Graphiti Memory MCP Server

Enables AI agents to manage and query a temporally-aware knowledge graph memory, supporting episode tracking, entity relationships, and semantic search via MCP tools.

→ mjunaidca/graphiti_memory_mcp_server · listed on glama

Is this your MCP?

Claim it to get a verified publisher badge, a free copy of our full audit findings, and direct contact for any high-priority issues we find.

Install from

Glama

M8ven verifies MCPs across every public registry — install directly from whichever one you prefer.

// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

🔐

You'll be asked for 3 credentials: OPENAI_API_KEY, AZURE_OPENAI_EMBEDDING_API_KEY, NEO4J_PASSWORD

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

configSEMAPHORE_LIMIT— Episode processing concurrency. See [Concurrency and LLM Provider 429 Rate Limit Errors](#concurrency-and-llm-provider-429-rate-limit-errors)

configMODEL_NAME— OpenAI model name to use for LLM operations.

configSMALL_MODEL_NAME— OpenAI model name to use for smaller LLM operations.

configAZURE_OPENAI_ENDPOINT— Optional Azure OpenAI LLM endpoint URL

configAZURE_OPENAI_API_VERSION— Optional Azure OpenAI LLM API version

configAZURE_OPENAI_DEPLOYMENT_NAME— Optional Azure OpenAI LLM deployment name

configAZURE_OPENAI_USE_MANAGED_IDENTITY— Optional use Azure Managed Identities for authentication

🔐 secretOPENAI_API_KEY— OpenAI API key (required for LLM operations)

configLLM_TEMPERATURE— Temperature for LLM responses (0.0-2.0).

configEMBEDDER_MODEL_NAME

configAZURE_OPENAI_EMBEDDING_ENDPOINT— Optional Azure OpenAI Embedding endpoint URL

configAZURE_OPENAI_EMBEDDING_API_VERSION— Optional Azure OpenAI API version

🔐 secretAZURE_OPENAI_EMBEDDING_API_KEY— Optional Azure OpenAI Embedding deployment key (if other than OPENAI_API_KEY)

configNEO4J_URI— URI for the Neo4j database (default: bolt://localhost:7687)

configNEO4J_USER— Neo4j username (default: neo4j)

🔐 secretNEO4J_PASSWORD— Neo4j password (default: demodemo)

configMCP_SERVER_HOST

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 5 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/mjunaidca-graphiti-memory-mcp-server-1clco1)](https://m8ven.ai/mcp/mjunaidca-graphiti-memory-mcp-server-1clco1)

commit: 8b2bae1b42b732df715c8cd9e224772381c3371f

code hash: 1e7bf2c0ba11a5863af54246dec2f21d6f1ebd326506d2640e9e2615d8d4d4fa

verified: 6/22/2026, 12:38:42 PM

view raw JSON →