Atlas / MCP servers / itseasy21 / Knowledge Graph Memory

Knowledge Graph MemorySAFE

mcp/itseasy21/knowledge-graph-memory-1

MCP server enabling persistent memory for Claude through a local knowledge graph - fork focused on local development

Verdict
SAFE
Grade
B
Trust score
89 /100
Exposed tools
11 3r · 5w · 3d
Transport
stdio
License
MIT
Stars
61
01

Overview

From the repository's own README, as read at the audited commit. Badges and raw HTML are left out.

[](https://smithery.ai/server/@itseasy21/mcp-knowledge-graph)

An improved implementation of persistent memory using a local knowledge graph with a customizable memory path.

This lets Claude remember information about the user across chats.

[!NOTE] This is a fork of the original Memory Server and is intended to not use the ephemeral memory npx installation method.

Server Name

mcp-knowledge-graph

Core Concepts

Entities

Entities are the primary nodes in the knowledge graph. Each entity has:

  • A unique name (identifier)
  • An entity type (e.g., "person", "organization", "event")
  • A list of observations
  • Creation date and version tracking

The version tracking feature helps maintain a historical context of how knowledge evolves over time.

Example:

{
"name": "John_Smith",
"entityType": "person",
"observations": ["Speaks fluent Spanish"]
}

Relations

Relations define directed connections between entities. They are always stored in active voice and describe how entities interact or relate to each other. Each relation includes:

  • Source and target entities
  • Relationship type
  • Creation date and version information

This versioning system helps track how relationships between entities evolve over time.

Example:

{
"from": "John_Smith",
"to": "Anthropic",
"relationType": "works_at"
}

Observations

Observations are discrete pieces of information about an entity. They are:

  • Stored as strings
  • Attached
Read from source at commit 3385c2cd0722OBSERVED · 2026-10-07
02

Connect

Built from this server's own package name, version and transport as found in its source — not copied from anyone's documentation, so it cannot drift against a page we do not control.

claude-code
claude mcp add mcp-knowledge-graph -- npx -y @itseasy21/[email protected]
claude-desktop
{
  "mcpServers": {
    "mcp-knowledge-graph": {
      "command": "npx",
      "args": [
        "-y",
        "@itseasy21/[email protected]"
      ]
    }
  }
}
03

Exposed tools (11)

3 read · 5 write · 3 destructive. Blast radius: 3 tools can delete or overwrite — an agent that can be talked into calling a tool can be talked into calling this one.

ToolRiskDescription
add_observationswriteAdd new observations to existing entities in the knowledge graph
create_entitieswriteCreate multiple new entities in the knowledge graph
create_relationswriteCreate multiple new relations between entities in the knowledge graph. Relations should be in active voice
delete_entitiesdestructiveDelete multiple entities and their associated relations from the knowledge graph
delete_observationsdestructiveDelete specific observations from entities in the knowledge graph
delete_relationsdestructiveDelete multiple relations from the knowledge graph
open_nodesreadOpen specific nodes in the knowledge graph by their names
read_graphreadRead the entire knowledge graph
search_nodesreadSearch for nodes in the knowledge graph based on a query
update_entitieswriteUpdate multiple existing entities in the knowledge graph
update_relationswriteUpdate multiple existing relations in the knowledge graph
04

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codePASS
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfaceWARN
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
declared (1 observation(s))
Network
none-observed
Shell
none-observed
Dependencies
not all pinned
Secrets in source
none-found

Findings (2)

MEDIUMFilesystem / path · mcp.destructive_tools · CWE-22, CWE-59
delete_entities, delete_observations, delete_relations
Why it matters. 3 tool(s) can delete or overwrite
Fix. prefer a read-only mode or scoped tokens; the page states the blast radius
LOWSupply chain · supply.unpinned · CWE-829, CWE-1357
package.json
minimist, @types/minimist, @types/node, shx, typescript
Why it matters. 5 dependency range(s) float
Fix. pin exact versions or ship a lockfile

Gates applied: no_behavioural_pass.

Audited 2026-10-07 · audit v0.4.1 · source sha 3385c2cd0722full audit observations/trust-audit/mcp-server/itseasy21__knowledge-graph-memory-1.json · Report an issue / request a re-scan
05

Audit history

Every audit this server has had. A grade with a past is a grade somebody is still checking.

DateSourceVerdictGradeScoreChange
2026-10-073385c2cd0722SAFEB89first audit
06

Questions

What is the Knowledge Graph Memory MCP server?

MCP server enabling persistent memory for Claude through a local knowledge graph - fork focused on local development

What tools does Knowledge Graph Memory expose?

11 in total: 3 read-only, 5 that write, and 3 that can delete or overwrite (delete_entities, delete_observations, delete_relations). Every one is listed on this page with its risk.

Is Knowledge Graph Memory safe to connect to an agent?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean server reads B. Separately from the audit: 3 of its tools can destroy data, so scope the token you give it to what you actually need.

What credentials does Knowledge Graph Memory need?

No credential environment variables were found in its source, so it appears to need none.

How does Knowledge Graph Memory run?

It speaks stdio, so it runs as a local process your client starts. It is published on npm as @itseasy21/mcp-knowledge-graph at 1.0.7.

How current is this page?

The grade is for one exact copy of the source (3385c2cd0722), read on 2026-10-07. The repository is watched and re-audited when it changes.

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