SoulSearcher

Reviews academic papers and preprints for methodology rigor, contribution significance, and reproducibility. Triggers on paper URLs, PDF uploads, arXiv links, or review requests.

Assesses the computational reproducibility of academic papers by detecting code repositories, building sandbox environments, running experiments, and comparing outputs against paper claims.

Analyzes research trends across years by searching academic databases, building trend curves, identifying emerging topics, and generating visualizations.

Conducts systematic literature reviews across multiple academic papers using PRISMA methodology, with structured synthesis and APA/IEEE/BibTeX citation support.

Guides autonomous decisions on when extracting and analyzing web images adds sufficient value to justify the token cost for visually dense research domains.

Creates, modifies, evaluates, and benchmarks agent skills including description optimization, eval testing, and performance variance analysis.

Generates a personalized SOUL.md agent identity file through an adaptive onboarding conversation. Triggers on agent setup, personalization, or identity creation requests.

Generates documentation for codebases including README files, API references, architecture docs, changelogs, and developer guides.

Produces professional consulting-grade research reports covering market analysis, competitive intelligence, financial analysis, and industry research with structured frameworks and strategic insights.

Conducts systematic multi-angle web research for complex questions requiring multiple sources, cross-validation, and depth beyond single-search answers.

Creates distinctive, production-grade frontend interfaces with high design quality, avoiding generic AI aesthetics. Applies to web components, landing pages, dashboards, and UI layouts.

Conducts multi-round deep investigation of GitHub repositories, producing structured reports with timeline reconstruction, metrics analysis, and competitive comparisons.

Generates professional HTML5 research reports with semantic structure, CSS styling, embedded images, charts, tables, and responsive layout.

Generates professional newsletters, email digests, and curated content summaries with multi-source research and audience-tailored formatting.

Decomposes research papers into structured knowledge graphs including research questions, methodology chains, claims hierarchy, and evidence graphs.

Converts written content into conversational two-host podcast audio format with natural dialogue structure.

Creates visually rich presentation slides by generating images for each slide and composing them into PowerPoint files.

Generates research proposals and grant applications based on identified research gaps, with testable hypotheses, methodology design, and structured proposal templates.

Translates academic research into audience-tailored formats including lay summaries, policy briefs, press releases, social media threads, and visual abstracts.

Reviews UI code for Web Interface Guidelines compliance including accessibility, UX best practices, and design pattern audits.