MCP Tool Integration · Public

gptme

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 snapshot4.3k stars

390 forks · 36 contributors

Doramagic.ai Last verification date: 2026-06-24 Verification method: source evidence, semantic profile, public page gate, and static build acceptance.

Official first step Read manual preview Source repository

Publication status · 2026-06-24

What is gptme?

gptme 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: May increase setup, validation, or first-run risk for the user.
Evidence base: https://github.com/gptme/gptme, https://github.com/gptme/gptme#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.

Repositorygptme/gptme

4.3k stars · 390 forks

What it can do

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

Project Overview and Architecture

Related topics: Tools, LLM Providers, and RAG, Server, Web UI, and Desktop, Extensibility, Plugins, and Autonomous Agents

Source: https://github.com/gptme/gptme / Human Manual

Tools, LLM Providers, and RAG

Related topics: Project Overview and Architecture, Extensibility, Plugins, and Autonomous Agents

Source: https://github.com/gptme/gptme / Human Manual

Server, Web UI, and Desktop

Related topics: Project Overview and Architecture, Extensibility, Plugins, and Autonomous Agents

Source: https://github.com/gptme/gptme / Human Manual

Extensibility, Plugins, and Autonomous Agents

Related topics: Project Overview and Architecture, Tools, LLM Providers, and RAG, Server, Web UI, and Desktop

Source: https://github.com/gptme/gptme / 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/gptme/gptme, 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.

Stars4.3k stars

Forks390 forks

Contributors36 contributors

Licenseunknown

Community Discussion Evidence

12 source-linked items

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

01
User-level config for plugin system seems to be unavailable.
github / github_issue
02
Subagent context isolation: subagents inherit parent secrets, full histo
github / github_issue
03
feat(patch): add patch_anchored tool — hash-anchored editing with atomic
github / github_issue
04
v0.31.1.dev20260622
github / github_release
05
v0.31.1.dev20260608
github / github_release
06
v0.31.1.dev20260604
github / github_release
07
v0.31.1.dev20260601
github / github_release
08
v0.31.1.dev20260525
github / github_release
09
v0.31.1.dev20260521
github / github_release
10
v0.31.1.dev20260518
github / github_release
11
v0.31.1.dev20260514
github / github_release
12
v0.31.1.dev20260511
github / github_release

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

pipx install gptme

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

Human Manual

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

8+ sections · Human Manual

gptme Manual

Your agent in your terminal, equipped with local tools: writes code, uses the terminal, browses the web. Make your own persistent autonomous agent on top!

Open the full manual

https://github.com/gptme/gptme Project Manual
Table of Contents
Project Overview and Architecture
Related Pages
Purpose and Scope
System Architecture
The Server Layer
Client Surfaces

Project Overview and Architecture

Related topics: Tools, LLM Providers, and RAG, Server, Web UI, and Desktop, Extensibility, Plugins, and Autonomous Agents

Source: https://github.com/gptme/gptme / Human Manual

Tools, LLM Providers, and RAG

Related topics: Project Overview and Architecture, Extensibility, Plugins, and Autonomous Agents

Source: https://github.com/gptme/gptme / Human Manual

Server, Web UI, and Desktop

Related topics: Project Overview and Architecture, Extensibility, Plugins, and Autonomous Agents

Source: https://github.com/gptme/gptme / Human Manual

Extensibility, Plugins, and Autonomous Agents

Related topics: Project Overview and Architecture, Tools, LLM Providers, and RAG, Server, Web UI, and Desktop

Source: https://github.com/gptme/gptme / 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.

high

Security or permission risk requires verification

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

medium

Installation risk requires verification

Upgrade or migration may change expected behavior: v0.31.1.dev20260525

medium

Installation risk requires verification

Upgrade or migration may change expected behavior: v0.31.1.dev20260604

medium

Installation risk requires verification

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

medium

Configuration risk requires verification

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

medium

Configuration risk requires verification

Developers may misconfigure credentials, environment, or host setup: feat(patch): add patch_anchored tool — hash-anchored editing with atomic verify-apply

medium

Configuration risk requires verification

Upgrade or migration may change expected behavior: v0.31.1.dev20260504

medium

Configuration risk requires verification

Upgrade or migration may change expected behavior: v0.31.1.dev20260511