---
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.de/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

## Gemessene Werte

| Merkmal | Wert | Quelle | Erhoben am | Vertrauensgrad | Rohangabe |
| --- | --- | --- | --- | --- | --- |
| Pflicht-Geheimnisse deklariert | false | MCP-Register | 2026-08-06T13:57:41.838Z | abgeleitet | roh_geheime_pflichtvariablen: ; roh_geheime_pflichtkopfzeilen: |
| Ausführungsort | lokal | MCP-Register | 2026-08-06T13:57:41.838Z | abgeleitet | roh_transportarten: stdio |
| Pfadargument vorhanden | true | MCP-Register | 2026-08-16T01:17:01.420Z | abgeleitet | roh_pfadargumente: ; roh_pfad_umgebungsvariablen: MEMOGRAPH_VAULT |
| Repository-Adresse geführt | true | MCP-Register | 2026-08-06T13:57:41.838Z | abgeleitet | roh_repository_url: https://github.com/Indhar01/MemoGraph |
| Einsatzgebiet, aus der Anbieterbeschreibung abgeleitet | gedaechtnis | MCP-Register | 2026-08-26T16:45:01.514Z | abgeleitet | roh_beschreibung: Graph-based memory system for LLMs with knowledge graphs and semantic search. |
| Beschreibung (Rohangabe) | Graph-based memory system for LLMs with knowledge graphs and semantic search. | MCP-Register | 2026-08-26T16:45:01.514Z | selbstauskunft |  |
| Deklarierte Version | 0.4.0 | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft |  |
| Umgebungsvariablen (Rohangabe) | 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 |  |
| Geheime Pflichtvariablen (Rohangabe) |  | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft |  |
| Transportarten (Rohangabe) | stdio | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft |  |
| Pfadargumente (Rohangabe) |  | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft |  |
| Repository (Rohangabe) | https://github.com/Indhar01/MemoGraph | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft |  |
| Paketquellen (Rohangabe) | pypi | MCP-Register | 2026-08-06T13:57:41.838Z | selbstauskunft |  |
| Geheime Pflichtkopfzeilen (Rohangabe) |  | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Pfad-Umgebungsvariablen (Rohangabe) | MEMOGRAPH_VAULT | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Remote-Adressen (Rohangabe) |  | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Remote-Hosts (Rohangabe) |  | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Statusmeldung des Registers (Rohangabe) |  | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Im Register eingetragen am (Rohangabe) | 2026-06-25 | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Im Register geändert am (Rohangabe) | 2026-06-25 | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Schemafassung des Rohsatzes (Rohangabe) | https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Bereitstellungsform (Rohangabe) | paket | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Repository-Plattform (Rohangabe) | github | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Repository-Unterordner (Rohangabe) |  | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Paketbezeichner (Rohangabe) | memograph | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Paketversionen (Rohangabe) | 0.4.0 | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Laufzeithinweise (Rohangabe) | uvx | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Formate der Umgebungsvariablen (Rohangabe) | boolean, filepath, string | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Beschreibungen der Umgebungsvariablen (Rohangabe) | 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 |  |
| Symbolformate (Rohangabe) |  | MCP-Register | 2026-08-16T01:17:01.420Z | selbstauskunft |  |
| Verbindungswege (Quellstruktur) | {"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 |  |

## Verweise

- Namensraum: [[namensraum/io-github-indhar01|io.github.Indhar01]]

---

- Registerseite: <https://tracevero.de/mcp/io-github-indhar01-memograph>
- Abgerufen am: 2026-10-10
