memgraph-ingester-mcp 0.1.4

MCP tools for Memgraph graphs created by memgraph-ingester

memgraph-ingester-mcp

memgraph-ingester-mcp exposes safe, high-level MCP tools for Memgraph graphs produced by memgraph-ingester. It keeps agents out of long Cypher instruction blocks for normal work while still offering a project-scoped read-only Cypher escape hatch for unusual lookups.

The package is intended to be published to PyPI as memgraph-ingester-mcp under the ousatov-ua account.

Tools

Code graph tools:

• server_status: graph inventory, memory counts, and vector index status.
• code_orientation: compact package/type/call overview.
• code_search: CodeChunk vector search for broad discovery.
• code_lookup_type: exact class/interface/annotation lookup with members.
• code_lookup_methods: exact method lookup with source ranges.
• code_callers, code_callees: call graph lookups.
• code_hierarchy: class ancestry, children, interfaces, and interface implementors.

Memory tools:

• memory_orientation: rules plus open findings, tasks, questions, and risks.
• memory_schema: allowed memory types, upsert fields, controlled values, and CodeRef targets.
• memory_search: MemoryChunk vector search with index-only hit metadata.
• memory_get: canonical memory node plus resolved CodeRefs.
• memory_upsert: create/update Decision, ADR, Rule, Context, Finding, Task, Risk, Question, or Idea.
• memory_update_status: lifecycle status update.
• delete_memory: delete one memory node plus its derived chunk and orphan CodeRefs.
• memory_link_code_ref: link memory to a resolved CodeRef target.
• memory_refresh_chunk, memory_refresh_embeddings: maintain derived memory RAG data.

Fallback:

• raw_read_cypher: read-only, project-scoped Cypher for edge cases.

Configuration

Use namespaced environment variables so this server does not collide with generic shell settings:

Variable	Default	Purpose
MEMGRAPH_INGESTER_MCP_BOLT_URI	bolt://127.0.0.1:7687	Memgraph Bolt URI
MEMGRAPH_INGESTER_MCP_USERNAME	unset	Optional username
MEMGRAPH_INGESTER_MCP_PASSWORD	unset	Optional password
MEMGRAPH_INGESTER_MCP_DATABASE	unset	Optional database name
MEMGRAPH_INGESTER_MCP_PROJECT	unset	Default project name
MEMGRAPH_INGESTER_MCP_QUERY_TIMEOUT_SECONDS	30	Query timeout
MEMGRAPH_INGESTER_MCP_READ_ONLY	false	Disable write tools when true
MEMGRAPH_INGESTER_MCP_EMBEDDING_MODEL	default	Metadata stamped on refreshed chunks
MEMGRAPH_INGESTER_MCP_EMBEDDING_DIMENSIONS	384	Expected memory embedding dimension

Run Locally

uv sync --dev
uv run memgraph-ingester-mcp

Run tests:

uv run ruff check .
uv run pytest

Build the package:

uv build --no-sources

Client Setup

Replace my-project with the project name used when running memgraph-ingester.

Codex

Add this to ~/.codex/config.toml:

[mcp_servers.memgraphIngester]
command = "uvx"
args = ["memgraph-ingester-mcp"]
startup_timeout_ms = 20_000

[mcp_servers.memgraphIngester.env]
MEMGRAPH_INGESTER_MCP_BOLT_URI = "bolt://127.0.0.1:7687"
MEMGRAPH_INGESTER_MCP_PROJECT = "my-project"

Claude Desktop

Add this to claude_desktop_config.json:

{
  "mcpServers": {
    "memgraphIngester": {
      "type": "stdio",
      "command": "uvx",
      "args": ["memgraph-ingester-mcp"],
      "env": {
        "MEMGRAPH_INGESTER_MCP_BOLT_URI": "bolt://127.0.0.1:7687",
        "MEMGRAPH_INGESTER_MCP_PROJECT": "my-project"
      }
    }
  }
}

Claude Code can also add the same stdio server directly:

claude mcp add-json memgraphIngester \
  '{"type":"stdio","command":"uvx","args":["memgraph-ingester-mcp"],"env":{"MEMGRAPH_INGESTER_MCP_BOLT_URI":"bolt://127.0.0.1:7687","MEMGRAPH_INGESTER_MCP_PROJECT":"my-project"}}'

GitHub Copilot in VS Code

Create .vscode/mcp.json in the workspace or add the server to your user MCP configuration:

{
  "servers": {
    "memgraphIngester": {
      "type": "stdio",
      "command": "uvx",
      "args": ["memgraph-ingester-mcp"],
      "env": {
        "MEMGRAPH_INGESTER_MCP_BOLT_URI": "bolt://127.0.0.1:7687",
        "MEMGRAPH_INGESTER_MCP_PROJECT": "my-project"
      }
    }
  }
}

Gemini CLI

Add this to Gemini CLI settings.json:

{
  "mcpServers": {
    "memgraphIngester": {
      "command": "uvx",
      "args": ["memgraph-ingester-mcp"],
      "env": {
        "MEMGRAPH_INGESTER_MCP_BOLT_URI": "bolt://127.0.0.1:7687",
        "MEMGRAPH_INGESTER_MCP_PROJECT": "my-project"
      },
      "trust": false
    }
  }
}

Agent Guidance

Prefer the dedicated tools over raw_read_cypher. Use RAG search tools only for broad discovery, then follow up with exact lookup tools before making claims or edits. Use memory write tools for task lifecycle changes and CodeRef links so derived MemoryChunks stay refreshable.