MCP Tool Integration · Public

mcp-memory-service

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configurationPermission boundariesAcceptance checks

Best fitDevelopers who need Claude, Cursor, Codex, or another MCP-capable AI host to call external tools safely.

Check whether this project matches your task before installing it.

What it can doMCP setup guidance, host configuration checks, tool permission boundaries, recovery steps, and acceptance checks

Review the portable capability path.

Before continuingVerify in a sandbox

Do not treat a preview pack as a proven local install.

GitHub snapshot1.8k stars

278 forks · 63 contributors

Official first step Read manual preview Source repository

Publication status · 2026-05-25

What is mcp-memory-service?

mcp-memory-service helps connect external tools, services, or data sources to AI hosts that support MCP.
Best fit: Developers who need Claude, Cursor, Codex, or another MCP-capable AI host to call external tools safely.
Not for: Not for users who cannot change host configuration, grant tool permissions, or isolate network, file, and credential access.
Capability added to an AI workflow: MCP setup guidance, host configuration checks, tool permission boundaries, recovery steps, and acceptance checks
First safe verification step: Verify the MCP server command, permission scope, and rollback path in a non-primary host configuration first.
Verification state: source, Quick Start, and sandbox install checks are recorded as passed.
Top risk: The main risk is unclear tool, filesystem, network, or credential boundaries contaminating host configuration or exposing sensitive data.
Evidence base: https://github.com/doobidoo/mcp-memory-service, https://github.com/doobidoo/mcp-memory-service#readme, Human Manual, Pitfall Log

Quick decision

Use this section to decide whether the project is worth a deeper read.

Best forDevelopers who need Claude, Cursor, Codex, or another MCP-capable AI host to call external tools safely.

Match the project to your task before installing it.

CapabilityMCP setup guidance, host configuration checks, tool permission boundaries, recovery steps, and acceptance checks

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

Repositorydoobidoo/mcp-memory-service

1.8k stars · 278 forks

What it can do

Translate the upstream project into concrete capabilities the user can judge before installing.

Overview and Key Concepts

Related topics: System Architecture, Installation and Setup, Quick Start Guide

Sources: [README.md](https://github.com/doobidoo/mcp-memory-service/blob/main/README.md)

Installation and Setup

Quick Start Guide

Related topics: Overview and Key Concepts, REST API Reference, Agent Framework Integration

Sources: [src/mcp_memory_service/web/app.py](https://github.com/doobidoo/mcp-memory-service/blob/main/src/mcp_memory_service/web/app.py)

System Architecture

Related topics: Storage Backends, Knowledge Graph and Entity Extraction, Memory Consolidation Engine

Source: https://github.com/doobidoo/mcp-memory-service / Human Manual

Storage Backends

Community Discussion Evidence

Project-level external discussion stays visible on the detail page, not only inside the manual.

Stars1.8k stars

Forks278 forks

Contributors63 contributors

Licenseunknown

Community Discussion Evidence

12 source-linked items

Review these external discussions before using mcp-memory-service with real data or production workflows. They are review inputs, not standalone proof that the project is production-ready.

01
Quality trends endpoint AttributeError on sqlite_vec backend: 'SqliteVec
github / github_issue
02
[automated] Contributor activity digest
github / github_issue
03
chore(milvus): track optional BaseStorage overrides + test coverage gaps
github / github_issue
04
bug(harvest): Kiro CLI parser misses 80% of messages — wrong kind mappin
github / github_issue
05
fix(hooks): PR #952 missed `core/session-end.js` — same Cloudflare Tunne
github / github_issue
06
fix(milvus): test_semantic_dedup_blocks_near_duplicate still fails after
github / github_issue
07
[Bug]: hardcoded port in memory-client.js, breaking HTTP/HTTPS tunnels (e.g., Cloudflare)
GitHub / issue
08
Developers should check this installation risk before relying on the project: v10.59.0 — OAuth PEM key files, IDE redirect URI schemes, memory-scorer affinity fix
GitHub / issue
09
Developers should check this installation risk before relying on the project: v10.59.1 — OAuth state parameter RFC 6749 compliance fix
GitHub / issue
10
Developers should check this installation risk before relying on the project: v10.60.2 — fix(milvus): brute-force query() for semantic dedup growing-segment visibility
GitHub / issue
11
Developers should check this installation risk before relying on the project: v10.63.0 — Milvus Issue #888 Complete + Kiro CLI Harvest Fix
GitHub / issue
12
v10.54.0 — AND/OR tag filtering for memory_search
GitHub / issue

How to start

Only source-backed commands are shown here. Verify them in an isolated environment first.

Try the prompt first

Test the workflow without installing the upstream project.

preview

Read the Human Manual

Understand inputs, outputs, limits, and failure modes.

manual

Take context to your AI host

Use the compiled assets in your preferred AI environment.

context

Run sandbox verification

Confirm install commands and rollback before using a primary environment.

verify

pip install mcp-memory-service

Official start command · https://github.com/doobidoo/mcp-memory-service#readme · verified: yes

Human Manual

The English page must expose the real manual, not a short placeholder.

8+ sections · Human Manual

mcp-memory-service Manual

Related topics: System Architecture, Installation and Setup, Quick Start Guide

Open the full manual

mcp-memory-service Human Manual
Table of Contents
Overview and Key Concepts
Related Pages
What is MCP Memory Service?
Architecture Overview
Supported Storage Backends
Core Components

Overview and Key Concepts

Related topics: System Architecture, Installation and Setup, Quick Start Guide

Sources: [README.md](https://github.com/doobidoo/mcp-memory-service/blob/main/README.md)

Installation and Setup

Quick Start Guide

Related topics: Overview and Key Concepts, REST API Reference, Agent Framework Integration

Sources: [src/mcp_memory_service/web/app.py](https://github.com/doobidoo/mcp-memory-service/blob/main/src/mcp_memory_service/web/app.py)

System Architecture

Related topics: Storage Backends, Knowledge Graph and Entity Extraction, Memory Consolidation Engine

Source: https://github.com/doobidoo/mcp-memory-service / Human Manual

Storage Backends

AI Context Pack and portable assets

After deciding to continue, take the project context into your own AI host.

Complete pack plus user-owned assets

These files are planning and verification assets for Claude Code, Codex, Gemini, Cursor, ChatGPT, and other AI hosts.

Download complete pack Read Human Manual

BundleComplete Project Pack AssetAI Context Pack AssetBoundary & Risk Card AssetHuman Manual AssetPitfall Log AssetPrompt Preview AssetQuick Start ManifestPROJECT_PACK.json

Preflight checks

Treat this page as a planning asset, not proof that your local environment is ready.

The manual is generated from source-linked project files and Doramagic validation signals.
Community evidence warnings stay visible instead of being converted into marketing claims.
This English page is indexable because the locale quality gate passed and explicit English index approval is enabled.
Use the upstream repository as the final authority for installation commands, license, and version-specific behavior.

Pitfall Log and verification risks

Doramagic surfaces high-risk items before users treat a candidate capability as verified.

high

Review upstream issue

The source signal needs review before production use.

medium

Review upstream issue

Developers may fail before the first successful local run: [Bug]: hardcoded port in memory-client.js, breaking HTTP/HTTPS tunnels (e.g., Cloudflare)

medium

Review upstream issue

Developers may fail before the first successful local run: chore(milvus): track optional BaseStorage overrides + test coverage gaps

medium

Review upstream issue

Developers may fail before the first successful local run: fix(hooks): PR #952 missed `core/session-end.js` — same Cloudflare Tunnel port-fallback bug

medium

Review upstream issue

Upgrade or migration may change expected behavior: v10.59.0 — OAuth PEM key files, IDE redirect URI schemes, memory-scorer affinity fix

medium

Review upstream issue

Upgrade or migration may change expected behavior: v10.59.1 — OAuth state parameter RFC 6749 compliance fix

medium

Review upstream issue

Upgrade or migration may change expected behavior: v10.60.2 — fix(milvus): brute-force query() for semantic dedup growing-segment visibility

medium

Review upstream issue

Upgrade or migration may change expected behavior: v10.63.0 — Milvus Issue #888 Complete + Kiro CLI Harvest Fix