MCP server in namespace io.github
io.github.Indhar01/memograph · Status: active
The source provides no name of its own for this entry. The identifier therefore appears on this page as a coordinate, not as the heading.
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- Registry name
io.github.Indhar01/memograph- Package coordinate
pypi:memograph- Version
0.4.0- Listed in the registry
- 2026-06-25
- Changed in the registry
- 2026-06-25
- First seen by tracevero
- 2026-08-06
- Vendor's website
- https://github.com/Indhar01/MemoGraph
Graph-based memory system for LLMs with knowledge graphs and semantic search.
Vendor's own description, untranslated and unverified
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
| Credentials required | no Raw declaration – Required secret variables (raw): confirmed absent Raw declaration – Required secret headers (raw): confirmed absent Source: MCP-Register · collected on 2026-08-06 · derived |
|---|---|
| Execution location | local Raw declaration – Transports (raw): stdio Source: MCP-Register · collected on 2026-08-06 · derived |
| Path argument present | yes Raw declaration – Path arguments (raw): confirmed absent Raw declaration – Path environment variables (raw): MEMOGRAPH_VAULT Source: MCP-Register · collected on 2026-08-16 · derived |
| Repository URL listed | yes Raw declaration – Repository (raw): https://github.com/Indhar01/MemoGraph Source: MCP-Register · collected on 2026-08-06 · derived |
| Version | 0.4.0 Source: MCP-Register · collected on 2026-08-06 · self-declared |
Position within the holdings
How many of the 24,717 published entries carry the same measured value. A reference figure, not an assessment.
- Credentials requiredno20,455 of 24,717 carry this value (83 %)View these entries
- Execution locationlocal12,180 of 24,717 carry this value (49 %)View these entries
- Path argument presentyes237 of 24,717 carry this value (1.0 %)View these entries
- Repository URL listedyes19,247 of 24,717 carry this value (78 %)View these entries
All 4 values together are carried by 194 of 24,717 entries.
This entry appears in these selections
- MCP servers without credentials20,455
- Locally executed MCP servers12,180
- MCP servers with a repository URL19,247
- MCP servers with a path argument237
- Local MCP servers without credentials9,277
- Local MCP servers with a repository URL11,571
- MCP servers over stdio only9,904
- MCP servers as a PyPI package only3,099
- Local MCP servers as a PyPI package only3,080
- MCP servers available as a package only10,706
- MCP servers with uvx as their only runtime hint1,002
The source's raw values23
Evidence for this page: The values on this page come from several collections. Each row therefore states its own origin.
| 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) | paket 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 |
Changes
| 2026-08-16 | Path argument present: false → true |
|---|---|
| 2026-08-16 | Last changed in the registry (raw): – → 2026-06-25 |
| 2026-08-16 | First listed in the registry (raw): – → 2026-06-25 |
| 2026-08-16 | Registry status message (raw): – → – |
| 2026-08-16 | Schema version of the raw record (raw): – → https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json |
| 2026-08-16 | Icon formats (raw): – → – |
| 2026-08-16 | 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). |
| 2026-08-16 | Environment variable formats (raw): – → boolean, filepath, string |
| 2026-08-16 | Delivery form (raw): – → paket |
| 2026-08-16 | Remote hosts (raw): – → – |
These are the 10 most recent changes to this entry. Full history
tracevero · https://tracevero.com/mcp/io-github-indhar01-memograph