hubmesh MCP server

Read from the package source without running it. The installed server may list more.

• entity_neighbors

  Explore around an entity: which documents mention it and which entities it connects to (with co-occurrence weight / predicates). Useful for choosing the next hop when retrieve() alone is ambiguous.

• get_document

  Full text of one document (retrieve() returns snippets only).

• graph_stats

  Corpus overview: sizes plus the highest-degree entities — the hubs PPR diffusion flows through.

• index_corpus

  Index documents into a named corpus: embeds them, builds the entity knowledge graph (spaCy NER), and persists everything to disk. `documents` is a list of {"id": str, "text": str}. Re-using an existing name replaces that corpus. Indexing cost is paid once — queries afterwards are ~milliseconds.

• list_corpora

  List indexed corpora with their stats (doc / node / edge counts). Start here to see what is queryable.

• path_between

  Connection paths between two entities through the entity-document graph — up to `k_paths` paths, shortest first. INTERPRETATION CAUTION: the shortest path can ride an incidental co-mention (two names in the same sentence); longer paths with more `via_documents` often reflect the more meaningful chain. Report the nature of the connection, not just its existence.

• resolve_entities

  Resolve free-text entity names to knowledge-graph nodes (alias index + fuzzy fallback). Use before seeding retrieve() to confirm an entity exists and see its canonical label.

• retrieve

  Graph-aware retrieval: entity seeds + Personalized PageRank over the corpus knowledge graph, fused with cosine similarity.

• Code scan20 source files scanned25/25
• –Live reliabilityno gateway calls yet and no remote to proben/a
• –Tool poisoningtools not inspected (local package is not executed); not countedn/a
• Auth qualitylocal package, no credentials required12/15
• Maintenancelast push 1 days ago15/15
• Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10

hubmesh: common questions

Is hubmesh MCP server safe?

Yes, by our scan: it is graded A (92/100). Read the hubmesh safety report

How do I install hubmesh?

It runs on your machine. Copy the Claude Code, Claude Desktop or Cursor config from the install section.

Does hubmesh need an API key?

Not as far as the registry entry and our scan can tell: no credentials are declared or required.

Is hubmesh maintained?

The last commit was 2 days ago (2026-09-19). The latest release is v0.4.2.

What can I use instead of hubmesh?

Servers from other publishers that do the same job: Google Surf MCP server, Tw Legal Rag MCP server and haiku.rag MCP server. Compare all hubmesh alternatives.