MCP Tool Integration · Public

codebase-memory-mcp

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 snapshot29k stars

2.1k forks · 80 contributors

Doramagic.ai Last verification date: 2026-07-10 Verification method: source evidence, semantic profile, public page gate, and static build acceptance.

Official first step Read manual preview Source repository

Publication status · 2026-07-10

What is codebase-memory-mcp?

codebase-memory-mcp 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/DeusData/codebase-memory-mcp, https://github.com/DeusData/codebase-memory-mcp#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.

RepositoryDeusData/codebase-memory-mcp

29k stars · 2.1k forks

What it can do

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

Overview & System Architecture

Related topics: Indexing Pipeline & Hybrid LSP, MCP Server, Query System & Graph Data Model

Source: https://github.com/DeusData/codebase-memory-mcp / Human Manual

Indexing Pipeline & Hybrid LSP

Related topics: MCP Server, Query System & Graph Data Model

Source: https://github.com/DeusData/codebase-memory-mcp / Human Manual

MCP Server, Query System & Graph Data Model

Related topics: Indexing Pipeline & Hybrid LSP, Distribution, Frontend UI & Known Operational Issues

Source: https://github.com/DeusData/codebase-memory-mcp / Human Manual

Distribution, Frontend UI & Known Operational Issues

Related topics: MCP Server, Query System & Graph Data Model

Source: https://github.com/DeusData/codebase-memory-mcp / 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/DeusData/codebase-memory-mcp, 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.

Stars29k stars

Forks2.1k forks

Contributors80 contributors

Licenseunknown

Community Discussion Evidence

12 source-linked items

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

01
feat: install codebase-memory skill for Codex
github / github_issue
02
Custom Exploring Subagent — inject MCP-aware agent definitions on integr
github / github_issue
03
Best-effort indexing-coverage signal: mark files/regions that were not f
github / github_issue
04
Memory leak: process grows to 50+ GB virtual memory over hours/days, cra
github / github_issue
05
C extractor: functions with #ifdef-split braces are dropped from the gra
github / github_issue
06
[Bug] v0.9.0 regression: CJK repo_path still crashes despite #636 fix
github / github_issue
07
Installation risk requires verification
GitHub / issue
08
Installation risk requires verification
GitHub / issue
09
Installation risk requires verification
GitHub / issue
10
Installation risk requires verification
GitHub / issue
11
Installation risk requires verification
GitHub / issue
12
Installation 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

npm install -g codebase-memory-mcp

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

Human Manual

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

8+ sections · Human Manual

codebase-memory-mcp Manual

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.

Open the full manual

https://github.com/DeusData/codebase-memory-mcp Project Manual
Table of Contents
Overview & System Architecture
Related Pages
Purpose and Scope
Process and Module Layout
Indexing and Query Pipeline
Integrations and Known Edge Cases

Overview & System Architecture

Related topics: Indexing Pipeline & Hybrid LSP, MCP Server, Query System & Graph Data Model

Source: https://github.com/DeusData/codebase-memory-mcp / Human Manual

Indexing Pipeline & Hybrid LSP

Related topics: MCP Server, Query System & Graph Data Model

Source: https://github.com/DeusData/codebase-memory-mcp / Human Manual

MCP Server, Query System & Graph Data Model

Related topics: Indexing Pipeline & Hybrid LSP, Distribution, Frontend UI & Known Operational Issues

Source: https://github.com/DeusData/codebase-memory-mcp / Human Manual

Distribution, Frontend UI & Known Operational Issues

Related topics: MCP Server, Query System & Graph Data Model

Source: https://github.com/DeusData/codebase-memory-mcp / 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

Installation risk requires verification

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

high

Installation risk requires verification

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

high

Installation risk requires verification

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

high

Installation risk requires verification

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

medium

Installation risk requires verification

Developers may fail before the first successful local run: Add deterministic cross-repository dependency graphing for Go workspaces

medium

Installation risk requires verification

Developers may fail before the first successful local run: Custom Exploring Subagent — inject MCP-aware agent definitions on integration

medium

Installation risk requires verification

Developers may fail before the first successful local run: Memory leak: process grows to 50+ GB virtual memory over hours/days, crashes Windows

medium

Installation risk requires verification

Developers may fail before the first successful local run: [Windows] --ui=true starts but HTTP server never listens on v0.8.1