--- bezeichner: "io.github.Indhar01/memograph" art: "mcp_server" slug: "io-github-indhar01-memograph" paketkoordinate: "pypi:memograph" status: "aktiv" homepage: "https://github.com/Indhar01/MemoGraph" erhebungsstand: "2026-10-10T01:17:01.464Z" namensraum: "io.github.Indhar01" registerseite: "https://tracevero.com/mcp/io-github-indhar01-memograph" abgerufen_am: "2026-10-10" zugangsdaten_erforderlich: false ausfuehrungsort: "lokal" dateisystem_pfadargument: true quelloffen_einsehbar: true einsatzgebiet: "gedaechtnis" roh_beschreibung: "Graph-based memory system for LLMs with knowledge graphs and semantic search." version: "0.4.0" roh_umgebungsvariablen: "MEMOGRAPH_VAULT, MEMOGRAPH_READONLY, MEMOGRAPH_PROVIDER, MEMOGRAPH_MODEL, ANTHROPIC_API_KEY, OPENAI_API_KEY, OLLAMA_HOST" roh_geheime_pflichtvariablen: "" roh_transportarten: "stdio" roh_pfadargumente: "" roh_repository_url: "https://github.com/Indhar01/MemoGraph" roh_paketquellen: "pypi" roh_geheime_pflichtkopfzeilen: "" roh_pfad_umgebungsvariablen: "MEMOGRAPH_VAULT" roh_remote_adressen: "" roh_remote_hosts: "" roh_statusmeldung: "" roh_veroeffentlicht_am: "2026-06-25" roh_aktualisiert_am: "2026-06-25" roh_schemafassung: "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json" roh_bereitstellungsform: "paket" roh_repository_quelle: "github" roh_repository_unterordner: "" roh_paketbezeichner: "memograph" roh_paketversionen: "0.4.0" roh_laufzeithinweise: "uvx" roh_umgebungsformate: "boolean, filepath, string" roh_umgebungsbeschreibungen: "ANTHROPIC_API_KEY=API key for Anthropic Claude. Required when MEMOGRAPH_PROVIDER=claude or when using the [anthropic] extra. · MEMOGRAPH_MODEL=Optional LLM model name (e.g. 'claude-sonnet-4-6'). Used together with MEMOGRAPH_PROVIDER. · MEMOGRAPH_PROVIDER=Optional LLM provider for query_with_context tool. Only needed if you want AI-generated answers. · MEMOGRAPH_READONLY=Set to 'true' to block destructive MCP tools (delete_memory, update_memory, bulk_create, batch_delete, batch_update). Recommended for shared or untrusted clients. · MEMOGRAPH_VAULT=Path to your MemoGraph vault directory (created if missing). · OLLAMA_HOST=Base URL for a local Ollama server (default http://localhost:11434). Only needed when MEMOGRAPH_PROVIDER=ollama or the [ollama] extra is installed. · OPENAI_API_KEY=API key for OpenAI. Required when using the [openai] extra (embeddings or LLM)." roh_symbolformate: "" roh_verbindungswege: "{\"packages\":[{\"registryType\":\"pypi\",\"identifier\":\"memograph\",\"version\":\"0.4.0\",\"runtimeHint\":\"uvx\",\"transport\":\"stdio\",\"environment\":[{\"name\":\"MEMOGRAPH_VAULT\",\"description\":\"Path to your MemoGraph vault directory (created if missing).\",\"format\":\"filepath\",\"required\":true,\"secret\":false},{\"name\":\"MEMOGRAPH_READONLY\",\"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.\",\"format\":\"boolean\",\"required\":false,\"secret\":false},{\"name\":\"MEMOGRAPH_PROVIDER\",\"description\":\"Optional LLM provider for query_with_context tool. Only needed if you want AI-generated answers.\",\"format\":\"string\",\"required\":false,\"secret\":false},{\"name\":\"MEMOGRAPH_MODEL\",\"description\":\"Optional LLM model name (e.g. 'claude-sonnet-4-6'). Used together with MEMOGRAPH_PROVIDER.\",\"format\":\"string\",\"required\":false,\"secret\":false},{\"name\":\"ANTHROPIC_API_KEY\",\"description\":\"API key for Anthropic Claude. Required when MEMOGRAPH_PROVIDER=claude or when using the [anthropic] extra.\",\"format\":\"string\",\"required\":false,\"secret\":true},{\"name\":\"OPENAI_API_KEY\",\"description\":\"API key for OpenAI. Required when using the [openai] extra (embeddings or LLM).\",\"format\":\"string\",\"required\":false,\"secret\":true},{\"name\":\"OLLAMA_HOST\",\"description\":\"Base URL for a local Ollama server (default http://localhost:11434). Only needed when MEMOGRAPH_PROVIDER=ollama or the [ollama] extra is installed.\",\"format\":\"string\",\"required\":false,\"secret\":false}],\"additional_arguments_declared\":true}],\"remotes\":[]}" --- # io.github.Indhar01/memograph ## Measured values | Property | Value | Source | Collected on | Level of trust | Raw declaration | | --- | --- | --- | --- | --- | --- | | Required secrets declared | false | MCP-Register | 2026-08-06T13:57:41.838Z | abgeleitet | roh_geheime_pflichtvariablen: ; roh_geheime_pflichtkopfzeilen: | | Execution location | lokal | MCP-Register | 2026-08-06T13:57:41.838Z | abgeleitet | roh_transportarten: stdio | | Path argument present | true | MCP-Register | 2026-08-16T01:17:01.420Z | abgeleitet | roh_pfadargumente: ; roh_pfad_umgebungsvariablen: MEMOGRAPH_VAULT | | Repository URL listed | true | MCP-Register | 2026-08-06T13:57:41.838Z | abgeleitet | roh_repository_url: https://github.com/Indhar01/MemoGraph | | Field of use, derived from the vendor description | gedaechtnis | MCP-Register | 2026-08-26T16:45:01.514Z | abgeleitet | roh_beschreibung: Graph-based memory system for LLMs with knowledge graphs and semantic search. | | Description (raw) | Graph-based memory system for LLMs with knowledge graphs and semantic search. | MCP-Register | 2026-08-26T16:45:01.514Z | selbstauskunft | | | Declared version | 0.4.0 | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft | | | Environment variables (raw) | MEMOGRAPH_VAULT, MEMOGRAPH_READONLY, MEMOGRAPH_PROVIDER, MEMOGRAPH_MODEL, ANTHROPIC_API_KEY, OPENAI_API_KEY, OLLAMA_HOST | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft | | | Required secret variables (raw) | | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft | | | Transports (raw) | stdio | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft | | | Path arguments (raw) | | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft | | | Repository (raw) | https://github.com/Indhar01/MemoGraph | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft | | | Package registries (raw) | pypi | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft | | | Required secret headers (raw) | | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft | | | Path environment variables (raw) | MEMOGRAPH_VAULT | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft | | | Remote URLs (raw) | | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft | | | Remote hosts (raw) | | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft | | | Registry status message (raw) | | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft | | | First listed in the registry (raw) | 2026-06-25 | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft | | | Last changed in the registry (raw) | 2026-06-25 | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft | | | Schema version of the raw record (raw) | https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft | | | Delivery form (raw) | paket | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft | | | Repository platform (raw) | github | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft | | | Repository subfolder (raw) | | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft | | | Package identifiers (raw) | memograph | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft | | | Package versions (raw) | 0.4.0 | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft | | | Runtime hints (raw) | uvx | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft | | | Environment variable formats (raw) | boolean, filepath, string | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft | | | Environment variable descriptions (raw) | ANTHROPIC_API_KEY=API key for Anthropic Claude. Required when MEMOGRAPH_PROVIDER=claude or when using the [anthropic] extra. · MEMOGRAPH_MODEL=Optional LLM model name (e.g. 'claude-sonnet-4-6'). Used together with MEMOGRAPH_PROVIDER. · MEMOGRAPH_PROVIDER=Optional LLM provider for query_with_context tool. Only needed if you want AI-generated answers. · MEMOGRAPH_READONLY=Set to 'true' to block destructive MCP tools (delete_memory, update_memory, bulk_create, batch_delete, batch_update). Recommended for shared or untrusted clients. · MEMOGRAPH_VAULT=Path to your MemoGraph vault directory (created if missing). · OLLAMA_HOST=Base URL for a local Ollama server (default http://localhost:11434). Only needed when MEMOGRAPH_PROVIDER=ollama or the [ollama] extra is installed. · OPENAI_API_KEY=API key for OpenAI. Required when using the [openai] extra (embeddings or LLM). | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft | | | Icon formats (raw) | | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft | | | Connection paths (source structure) | {"packages":[{"registryType":"pypi","identifier":"memograph","version":"0.4.0","runtimeHint":"uvx","transport":"stdio","environment":[{"name":"MEMOGRAPH_VAULT","description":"Path to your MemoGraph vault directory (created if missing).","format":"filepath","required":true,"secret":false},{"name":"MEMOGRAPH_READONLY","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.","format":"boolean","required":false,"secret":false},{"name":"MEMOGRAPH_PROVIDER","description":"Optional LLM provider for query_with_context tool. Only needed if you want AI-generated answers.","format":"string","required":false,"secret":false},{"name":"MEMOGRAPH_MODEL","description":"Optional LLM model name (e.g. 'claude-sonnet-4-6'). Used together with MEMOGRAPH_PROVIDER.","format":"string","required":false,"secret":false},{"name":"ANTHROPIC_API_KEY","description":"API key for Anthropic Claude. Required when MEMOGRAPH_PROVIDER=claude or when using the [anthropic] extra.","format":"string","required":false,"secret":true},{"name":"OPENAI_API_KEY","description":"API key for OpenAI. Required when using the [openai] extra (embeddings or LLM).","format":"string","required":false,"secret":true},{"name":"OLLAMA_HOST","description":"Base URL for a local Ollama server (default http://localhost:11434). Only needed when MEMOGRAPH_PROVIDER=ollama or the [ollama] extra is installed.","format":"string","required":false,"secret":false}],"additional_arguments_declared":true}],"remotes":[]} | MCP-Register | 2026-09-08T01:17:01.649Z | selbstauskunft | | ## Links - Namespace: [[namensraum/io-github-indhar01|io.github.Indhar01]] --- - Registry page: - Retrieved on: 2026-10-10