Search / ai.hashgrid/sdk
Hashgrid DNA (local)
L0· runs locallySearch that learns from feedback, over text and images: embeds locally, sends DNA only vectors.
v1.1.0 · active · repository · website · descriptor JSON · versions
Search / ai.hashgrid/sdk
L0· runs locallySearch that learns from feedback, over text and images: embeds locally, sends DNA only vectors.
v1.1.0 · active · repository · website · descriptor JSON · versions
{
"mcpServers": {
"sdk": {
"command": "uvx",
"args": [
"--with",
"fastembed>=0.7",
"hashgrid==1.1.0",
"mcp"
],
"env": {
"HASHGRID_API_KEY": "${HASHGRID_API_KEY}",
"HASHGRID_EMBEDDER": "fastembed:BAAI/bge-small-en-v1.5",
"OPENAI_API_KEY": "${OPENAI_API_KEY}",
"VOYAGE_API_KEY": "${VOYAGE_API_KEY}",
"HASHGRID_INDEX": "~/.hashgrid/index.sqlite"
}
}
}
}claude mcp add sdk -e "HASHGRID_API_KEY=${HASHGRID_API_KEY}" -e "HASHGRID_EMBEDDER=fastembed:BAAI/bge-small-en-v1.5" -e "OPENAI_API_KEY=${OPENAI_API_KEY}" -e "VOYAGE_API_KEY=${VOYAGE_API_KEY}" -e "HASHGRID_INDEX=~/.hashgrid/index.sqlite" -- uvx --with fastembed>=0.7 hashgrid==1.1.0 mcp[mcp_servers.sdk]
command = "uvx"
args = ["--with", "fastembed>=0.7", "hashgrid==1.1.0", "mcp"]
env = { "HASHGRID_API_KEY" = "${HASHGRID_API_KEY}", "HASHGRID_EMBEDDER" = "fastembed:BAAI/bge-small-en-v1.5", "OPENAI_API_KEY" = "${OPENAI_API_KEY}", "VOYAGE_API_KEY" = "${VOYAGE_API_KEY}", "HASHGRID_INDEX" = "~/.hashgrid/index.sqlite" }
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"sdk": {
"type": "local",
"command": [
"uvx",
"--with",
"fastembed>=0.7",
"hashgrid==1.1.0",
"mcp"
],
"enabled": true,
"environment": {
"HASHGRID_API_KEY": "{env:HASHGRID_API_KEY}",
"HASHGRID_EMBEDDER": "fastembed:BAAI/bge-small-en-v1.5",
"OPENAI_API_KEY": "{env:OPENAI_API_KEY}",
"VOYAGE_API_KEY": "{env:VOYAGE_API_KEY}",
"HASHGRID_INDEX": "~/.hashgrid/index.sqlite"
}
}
}
}{
"mcpServers": {
"sdk": {
"command": "uvx",
"args": [
"--with",
"fastembed>=0.7",
"hashgrid==1.1.0",
"mcp"
],
"env": {
"HASHGRID_API_KEY": "${HASHGRID_API_KEY}",
"HASHGRID_EMBEDDER": "fastembed:BAAI/bge-small-en-v1.5",
"OPENAI_API_KEY": "${OPENAI_API_KEY}",
"VOYAGE_API_KEY": "${VOYAGE_API_KEY}",
"HASHGRID_INDEX": "~/.hashgrid/index.sqlite"
}
}
},
"deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=sdk&config=eyJjb21tYW5kIjoidXZ4IiwiYXJncyI6WyItLXdpdGgiLCJmYXN0ZW1iZWQ%2BPTAuNyIsImhhc2hncmlkPT0xLjEuMCIsIm1jcCJdLCJlbnYiOnsiSEFTSEdSSURfQVBJX0tFWSI6IiR7SEFTSEdSSURfQVBJX0tFWX0iLCJIQVNIR1JJRF9FTUJFRERFUiI6ImZhc3RlbWJlZDpCQUFJL2JnZS1zbWFsbC1lbi12MS41IiwiT1BFTkFJX0FQSV9LRVkiOiIke09QRU5BSV9BUElfS0VZfSIsIlZPWUFHRV9BUElfS0VZIjoiJHtWT1lBR0VfQVBJX0tFWX0iLCJIQVNIR1JJRF9JTkRFWCI6In4vLmhhc2hncmlkL2luZGV4LnNxbGl0ZSJ9fQ%3D%3D"
}{
"servers": {
"sdk": {
"type": "stdio",
"command": "uvx",
"args": [
"--with",
"fastembed>=0.7",
"hashgrid==1.1.0",
"mcp"
],
"env": {
"HASHGRID_API_KEY": "${HASHGRID_API_KEY}",
"HASHGRID_EMBEDDER": "fastembed:BAAI/bge-small-en-v1.5",
"OPENAI_API_KEY": "${OPENAI_API_KEY}",
"VOYAGE_API_KEY": "${VOYAGE_API_KEY}",
"HASHGRID_INDEX": "~/.hashgrid/index.sqlite"
}
}
}
}{
"mcpServers": {
"sdk": {
"command": "uvx",
"args": [
"--with",
"fastembed>=0.7",
"hashgrid==1.1.0",
"mcp"
],
"env": {
"HASHGRID_API_KEY": "${HASHGRID_API_KEY}",
"HASHGRID_EMBEDDER": "fastembed:BAAI/bge-small-en-v1.5",
"OPENAI_API_KEY": "${OPENAI_API_KEY}",
"VOYAGE_API_KEY": "${VOYAGE_API_KEY}",
"HASHGRID_INDEX": "~/.hashgrid/index.sqlite"
}
}
}
}extensions:
"sdk":
enabled: true
name: "sdk"
type: stdio
cmd: "uvx"
args:
- "--with"
- "fastembed>=0.7"
- "hashgrid==1.1.0"
- "mcp"
envs:
"HASHGRID_API_KEY": "${HASHGRID_API_KEY}"
"HASHGRID_EMBEDDER": "fastembed:BAAI/bge-small-en-v1.5"
"OPENAI_API_KEY": "${OPENAI_API_KEY}"
"VOYAGE_API_KEY": "${VOYAGE_API_KEY}"
"HASHGRID_INDEX": "~/.hashgrid/index.sqlite"
timeout: 300
Placeholders to fill from your own secret store: ${HASHGRID_API_KEY}, ${OPENAI_API_KEY}, ${VOYAGE_API_KEY}. The registry never accepts secret values.
This is a local package: the command runs on your machine.
Not scored: fewer than three checks apply, usually because no remote answered a credential-free probe or the server is a local package.
protocol.modern, protocol.stateless, protocol.transport, protocol.list_ttlno remote answered a protocol handshake (not probed yet, unreachable, or local-only)auth.prm, auth.as_metadata, auth.cimdno remote uses OAuthauth.secret_in_urlno templated URLtools.descriptions, tools.description_length, tools.schemas, tools.annotations, tools.directory_hints, tools.token_cost, tools.api_dumptool list unknown (behind auth, not probed, or empty)stability.changes, stability.rug_pulltool list unknowndeps.known_vulns, deps.mcp_sdk_version, deps.resolvabledependencies not resolved yetNo tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.
Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.
+repository +dns-namespace +website ~liveness-unmeasured +updated-0d-ago
Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.
[email protected] PyPInot resolved yet; dependencies are read once a day
Dependency graphs from deps.dev; advisories from OSV.dev, including the GitHub Advisory Database and the PyPI Advisory Database; all CC BY 4.0. The graph is what a clean install of this version resolves today; nothing was installed or run. How it is checked.
| package | registry | version | runtime | secrets |
|---|---|---|---|---|
hashgrid | pypi | 1.1.0 | uvx | HASHGRID_API_KEY, OPENAI_API_KEY, VOYAGE_API_KEY |
No tools observed. Local packages are never executed by the registry.
Schemas: list_tools.
{
"name": "ai.hashgrid/sdk",
"title": "Hashgrid DNA (local)",
"$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
"version": "1.1.0",
"packages": [
{
"version": "1.1.0",
"transport": {
"type": "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",
"isSecret": true,
"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",
"isSecret": true,
"description": "For an openai:<model> embedder."
},
{
"name": "VOYAGE_API_KEY",
"isSecret": true,
"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."
}
]
}
],
"repository": {
"url": "https://github.com/hashgrid-labs/sdk",
"source": "github"
},
"websiteUrl": "https://dna.hashgrid.ai",
"description": "Search that learns from feedback, over text and images: embeds locally, sends DNA only vectors."
}