FinanceMCP_kg_neighbors – 1 MCP server offers this tool

What it usually takes

  • as_of – in 1 of 1
  • depth – in 1 of 1
  • direction – in 1 of 1
  • entity – in 1 of 1
  • include_ended – in 1 of 1
  • limit – in 1 of 1
  • min_confidence – in 1 of 1
  • rels – in 1 of 1

No server marks it as only reading: treat it as able to change data.

From each publisher's own tool list. We never call a tool.

Servers

ServerInputsRead-only?
Finance Research MCP co.huggingface.sreenathvemula/financemcp Relationships around an entity in the knowledge graph: counts per relation, then the top rows spread across relations, each with value, detail, date, source table and key and confidence. Relations: OFFICER_OF, DIRECTOR_OF, INSIDER_OF (Form 3/4/5), PAID (exec pay), HOLDS_13F (latest-quarter fund positions), HOLDS_13DG (>5% holders), INVESTED_IN (investor -> AI lab), LENDS_TO / UNDERWRITES / TRUSTEE_OF (8-K debt terms), IN_THEME / PART_OF / AI_CHAIN_LINK, IN_SECTOR (SIC), FILES_H1B, HAS_PATENTS, AWARDED (CHIPS Act), SAME_AS, AFFILIATE_OF; text-extracted CUSTOMER_OF, SUPPLIER_OF, COMPETES_WITH, PARTNERS_WITH carry an evidence quote. '->' = the entity is the source of the edge, '<-' = the target. rels: comma list to filter. depth=2 adds neighbours of the strongest first-hop nodes. as_of: YYYY-MM-DD for a point-in-time view (default current). Confidence below 1 means a name match or an inferred direction: read it before relying on an edge. A name that matches only partly is not used: pass aas_of,depth,direction,entity,include_ended,limit,min_confidence,relsNot stated