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Hashgrid DNA

A search engine that learns from feedback, over embeddings: one tool per API route.

Connector by hashgrid.aiOfficial · Domain verified by the MCP Registry

IndexedLicense unknownRemote (HTTP)
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Install

Works with Claude Code, VS Code, Cursor, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install connector/hashgrid-ai-dna

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

Remote endpoint

  • https://dna.hashgrid.ai/mcp Remote (HTTP)

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About

A search engine that learns from feedback, over embeddings: one tool per API route.

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Permissions

What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.

Tools
5 read · 6 write · 2 delete
Secrets
1 (API keys, tokens or passwords)
Install scripts
Nothing to install (hosted)
Runs as
Hosted (remote endpoint)

Tools by what they do 13

From the running server's own tool list (tools/list) on Oct 25, 2026.

Read 5 · Look things up without changing anything.

  • get_edge
  • get_grid
  • get_node
  • list_edges
  • list_nodes

Write 6 · Create, change, send or run things.

  • create_edge
  • create_grid
  • create_node
  • put_edge
  • update_edge
  • update_node

Delete 2 · Delete, drop, revoke or wipe things.

  • delete_edge
  • delete_node

Secrets and settings it asks for

Secrets: values you paste in that let it act as you.

  • Authorization

Network hosts it talks to 1

  • dna.hashgrid.ai · found in remote endpoint, install command

Tools (13)

As the server listed them on Oct 25, 2026. Descriptions are the server’s own words; hidden characters are shown as [U+…].

  • create_edge

    POST /nodes/{nid}/edges, the search: from query node `nid`, the best node it has not been shown yet, among those whose key starts with `prefix` ("" for any), stored as a new edge: `id` is the found node's id, `score` is null until you score it (update_edge). Null when nothing is left. Call again for the next.

  • create_grid

    POST /: create a grid, your own space of nodes and scores; no API key needed. Returns its `api_key`, shown only now: pass it as `api_key` to every other tool, or send it as the header `Authorization: Bearer hg-…`. It holds up to `max_nodes` nodes. Each address may create only a few grids a day.

  • create_node

    POST /nodes: add a node. An item gets a `key`, a path unique in the grid (e.g. "/items/42"), so searches can find it; a query gets none. `emb` is its embedding, 1 to 2048 floats from any model; use one model per grid. Returns its id and key (not its emb, to keep replies short; get_node has it).

  • delete_edge

    DELETE /nodes/{nid}/edges/{eid}: forget a result, so it can be suggested again; its score no longer trains.

  • delete_node

    DELETE /nodes/{nid}: delete a node and every edge from or to it; its scores no longer train.

  • get_edge

    GET /nodes/{nid}/edges/{eid}: one result of query `nid`, and its score (null if not scored).

  • get_grid

    GET /: the grid the API key opens: its name, and the most nodes it holds, `max_nodes` (null: no limit).

  • get_node

    GET /nodes/{nid}: a node, with its key (null if it has none) and its embedding `emb`.

  • list_edges

    GET /nodes/{nid}/edges: a query's results so far, each an edge with the found node's `id` and its `score` (null if not scored), in id order. `limit` is 1 to 1024; for the next page, pass the last id as `cursor`.

  • list_nodes

    GET /nodes: the grid's nodes, each with its id, key and emb, in id order. `limit` is 1 to 1024; for the next page, pass the last id as `cursor`.

  • put_edge

    PUT /nodes/{nid}/edges/{eid}: score how well node `eid` fits query `nid`, from -1 (wrong) to 1 (perfect), creating the edge if DNA never suggested it, e.g. scores you already have. Only scores train DNA; a new score replaces the last.

  • update_edge

    PATCH /nodes/{nid}/edges/{eid}: score a result of query `nid` that create_edge returned, from -1 (wrong) to 1 (perfect). Only scores train DNA; a new score replaces the last.

  • update_node

    PATCH /nodes/{nid}: change a node. `key`: a new path, or null to remove it, so the node can no longer be found; leave it out to keep it. `emb`: a new embedding; leave it out to keep it. Its scores keep training, on the new embedding. Returns its id and key.

Signals

Last release
Oct 19, 2026 (11 days ago)

Details

Registry name
ai.hashgrid/dna
Version
1.1.0
Auth
Bearer token
License
License unknown
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Cite this page

Hashgrid DNA MCP server. Agent Mart. https://agentmart.dev/connectors/hashgrid-ai-dna (last updated 2026-10-24)