Sci-Trust
Compare trust among researchers based on their citations
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HN · launched Aug 20, 2026 · 9 upvotes (top 47%) · 0 views
Niche: academic writing and research tools · 139 launches, 4 in the last 7 days ▼ -50% · Explore this niche →
Category and tags
- Education
- Analytics & BI
- B2C
- Not AI
- Hobby / open-source project
Visit website ↗ Source listing ↗
More like this: all 139 launches in academic writing and research tools →
Could you build this?
Partial Displaying academic citation graphs in a web UI is standard, but computing custom trust rankings across massive citation networks requires graph algorithms and huge bibliometric datasets.
What it would actually take: Requires ingestion pipelines for massive academic datasets (e.g., OpenAlex, Crossref, Semantic Scholar) containing hundreds of millions of papers and citations, stored in graph databases like Neo4j or vector/columnar stores. The algorithmic engine requires PageRank-like personalized trust propagation algorithms implemented in Python or Rust with high-performance graph processing libraries (e.g., NetworkX, cuGraph).
Discussion
2 comments analyzed.
Competitors mentioned: Semantic Scholar, Citation-based rankings, Personalized PageRank
Concerns raised: LLM classification of citations is lossy/imperfect, Citations are imperfect proxy for trust, Whether trust graph actually represents real scientific consensus
Feature requests: Visualize researcher bias and perspective differences, Run analysis on custom datasets, Compare multiple researchers side by side
Competitors
Other products that read as similar to this one : 841 launches clear the similarity bar, closest 8 shown.
Attention rank: #353 of 842 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 293 days after the earliest competitor.
- genpark-deep-research-cross-citation-graph-skill · github · 2026-09-12 · 7 upvotes · similarity 0.63
- ScholarCatalyst · github · 2026-09-29 · 17 upvotes · similarity 0.62
- ResearchPilot · github · 2026-09-30 · 21 upvotes · similarity 0.60
- traceclause · github · 2026-09-18 · 72 upvotes · similarity 0.55
- Pulse · github · 2026-10-06 · 10 upvotes · similarity 0.53
- PaperBenchX · github · 2026-10-08 · 31 upvotes · similarity 0.53
- AA-Briefcase: a frontier knowledge work evaluation · hn · 2026-06-18 · 13 upvotes · similarity 0.53
- Autostep: Measure the ROI of Knowledge Work · yc · 2026-06-23 · 5 upvotes · similarity 0.52
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