memorious-mcp

memorious-mcp is a local Model Context Protocol (MCP) server that provides semantic long-term memory operations—store, recall (vector similarity search), and forget—using ChromaDB for persistent on-disk storage.

Evaluated Apr 04, 2026 (16d ago)
Repo ↗ Ai Ml mcp semantic-memory chroma local-first python fastmcp
⚙ Agent Friendliness
58
/ 100
Can an agent use this?
🔒 Security
33
/ 100
Is it safe for agents?
⚡ Reliability
24
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
72
Documentation
70
Error Messages
0
Auth Simplicity
95
Rate Limits
5

🔒 Security

TLS Enforcement
100
Auth Strength
5
Scope Granularity
0
Dep. Hygiene
60
Secret Handling
15

The README claims local-only processing and warns that data is stored unencrypted on disk in the .memorious directory. No authentication/authorization model is described, so anyone with local access could read the stored memories. Memory/backups management should be treated as a security control.

⚡ Reliability

Uptime/SLA
0
Version Stability
45
Breaking Changes
20
Error Recovery
30
AF Security Reliability

Best When

You want local-only semantic memory for an MCP-capable assistant, with persistent storage and simple store/recall/forget tool semantics.

Avoid When

You need encryption-at-rest, multi-tenant isolation, or authentication/authorization controls beyond local usage.

Use Cases

  • Personal assistant memory (remember preferences and facts across sessions)
  • Project-/folder-scoped knowledge management for AI agents
  • Context preservation for local developer workflows
  • Semantic retrieval when queries don’t exactly match stored keys

Not For

  • Storing highly sensitive data that would be unsafe unencrypted on disk
  • Environments needing centralized/networked memory services or managed hosting
  • Use cases requiring fine-grained access control across users

Interface

REST API
No
GraphQL
No
gRPC
No
MCP Server
Yes
SDK
No
Webhooks
No

Authentication

OAuth: No Scopes: No

No authentication/authorization is described. The intended usage is local stdio MCP transport, so access control is effectively limited to local machine access.

Pricing

Free tier: No
Requires CC: No

Open-source / local execution; no hosted pricing mentioned.

Agent Metadata

Pagination
none
Idempotent
False
Retry Guidance
Not documented

Known Gotchas

  • Data is persisted to an unencrypted on-disk directory (.memorious by default), so agents should avoid storing secrets.
  • No auth is described; assume the MCP server is not safe for multi-user/shared environments.
  • Store/recall/forget are keyed around short canonical keys; poor key design can reduce recall quality.

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Scores are editorial opinions as of 2026-04-04.

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