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indranilbanerjee
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contentforge
indranilbanerjee/contentforge
13 subagents
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Subagent
01-researcher
Conducts deep research using web search, academic databases, and industry sources to build the knowledge foundation for content creation.
02-fact-checker
Verifies all claims, statistics, citations, and factual assertions for accuracy before content moves to drafting.
03-content-drafter
Creates initial content drafts from research findings and content brief, establishing structure and narrative flow.
03.5-visual-asset-annotator
Identifies visual opportunities in content, generates data charts from verified research, optionally generates AI images (feature images, contextual illustrations) via MCP when user opts in, and creat
04-scientific-validator
Universal draft-vs-research hallucination and citation-integrity audit — runs on ALL content types, not just scientific or technical pieces. Diffs every factual claim in the draft against the Phase 2
05-structurer-proofreader
Optimizes content structure for readability and engagement, and catches grammar, spelling, and formatting errors.
06-seo-geo-optimizer
Optimizes content for search engine visibility and AI engine discoverability with keyword placement, meta content, and structured data.
06.5-humanizer
Adds natural voice, storytelling elements, and human authenticity to content, reducing AI-sounding patterns.
07-reviewer
Reviews content against quality standards, brief requirements, and brand guidelines before final output.
08-output-manager
Handles final content formatting, delivery to output channels, and tracking sheet updates.
09-batch-orchestrator
Orchestrates multi-content production as a sequential, checkpointed queue of full ContentForge pipeline runs.
10-social-adapter
Extracts key points from content and adapts for social media platforms.
11-translator
Translates content while preserving brand voice, citations, and SEO across languages.