---
title: "Codebase Memory MCP - Air Market"
description: "You have landed in a codebase you did not write and need to understand how it hangs together. This maps the architecture, finds symbols and how they relate, traces callers, callees, data flow and dep…"
canonical: "https://airmarket.ai/app/codebase-memory-mcp"
---

[Air Market](/) / [Developer Tools](/category/devtools) / Codebase Memory MCP

Skill by [GitHub](/@github)

# Codebase Memory MCP

Find your way around code nobody has explained to you

## What this does

You have landed in a codebase you did not write and need to understand how it hangs together. This maps the architecture, finds symbols and how they relate, traces callers, callees, data flow and dependencies, and helps you judge what a change would touch. It also audits for dead or overly complex code. Skip it for a quick look at one file you already have.

### Top 3 things it does for you

- Map the architecture of code I do not know
- Trace who calls this and what it calls
- Work out what a change would break

## Information

**Codebase Memory MCP at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [GitHub](/@github) |
| Category | [Developer Tools](/category/devtools) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 7 KB |
| Licence | MIT |
| Repository | [github/awesome-copilot](https://github.com/github/awesome-copilot/tree/318066d2213b510e89b500ed0d53506c54093ddc/skills/codebase-memory-mcp) |
| GitHub stars | 38,187 (as of Nov 2026) |
| Installs | 311, counted by skills.sh (Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Codebase Memory MCP and flagged nothing. AIR's verdict: **safe**.

**What Codebase Memory MCP's check was run against**

|  |  |
| --- | --- |
| Commit | 318066d2213b510e89b500ed0d53506c54093ddc |
| Content hash | 6e0de83a4ddb3b8b5d939323f37bc34baa75f70eb01ae58fc728f35b2b9b8b3d |
| Files read | [Browse the files at this exact commit](https://github.com/github/awesome-copilot/blob/318066d2213b510e89b500ed0d53506c54093ddc/skills/codebase-memory-mcp/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Codebase Memory MCP](/security/codebase-memory-mcp)

## About Codebase Memory MCP

This is for exploring unfamiliar code: mapping architecture, finding symbols or the relationships between them, tracing callers, callees, data flow and dependencies, and assessing the impact of a change. It also audits for dead or complex code, and handles explicit Codebase Memory requests.

It deliberately steps aside for smaller work: tasks confined to a file you already supplied, a tiny one-file check, an exact literal, a configuration value, an error string, or non-code text.

## What's inside

- SKILL.md - instructions

## Questions

### Is Codebase Memory MCP safe to install?

AIR scanned this exact version of Codebase Memory MCP and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 318066d2213b, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/codebase-memory-mcp.

### How do I install Codebase Memory MCP?

Open https://airmarket.ai/app/codebase-memory-mcp on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/github/awesome-copilot/tree/318066d2213b510e89b500ed0d53506c54093ddc/skills/codebase-memory-mcp. Install from that link, not the branch.

## Related on Air Market

- [More Developer Tools listings](/category/devtools)
- [Everything by GitHub](/@github)

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Canonical URL: <https://airmarket.ai/app/codebase-memory-mcp>