Return a human-readable label for a raw theme tag.

Return a human-readable label for a raw theme tag.

Print a readable expansion report to terminal.

Print summary of all API calls made in this run.

Print completion line for a source.

Print a header when starting a new source query.

Use LLM to rate relevance. Returns (rating, reason).

Use Anthropic API with web_search tool to verify a reference. Returns a dict with title, authors, year, abstract, url if found. Falls bac

Search OpenAlex for a paper by title.

Search Semantic Scholar for a paper by title.

Convert a title to a URL-safe Jekyll slug.

Convert a title to a URL-safe Jekyll slug.

Update a node's status.

Verify a source's claim using the best available method.

Basic keyword overlap check between claim and stored abstract.

Use Claude with web search to verify a claim about a source.

Verify a single source against live APIs.

Add trailing slash if URL is set and doesn't already have one.

Append a source_id to an existing node.

Move a dead source to dead_links table.

Break 0 — Theme confirmation. Returns the human's instructions as a string.

Break 0 — Theme confirmation. Returns the human's instructions as a string.

Break 1 — Ground truth validation. Returns the human's instructions as a string.

Break 1 — Ground truth validation. Returns the human's instructions as a string.

Break 2 — Trajectory evaluation. Returns the human's instructions as a string.

Break 2 — Trajectory evaluation. Returns the human's instructions as a string.

Pull every source for a run and convert to CitableSource objects.

Convenience function — use this in agents.

Show seminal bank proposals.

Run Social passive collection.

Show API key status.

Run link health check.

List recent runs.

Show run status.

Test a single source handler with a query and show the raw response.

Mode 1: Passive collector. Scans all themes in the config and saves to database. Run twice a week via cron. Returns summary.

Consensus uses MCP OAuth — check db/consensus_tokens.json for token status.

Count rows in a table.

Main entry point. Fully expands a problem into its conceptual territory. Returns: { "raw_terms": [...], "expanded_concepts":

Find [Key] or [Key1, Key2] markers. Return unique valid keys in order.

Extract relation label from URI. /r/IsA -> /r/IsA (keep as-is for clarity)

Return key-shaped tokens inside [...] that are NOT in valid_keys. These are likely LLM hallucinations; caller should redact.

Format a source in APA 7th edition style.

Format a source in Chicago style.

Compact representation the LLM can consume.

Simple format: Author (Year). Title.

Get a subtree starting from a specific node.

Retrieve a cached expansion for a run.

Initialize database — create all tables if they don't exist.