Citation Chaining

SkillMonitoring & ops

Lets your agent trace a paper's citations forward and backward to find more related research.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Citation Chaining skill

About this capability

Forward and backward citation tracing tactic, expand paper coverage

What this skill tells your AI

The instructions your AI receives, as published by yogsoth-ai/de-anthropocentric-research-engine in skills/citation-chaining/SKILL.md and read by ahel’s review.

Expand paper coverage by tracing citation networks in both directions.

Operations

  • Backward chaining: ss_references — what does this paper cite?
  • Forward chaining: ss_citations — what cites this paper?

Available SOPs

  • paper-overview (import) — quick scan of discovered papers
  • paper-search (import) — AI summary of promising papers
  • paper-research (import) — deep reading of key papers
  • saturation-detection (subagent) — determine when to stop

Execution Guidance

  • Start from seed/key papers
  • Alternate forward and backward passes
  • After each pass: filter by relevance, add to reading queue
  • Use saturation-detection to stop when new papers aren't adding information
  • Track the chain: paper A → cites B → cites C (provenance)
  • Deduplicate across passes — same paper may appear in multiple chains

Available SOPs

Optional, no fixed order; the final leaf is always a sop.

SOPWhen to use
knowledge-acquisition-paper-overviewAbstract-level paper scanning for broad coverage. Import of literature-engine/literature-overview skill. Abstract-level only — no methodology conclusions from abstracts.
knowledge-acquisition-paper-researchFull-depth paper reading with raw text extraction. Import of literature-engine/literature-research skill. Must read fullText (true) — equations, hyperparameters, specific claims extracted.
knowledge-acquisition-paper-searchAI-summarized paper reading for intermediate depth. Import of literature-engine/literature-search skill. Must call get_paper_content for every analyzed paper.
knowledge-acquisition-saturation-detectionDetermine when additional searching yields diminishing returns. Analyzes the latest expansion batch against existing corpus to judge continue/near-saturation/saturated. Used by snowball and systematic-survey.

Signals

GitHub stars
481
Forks
37
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
citation-chaining
Source
github.com/yogsoth-ai/de-anthropocentric-research-engine