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
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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/mcpRemote (HTTP)
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About
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
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_edgeget_gridget_nodelist_edgeslist_nodes
Write 6 · Create, change, send or run things.
create_edgecreate_gridcreate_nodeput_edgeupdate_edgeupdate_node
Delete 2 · Delete, drop, revoke or wipe things.
delete_edgedelete_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_edgePOST /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_gridPOST /: 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_nodePOST /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_edgeDELETE /nodes/{nid}/edges/{eid}: forget a result, so it can be suggested again; its score no longer trains.
delete_nodeDELETE /nodes/{nid}: delete a node and every edge from or to it; its scores no longer train.
get_edgeGET /nodes/{nid}/edges/{eid}: one result of query `nid`, and its score (null if not scored).
get_gridGET /: the grid the API key opens: its name, and the most nodes it holds, `max_nodes` (null: no limit).
get_nodeGET /nodes/{nid}: a node, with its key (null if it has none) and its embedding `emb`.
list_edgesGET /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_nodesGET /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_edgePUT /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_edgePATCH /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_nodePATCH /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
- Website
- dna.hashgrid.ai
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- Official MCP Registry
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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)