": "technology",
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"comment_insights": ["check out r/MachineLearning and r/LocalLLaMA for more"],
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}
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]
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result = entity_extract._extract_subreddits(items)
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self.assertIn("MachineLearning", result)
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self.assertIn("LocalLLaMA", result)
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def test_extracts_cross_references_from_top_comments(self):
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items = [
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{
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"subreddit": "AI",
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"top_comments": [
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{"excerpt": "see r/StableDiffusion for image gen stuff"},
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],
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}
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]
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result = entity_extract._extract_subreddits(items)
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self.assertIn("StableDiffusion", result)
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def test_ranks_by_frequency(self):
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items = [
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{"subreddit": "A"},
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{"subreddit": "A"},
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{"subreddit": "B"},
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]
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result = entity_extract._extract_subreddits(items)
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self.assertEqual(result[0], "A")
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def test_empty_items(self):
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self.assertEqual([], entity_extract._extract_subreddits([]))
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if __name__ == "__main__":
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unittest.main()
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