Hashgrid DNA MCP
An MCP server for Hashgrid DNA that enables agents to perform vector-based search operations. It allows creating grids, adding nodes with embeddings, searching for results, and scoring outcomes to refine search accuracy while maintaining data anonymity.
Package and access
Local package with source-attributed installation metadata. Koskamo does not execute packages during review.
What you can do with it
- Create a new search grid
- Add items as embedding nodes
- Search for best matching items
- Score results to improve search
Source and maintenance
- Maintenance checked
Packages and installation
Source-provided package data. Koskamo has not executed or live-probed this package.
hashgrid 1.3.0
{
"version": "1.3.0",
"transport": "stdio",
"identifier": "hashgrid",
"runtimeHint": "uvx",
"registryType": "pypi",
"registryBaseUrl": "https://pypi.org",
"packageArguments": [
{
"type": "positional",
"value": "mcp"
}
],
"runtimeArguments": [
{
"name": "--with",
"type": "named",
"value": "fastembed>=0.7",
"description": "The local embedder, the default"
}
],
"environmentVariables": [
{
"name": "HASHGRID_API_KEY",
"description": "Your DNA API key, hg-…. Leave it out and the create_grid tool makes a grid and saves its key in the local index."
},
{
"name": "HASHGRID_EMBEDDER",
"default": "fastembed:BAAI/bge-small-en-v1.5",
"description": "The embedder, one per grid: fastembed:<model> (local; fastembed:Qdrant/clip-ViT-B-32 for images), openai:<model> or voyage:<model>."
},
{
"name": "OPENAI_API_KEY",
"description": "For an openai:<model> embedder."
},
{
"name": "VOYAGE_API_KEY",
"description": "For a voyage:<model> embedder."
},
{
"name": "HASHGRID_INDEX",
"format": "filepath",
"default": "~/.hashgrid/index.sqlite",
"description": "The local index: a sqlite file that maps DNA ids to your text."
}
]
}Tools
Reported by the attributed source; not independently observed by Koskamo.
Connect from your client
Each snippet configures the same source-provided package; replace placeholders before use.
Cursor
{
"mcpServers": {
"hashgrid-mcp": {
"command": "uvx",
"args": [
"hashgrid==1.3.0",
"mcp"
],
"env": {
"HASHGRID_API_KEY": "<YOUR_HASHGRID_API_KEY>",
"HASHGRID_EMBEDDER": "<YOUR_HASHGRID_EMBEDDER>",
"OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>",
"VOYAGE_API_KEY": "<YOUR_VOYAGE_API_KEY>",
"HASHGRID_INDEX": "<YOUR_HASHGRID_INDEX>"
}
}
}
}Cline
{
"mcpServers": {
"hashgrid-mcp": {
"command": "uvx",
"args": [
"hashgrid==1.3.0",
"mcp"
],
"env": {
"HASHGRID_API_KEY": "<YOUR_HASHGRID_API_KEY>",
"HASHGRID_EMBEDDER": "<YOUR_HASHGRID_EMBEDDER>",
"OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>",
"VOYAGE_API_KEY": "<YOUR_VOYAGE_API_KEY>",
"HASHGRID_INDEX": "<YOUR_HASHGRID_INDEX>"
}
}
}
}VS Code
{
"servers": {
"hashgrid-mcp": {
"type": "stdio",
"command": "uvx",
"args": [
"hashgrid==1.3.0",
"mcp"
],
"env": {
"HASHGRID_API_KEY": "<YOUR_HASHGRID_API_KEY>",
"HASHGRID_EMBEDDER": "<YOUR_HASHGRID_EMBEDDER>",
"OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>",
"VOYAGE_API_KEY": "<YOUR_VOYAGE_API_KEY>",
"HASHGRID_INDEX": "<YOUR_HASHGRID_INDEX>"
}
}
}
}Claude Desktop
{
"mcpServers": {
"hashgrid-mcp": {
"command": "uvx",
"args": [
"hashgrid==1.3.0",
"mcp"
],
"env": {
"HASHGRID_API_KEY": "<YOUR_HASHGRID_API_KEY>",
"HASHGRID_EMBEDDER": "<YOUR_HASHGRID_EMBEDDER>",
"OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>",
"VOYAGE_API_KEY": "<YOUR_VOYAGE_API_KEY>",
"HASHGRID_INDEX": "<YOUR_HASHGRID_INDEX>"
}
}
}
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