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Vector Retrieval and RAG · Public

contextforge-mcp

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Vector databaseRAGEmbeddingsSemantic searchData boundaries

Last verification date: 2026-07-15 Verification method: source evidence, semantic profile, public page gate, and static build acceptance.

Publication status · 2026-07-15

What is contextforge-mcp?

01

Quick decision

Use this section to decide whether the project is worth a deeper read.
Best forDevelopers connecting knowledge bases, documents, or app data to semantic retrieval or RAG workflows.

Match the project to your task before installing it.

CapabilityVector database setup checks, embedding model boundaries, collection management, query acceptance, and deletion guidance

Vector retrieval project for checking embedding storage, query semantics, RAG integration, data boundaries, and rollback.

Repositoryalfredoizdev/contextforge-mcp

1 stars · 0 forks

02

What it can do

Translate the upstream project into concrete capabilities the user can judge before installing.
1

Project Overview and Architecture

Related topics: MCP Tools and API Client, Project Setup, Initialization, and Deployment

Source: https://github.com/alfredoizdev/contextforge-mcp / Human Manual
2

MCP Tools and API Client

Related topics: Project Overview and Architecture, Session Presence and Update Checker

Source: https://github.com/alfredoizdev/contextforge-mcp / Human Manual
3

Project Setup, Initialization, and Deployment

Related topics: Project Overview and Architecture, Session Presence and Update Checker

Source: https://github.com/alfredoizdev/contextforge-mcp / Human Manual
4

Session Presence and Update Checker

Related topics: MCP Tools and API Client, Project Setup, Initialization, and Deployment

Source: https://github.com/alfredoizdev/contextforge-mcp / Human Manual
5

Doramagic Pitfall Log

Source-linked risks stay visible on the manual page so the preview does not read like a recommendation.

Source: Doramagic discovery, validation, and Project Pack records

Sources: https://github.com/alfredoizdev/contextforge-mcp, Human Manual, Project Pack evidence, and downstream validation signals.

03

Community Discussion Evidence

Project-level external discussion stays visible on the detail page, not only inside the manual.
Stars1 stars
Forks0 forks
Contributors1 contributors
Licenseunknown

04

How to start

Only source-backed commands are shown here. Verify them in an isolated environment first.
1

Try the prompt first

Test the workflow without installing the upstream project.

preview
2

Read the Human Manual

Understand inputs, outputs, limits, and failure modes.

manual
3

Take context to your AI host

Use the compiled assets in your preferred AI environment.

context
4

Run sandbox verification

Confirm install commands and rollback before using a primary environment.

verify
npm install -g contextforge-mcp

Official start command · https://github.com/alfredoizdev/contextforge-mcp#readme · verified: yes

05

Human Manual

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

8+ sections · Human Manual

contextforge-mcp Manual

Persistent memory MCP server for Claude Code, Cursor, and GitHub Copilot. Long-term memory via Model Context Protocol with semantic search, Git sync, and team collaboration.

Open the full manual
  1. https://github.com/alfredoizdev/contextforge-mcp Project Manual
  2. Table of Contents
  3. Project Overview and Architecture
  4. Related Pages
  5. Purpose and Scope
  6. High-Level Architecture
  7. Core Components
  8. Entry Point (`src/index.ts`)
1

Project Overview and Architecture

Related topics: MCP Tools and API Client, Project Setup, Initialization, and Deployment

Source: https://github.com/alfredoizdev/contextforge-mcp / Human Manual
2

MCP Tools and API Client

Related topics: Project Overview and Architecture, Session Presence and Update Checker

Source: https://github.com/alfredoizdev/contextforge-mcp / Human Manual
3

Project Setup, Initialization, and Deployment

Related topics: Project Overview and Architecture, Session Presence and Update Checker

Source: https://github.com/alfredoizdev/contextforge-mcp / Human Manual
4

Session Presence and Update Checker

Related topics: MCP Tools and API Client, Project Setup, Initialization, and Deployment

Source: https://github.com/alfredoizdev/contextforge-mcp / Human Manual
5

Doramagic Pitfall Log

Source-linked risks stay visible on the manual page so the preview does not read like a recommendation.

Source: Doramagic discovery, validation, and Project Pack records

06

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.

07

Preflight checks

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

08

Pitfall Log and verification risks

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

Configuration risk requires verification

May increase setup, validation, or first-run risk for the user.

medium

Capability evidence risk requires verification

May increase setup, validation, or first-run risk for the user.

medium

Maintenance risk requires verification

May increase setup, validation, or first-run risk for the user.

medium

Security or permission risk requires verification

May increase setup, validation, or first-run risk for the user.

medium

Security or permission risk requires verification

May increase setup, validation, or first-run risk for the user.

low

Maintenance risk requires verification

May increase setup, validation, or first-run risk for the user.

low

Maintenance risk requires verification

May increase setup, validation, or first-run risk for the user.