Wiki Research Loop

Runs an autonomous breadth-first research loop that grows a wiki by fetching from web, arXiv, and GitHub, deduping claims against existing pages, and queuing follow-up topics until you hit a budget cap, depth limit, or convergence threshold. Each iteration costs you tokens, so the built-in budget enforcement (defaults to 50 cents) and kill-switch file are your safety nets. The convergence detector halts when three consecutive pages add less than 5% novel content, which works better than you'd expect for focused technical domains. Use it when you want a knowledge base that builds itself overnight or need to map out a research area without manually chasing every citation. Privacy guard blocks external fetchers if your wiki is marked private.

skills.sh installs: 154
GitHub stars: 2.9K
last updated: Jun 8, 2026

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Install

$ npx -y skills add rohitg00/pro-workflow --skill wiki-research-loop --agent claude-code

Installs into .claude/skills of the current project.

Files

Wiki Research Loop

Driver that turns a wiki into an auto-grown knowledge base. Layers on top of wiki-builder and wiki-query.

Loop semantics

seed-queue (pending) → next-seed
  → fetch sources via plugins (web | arxiv | github)
  → extract claims
  → dedupe vs index (FTS5; later vector via 3.3.2)
  → compile new page or amend existing
  → upsert page (auto-FTS-index)
  → enqueue follow-up seeds (max-depth gate)
  → mark seed done
  → if budget OR convergence OR kill-switch → halt

Halt conditions (any one trips)

budget_usd exceeded (loop tracks per-fetcher cost estimate)
max_pages_per_run written
max_depth reached on every active branch
3 consecutive pages add < 5 % new claims (convergence)
File ~/.pro-workflow/STOP exists (operator kill-switch)
wiki.config.md auto_research.enabled: false
Wiki private: true AND any non-local fetcher selected

Commands

SKILL.md on GitHub

Details

Repository: github.com/rohitg00/pro-workflow
Categories: Backend & APIs, Git & Pull Requests, Documentation, Data Science & ML, Automation & Workflows, Sales & Marketing
First seen: Jun 11, 2026

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Wiki Research Loop

Install

Files

Wiki Research Loop

Loop semantics

Halt conditions (any one trips)

Commands

Details

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