Method computeGraphRelevance

src/mcp/tools.ts:2553–2606

* Graph-connectivity relevance via Random-Walk-with-Restart (personalized * PageRank) from the query's matched SEED nodes over the call/reference graph. * * This is the ranking signal text search (FTS/bm25) CANNOT provide, and it's * codegraph's home turf: relevance by STRUCTURE, not wor

(
    nodeIds: string[],
    edges: Edge[],
    seedIds: Set<string>,
  )

   * it's a few hundred nodes × ~25 iterations — negligible cost.
   */
  private computeGraphRelevance(
    nodeIds: string[],
    edges: Edge[],
    seedIds: Set<string>,
  ): Map<string, number> {
    const out = new Map<string, number>();
    const n = nodeIds.length;
    if (n === 0) return out;
    const idx = new Map<string, number>();
    for (let i = 0; i < n; i++) idx.set(nodeIds[i]!, i);

    const RANK_EDGES = new Set<string>([
      'calls', 'references', 'extends', 'implements', 'overrides',
      'instantiates', 'returns', 'type_of', 'imports',
    ]);
    const adj: number[][] = Array.from({ length: n }, () => []);
    for (const e of edges) {
      if (!RANK_EDGES.has(e.kind)) continue;
      const i = idx.get(e.source);
      const j = idx.get(e.target);
      if (i === undefined || j === undefined || i === j) continue;
      adj[i]!.push(j);
      adj[j]!.push(i); // undirected — reachable either direction
    }

    // Restart vector: uniform over seeds present in the candidate set. (Falls
    // back to uniform-over-all if no seed landed in the set, so we never return
    // all-zero.)
    const r = new Array<number>(n).fill(0);
    let rsum = 0;
    for (const id of seedIds) {
      const i = idx.get(id);
      if (i !== undefined) { r[i] = 1; rsum += 1; }
    }
    if (rsum === 0) { for (let i = 0; i < n; i++) r[i] = 1; rsum = n; }
    for (let i = 0; i < n; i++) r[i]! /= rsum;

    const alpha = 0.25;
    let s = r.slice();
    for (let iter = 0; iter < 25; iter++) {
      const next = new Array<number>(n).fill(0);
      for (let i = 0; i < n; i++) {
        const si = s[i]!;
        if (si === 0) continue;
        const d = adj[i]!.length;
        if (d === 0) { next[i]! += si; continue; } // dangling: keep its mass
        const share = si / d;
        for (const j of adj[i]!) next[j]! += share;
      }
      for (let i = 0; i < n; i++) s[i] = (1 - alpha) * next[i]! + alpha * r[i]!;
    }
    for (let i = 0; i < n; i++) out.set(nodeIds[i]!, s[i]!);
    return out;
  }

  /**
   * Handle codegraph_explore — deep exploration in a single call