Search / io.github.Indhar01/memograph
memograph
L0· runs locallyGraph-based memory system for LLMs with knowledge graphs and semantic search.
v0.4.0 · active · repository · descriptor JSON · versions
Search / io.github.Indhar01/memograph
L0· runs locallyGraph-based memory system for LLMs with knowledge graphs and semantic search.
v0.4.0 · active · repository · descriptor JSON · versions
{
"mcpServers": {
"memograph": {
"command": "uvx",
"args": [
"--from",
"memograph",
"memograph==0.4.0",
"memograph-mcp"
],
"env": {
"MEMOGRAPH_VAULT": "${MEMOGRAPH_VAULT}",
"MEMOGRAPH_READONLY": "false",
"ANTHROPIC_API_KEY": "${ANTHROPIC_API_KEY}",
"OPENAI_API_KEY": "${OPENAI_API_KEY}",
"OLLAMA_HOST": "http://localhost:11434"
}
}
}
}claude mcp add memograph -e "MEMOGRAPH_VAULT=${MEMOGRAPH_VAULT}" -e "MEMOGRAPH_READONLY=false" -e "ANTHROPIC_API_KEY=${ANTHROPIC_API_KEY}" -e "OPENAI_API_KEY=${OPENAI_API_KEY}" -e "OLLAMA_HOST=http://localhost:11434" -- uvx --from memograph memograph==0.4.0 memograph-mcp[mcp_servers.memograph]
command = "uvx"
args = ["--from", "memograph", "memograph==0.4.0", "memograph-mcp"]
env = { "MEMOGRAPH_VAULT" = "${MEMOGRAPH_VAULT}", "MEMOGRAPH_READONLY" = "false", "ANTHROPIC_API_KEY" = "${ANTHROPIC_API_KEY}", "OPENAI_API_KEY" = "${OPENAI_API_KEY}", "OLLAMA_HOST" = "http://localhost:11434" }
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"memograph": {
"type": "local",
"command": [
"uvx",
"--from",
"memograph",
"memograph==0.4.0",
"memograph-mcp"
],
"enabled": true,
"environment": {
"MEMOGRAPH_VAULT": "{env:MEMOGRAPH_VAULT}",
"MEMOGRAPH_READONLY": "false",
"ANTHROPIC_API_KEY": "{env:ANTHROPIC_API_KEY}",
"OPENAI_API_KEY": "{env:OPENAI_API_KEY}",
"OLLAMA_HOST": "http://localhost:11434"
}
}
}
}{
"mcpServers": {
"memograph": {
"command": "uvx",
"args": [
"--from",
"memograph",
"memograph==0.4.0",
"memograph-mcp"
],
"env": {
"MEMOGRAPH_VAULT": "${MEMOGRAPH_VAULT}",
"MEMOGRAPH_READONLY": "false",
"ANTHROPIC_API_KEY": "${ANTHROPIC_API_KEY}",
"OPENAI_API_KEY": "${OPENAI_API_KEY}",
"OLLAMA_HOST": "http://localhost:11434"
}
}
},
"deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=memograph&config=eyJjb21tYW5kIjoidXZ4IiwiYXJncyI6WyItLWZyb20iLCJtZW1vZ3JhcGgiLCJtZW1vZ3JhcGg9PTAuNC4wIiwibWVtb2dyYXBoLW1jcCJdLCJlbnYiOnsiTUVNT0dSQVBIX1ZBVUxUIjoiJHtNRU1PR1JBUEhfVkFVTFR9IiwiTUVNT0dSQVBIX1JFQURPTkxZIjoiZmFsc2UiLCJBTlRIUk9QSUNfQVBJX0tFWSI6IiR7QU5USFJPUElDX0FQSV9LRVl9IiwiT1BFTkFJX0FQSV9LRVkiOiIke09QRU5BSV9BUElfS0VZfSIsIk9MTEFNQV9IT1NUIjoiaHR0cDovL2xvY2FsaG9zdDoxMTQzNCJ9fQ%3D%3D"
}{
"servers": {
"memograph": {
"type": "stdio",
"command": "uvx",
"args": [
"--from",
"memograph",
"memograph==0.4.0",
"memograph-mcp"
],
"env": {
"MEMOGRAPH_VAULT": "${MEMOGRAPH_VAULT}",
"MEMOGRAPH_READONLY": "false",
"ANTHROPIC_API_KEY": "${ANTHROPIC_API_KEY}",
"OPENAI_API_KEY": "${OPENAI_API_KEY}",
"OLLAMA_HOST": "http://localhost:11434"
}
}
}
}{
"mcpServers": {
"memograph": {
"command": "uvx",
"args": [
"--from",
"memograph",
"memograph==0.4.0",
"memograph-mcp"
],
"env": {
"MEMOGRAPH_VAULT": "${MEMOGRAPH_VAULT}",
"MEMOGRAPH_READONLY": "false",
"ANTHROPIC_API_KEY": "${ANTHROPIC_API_KEY}",
"OPENAI_API_KEY": "${OPENAI_API_KEY}",
"OLLAMA_HOST": "http://localhost:11434"
}
}
}
}extensions:
"memograph":
enabled: true
name: "memograph"
type: stdio
cmd: "uvx"
args:
- "--from"
- "memograph"
- "memograph==0.4.0"
- "memograph-mcp"
envs:
"MEMOGRAPH_VAULT": "${MEMOGRAPH_VAULT}"
"MEMOGRAPH_READONLY": "false"
"ANTHROPIC_API_KEY": "${ANTHROPIC_API_KEY}"
"OPENAI_API_KEY": "${OPENAI_API_KEY}"
"OLLAMA_HOST": "http://localhost:11434"
timeout: 300
Placeholders to fill from your own secret store: ${ANTHROPIC_API_KEY}, ${OPENAI_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_vulnsno known advisory in 34 resolved packagesdeps.mcp_sdk_versionmcp 1.30.0, no known advisorydeps.resolvable[email protected] resolved: 34 packagesNo 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 +namespace-matches-repo ~liveness-unmeasured ~updated-117d-ago
Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.
[email protected] PyPI33 dependencies, resolved · MCP SDK mcp 1.30.0 · advisories checked 2026-10-19
No known advisory affects this dependency graph.
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 |
|---|---|---|---|---|
memograph | pypi | 0.4.0 | uvx | ANTHROPIC_API_KEY, OPENAI_API_KEY |
No tools observed. Local packages are never executed by the registry.
Schemas: list_tools.
{
"name": "io.github.Indhar01/memograph",
"$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
"version": "0.4.0",
"packages": [
{
"version": "0.4.0",
"transport": {
"type": "stdio"
},
"identifier": "memograph",
"runtimeHint": "uvx",
"registryType": "pypi",
"packageArguments": [
{
"type": "positional",
"value": "memograph-mcp",
"valueHint": "memograph-mcp",
"description": "Console script that starts the MemoGraph MCP server (registered by pyproject.toml [project.scripts])."
}
],
"runtimeArguments": [
{
"name": "--from",
"type": "named",
"value": "memograph",
"description": "Install the memograph package and expose its console scripts."
}
],
"environmentVariables": [
{
"name": "MEMOGRAPH_VAULT",
"format": "filepath",
"isRequired": true,
"description": "Path to your MemoGraph vault directory (created if missing).",
"placeholder": "~/my-vault"
},
{
"name": "MEMOGRAPH_READONLY",
"format": "boolean",
"choices": [
"true",
"false"
],
"default": "false",
"description": "Set to 'true' to block destructive MCP tools (delete_memory, update_memory, bulk_create, batch_delete, batch_update). Recommended for shared or untrusted clients."
},
{
"name": "MEMOGRAPH_PROVIDER",
"format": "string",
"choices": [
"claude",
"ollama"
],
"description": "Optional LLM provider for query_with_context tool. Only needed if you want AI-generated answers."
},
{
"name": "MEMOGRAPH_MODEL",
"format": "string",
"description": "Optional LLM model name (e.g. 'claude-sonnet-4-6'). Used together with MEMOGRAPH_PROVIDER.",
"placeholder": "claude-sonnet-4-6"
},
{
"name": "ANTHROPIC_API_KEY",
"format": "string",
"isSecret": true,
"description": "API key for Anthropic Claude. Required when MEMOGRAPH_PROVIDER=claude or when using the [anthropic] extra."
},
{
"name": "OPENAI_API_KEY",
"format": "string",
"isSecret": true,
"description": "API key for OpenAI. Required when using the [openai] extra (embeddings or LLM)."
},
{
"name": "OLLAMA_HOST",
"format": "string",
"default": "http://localhost:11434",
"description": "Base URL for a local Ollama server (default http://localhost:11434). Only needed when MEMOGRAPH_PROVIDER=ollama or the [ollama] extra is installed."
}
]
}
],
"repository": {
"url": "https://github.com/Indhar01/MemoGraph",
"source": "github"
},
"description": "Graph-based memory system for LLMs with knowledge graphs and semantic search."
}