MCP Tool Integration · Public

memforge

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 snapshot14 stars

3 forks · 5 contributors

Doramagic.ai Last verification date: 2026-07-28 Verification method: source evidence, semantic profile, public page gate, and static build acceptance.

Official first step Read manual preview Source repository

Publication status · 2026-07-28

What is memforge?

memforge 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: Upgrade or migration may change expected behavior: v3.0.0-beta.3
Evidence base: https://github.com/salishforge/memforge, https://github.com/salishforge/memforge#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.

Repositorysalishforge/memforge

14 stars · 3 forks

What it can do

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

MemForge Overview & Core Concepts

Related topics: Memory Architecture, Schema & Sleep Cycles

Source: https://github.com/salishforge/memforge / Human Manual

Memory Architecture, Schema & Sleep Cycles

Related topics: MemForge Overview & Core Concepts, REST API, TypeScript & Python SDKs, MCP & Plugins

Source: https://github.com/salishforge/memforge / Human Manual

REST API, TypeScript & Python SDKs, MCP & Plugins

Related topics: Memory Architecture, Schema & Sleep Cycles, Deployment, Operations, Security & Known Issues

Source: https://github.com/salishforge/memforge / Human Manual

Deployment, Operations, Security & Known Issues

Related topics: REST API, TypeScript & Python SDKs, MCP & Plugins, Memory Architecture, Schema & Sleep Cycles

Source: https://github.com/salishforge/memforge / Human Manual

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/salishforge/memforge, Human Manual, Project Pack evidence, and downstream validation signals.

Community Discussion Evidence

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

Stars14 stars

Forks3 forks

Contributors5 contributors

Licenseunknown

Community Discussion Evidence

9 source-linked items

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

01
benchmark: flat Recall@k curve suggests scoring granularity issue
github / github_issue
02
Python SDK: QueryResult dataclass rejects unknown response keys (breaks
github / github_issue
03
REST: /entities and /graph return 500 for invalid agent ids; OpenAPI que
github / github_issue
04
v3.0.0-beta.4
github / github_release
05
v3.0.0-beta.3
github / github_release
06
v3.0.0-beta.2 — CI Green, Shared Memory, Full Test Coverage
github / github_release
07
v2.1.0-alpha — Architecture Complete
github / github_release
08
MemForge v0.1.0-alpha
github / github_release
09
Configuration risk requires verification
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 memforge

Official start command · https://github.com/salishforge/memforge#readme · verified: yes

Human Manual

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

8+ sections · Human Manual

memforge Manual

Neuroscience-inspired memory for AI agents — sleep cycles that rewrite and strengthen knowledge over time. TypeScript, PostgreSQL, MCP.

Open the full manual

https://github.com/salishforge/memforge Project Manual
Table of Contents
MemForge Overview & Core Concepts
Related Pages
Purpose and Scope
High-Level Architecture
Core Concepts
Current State and Roadmap

MemForge Overview & Core Concepts

Related topics: Memory Architecture, Schema & Sleep Cycles

Source: https://github.com/salishforge/memforge / Human Manual

Memory Architecture, Schema & Sleep Cycles

Related topics: MemForge Overview & Core Concepts, REST API, TypeScript & Python SDKs, MCP & Plugins

Source: https://github.com/salishforge/memforge / Human Manual

REST API, TypeScript & Python SDKs, MCP & Plugins

Related topics: Memory Architecture, Schema & Sleep Cycles, Deployment, Operations, Security & Known Issues

Source: https://github.com/salishforge/memforge / Human Manual

Deployment, Operations, Security & Known Issues

Related topics: REST API, TypeScript & Python SDKs, MCP & Plugins, Memory Architecture, Schema & Sleep Cycles

Source: https://github.com/salishforge/memforge / Human Manual

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

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 EvidenceREPO_INSPECTION.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.

medium

Installation risk requires verification

Upgrade or migration may change expected behavior: v3.0.0-beta.3

medium

Installation risk requires verification

Upgrade or migration may change expected behavior: v3.0.0-beta.4

medium

Configuration risk requires verification

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

medium

Configuration risk requires verification

Upgrade or migration may change expected behavior: MemForge v0.1.0-alpha

medium

Configuration risk requires verification

Upgrade or migration may change expected behavior: v3.0.0-beta.2 — CI Green, Shared Memory, Full Test Coverage

medium

Capability evidence risk requires verification

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

medium

Runtime risk requires verification

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

medium

Runtime risk requires verification

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