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memograph in namespace io.github

Local package path declaredNo credentials listedRepository declared by sourceUpdated 2026-06-25

io.github.Indhar01/memograph · Registry status: active

No name of its own reaches this register for this entry. The heading therefore carries the trailing segment of the identifier; the identifier itself is listed below as a coordinate.

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At a glance

Graph-based memory system for LLMs with knowledge graphs and semantic search.

Vendor's own description, untranslated and unverified

Execution location
Local package path declaredMCP-Register · 2026-08-06
Required secrets declared
No credentials listedMCP-Register · 2026-08-06
Declared version and change
0.4.0 · Source-reported change date 2026-06-25MCP-Register · 2026-08-06
Repository as declared
github.com/Indhar01/MemoGraphMCP-Register · 2026-08-06
Configuration
can be built from the disclosed start template

Inspect connection paths and prerequisites

Related categories

6 of 12 categories. All categories in the segment catalogue

Page last changed:

Sources and collection
Runs
Local package path declared
Credentials
No credentials listed
Registry record changed
2026-06-25
Setup
Template available
Registry name
io.github.Indhar01/memograph
Package coordinate
pypi:memograph
Declared version
0.4.0
Source-reported listing date
2026-06-25
Source-reported change date
2026-06-25
First seen by tracevero
2026-08-06
Vendor's website
https://github.com/Indhar01/MemoGraph

Evidence for this page: The values on this page come from several collections. Each row therefore states its own origin. What the confidence levels mean

Measured values

Measured values
Required secrets declaredNo credentials listed no
Original data – Required secret variables (raw): confirmed absent
Original data – Required secret headers (raw): confirmed absent
Source: MCP-Register · collected on 2026-08-06 · derived
Execution locationLocal package path declared local
Original data – Transports (raw): stdio
Source: MCP-Register · collected on 2026-08-06 · derived
Path argument presentyes
Original data – Path arguments (raw): confirmed absent
Original data – Path environment variables (raw): MEMOGRAPH_VAULT
Source: MCP-Register · collected on 2026-08-16 · derived
Repository URL listedRepository declared by source yes
Original data – Repository (raw): https://github.com/Indhar01/MemoGraph
Source: MCP-Register · collected on 2026-08-06 · derived
Field of use, derived from the vendor descriptionMemory
Original data – Description (raw): Graph-based memory system for LLMs with knowledge graphs and semantic search.
Source: MCP-Register · collected on 2026-08-26 · derived
Declared version0.4.0
Source: MCP-Register · collected on 2026-08-06 · self-declared

What is measured is what a manifest declares, not what a piece of software does. This registry fetches no repository URL, no endpoint and no package index; nothing here is verified. Which value comes from which source, and by which rule it was formed, is set out in the Methodology.

Source data25

Evidence for this page: The values on this page come from several collections. Each row therefore states its own origin.

Raw values
Description (raw)Graph-based memory system for LLMs with knowledge graphs and semantic search.
Source: MCP-Register · collected on 2026-08-26 · self-declared
Environment variables (raw)MEMOGRAPH_VAULT, MEMOGRAPH_READONLY, MEMOGRAPH_PROVIDER, MEMOGRAPH_MODEL, ANTHROPIC_API_KEY, OPENAI_API_KEY, OLLAMA_HOST
Source: MCP-Register · collected on 2026-08-06 · self-declared
Required secret variables (raw)confirmed absent
Source: MCP-Register · collected on 2026-08-06 · self-declared
Transports (raw)stdio
Source: MCP-Register · collected on 2026-08-06 · self-declared
Path arguments (raw)confirmed absent
Source: MCP-Register · collected on 2026-08-06 · self-declared
Repository (raw)https://github.com/Indhar01/MemoGraph
Source: MCP-Register · collected on 2026-08-06 · self-declared
Package registries (raw)pypi
Source: MCP-Register · collected on 2026-08-06 · self-declared
Required secret headers (raw)confirmed absent
Source: MCP-Register · collected on 2026-08-16 · self-declared
Path environment variables (raw)MEMOGRAPH_VAULT
Source: MCP-Register · collected on 2026-08-16 · self-declared
Remote URLs (raw)confirmed absent
Source: MCP-Register · collected on 2026-08-16 · self-declared
Remote hosts (raw)confirmed absent
Source: MCP-Register · collected on 2026-08-16 · self-declared
Registry status message (raw)confirmed absent
Source: MCP-Register · collected on 2026-08-16 · self-declared
First listed in the registry (raw)2026-06-25
Source: MCP-Register · collected on 2026-08-16 · self-declared
Last changed in the registry (raw)2026-06-25
Source: MCP-Register · collected on 2026-08-16 · self-declared
Schema version of the raw record (raw)https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json
Source: MCP-Register · collected on 2026-08-16 · self-declared
Delivery form (raw)package
Source: MCP-Register · collected on 2026-08-16 · self-declared
Repository platform (raw)github
Source: MCP-Register · collected on 2026-08-16 · self-declared
Repository subfolder (raw)confirmed absent
Source: MCP-Register · collected on 2026-08-16 · self-declared
Package identifiers (raw)memograph
Source: MCP-Register · collected on 2026-08-16 · self-declared
Package versions (raw)0.4.0
Source: MCP-Register · collected on 2026-08-16 · self-declared
Runtime hints (raw)uvx
Source: MCP-Register · collected on 2026-08-16 · self-declared
Environment variable formats (raw)boolean, filepath, string
Source: MCP-Register · collected on 2026-08-16 · self-declared
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).
Source: MCP-Register · collected on 2026-08-16 · self-declared
Icon formats (raw)confirmed absent
Source: MCP-Register · collected on 2026-08-16 · self-declared
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":[]}
Source: MCP-Register · collected on 2026-09-08 · self-declared
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Changes

Changes
2026-09-08Connection 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":[]}
2026-08-26Field of use, derived from the vendor description: – → Memory
2026-08-26Description (raw): – → Graph-based memory system for LLMs with knowledge graphs and semantic search.

These are the 3 most recent changes to this entry. Full history

tracevero · https://tracevero.com/mcp/io-github-indhar01-memograph