# Memory for AI

> Local codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

- name: io.github.LonelyTraderBay/memory-for-ai
- version: 0.11.0
- connection class: L0 (run_local_package)
- trust: 91/100
- quality: –/100 (not scored)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/io.github.LonelyTraderBay%2Fmemory-for-ai
- tools: https://api.protogrid.dev/v1/servers/io.github.LonelyTraderBay%2Fmemory-for-ai/tools

**Runs on your machine: something must execute the package.** Only local packages are published (npm, PyPI, OCI, …). The registry never executes them, so tools are unknown until you run it.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "memory-for-ai": {
      "command": "npx",
      "args": [
        "-y",
        "memory-for-ai-mcp@0.11.0"
      ]
    }
  }
}
```


## Trust

- hygiene: 100
- liveness: n/a
- freshness: 85
- provenance: 90
- drivers: +repository +namespace-matches-repo +website ~liveness-unmeasured ~updated-32d-ago
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality –/100 (not scored)

Not scored: fewer than three checks apply, usually because no remote answered a credential-free probe or the server is a local package.

### protocol: n/a (weight 25)

- n/a `protocol.modern`, `protocol.stateless`, `protocol.transport`, `protocol.list_ttl`: no remote answered a protocol handshake (not probed yet, unreachable, or local-only)

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: n/a (weight 30)

- n/a `tools.descriptions`, `tools.description_length`, `tools.schemas`, `tools.annotations`, `tools.directory_hints`, `tools.token_cost`, `tools.api_dump`: tool list unknown (behind auth, not probed, or empty)

### stability: n/a (weight 15)

- n/a `stability.changes`, `stability.rug_pull`: tool list unknown

### dependencies: 100 (weight 15)

- pass `deps.known_vulns`: no known advisory in 2 resolved packages
- n/a `deps.mcp_sdk_version`: the official MCP SDK is not in the dependency graph
- pass `deps.resolvable`: memory-for-ai-mcp@0.11.0, memory-for-ai@0.11.0 resolved: 2 packages

- tools: unknown
- badge: [![protogrid quality](https://protogrid.dev/badge/io.github.LonelyTraderBay/memory-for-ai.svg)](https://protogrid.dev/servers/io.github.LonelyTraderBay/memory-for-ai)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

_No tool definition changes recorded._

## Dependencies

- npm memory-for-ai-mcp@0.11.0: resolved, 0 dependencies
- pypi memory-for-ai@0.11.0: resolved, 0 dependencies

Dependency graphs from deps.dev; advisories from OSV.dev, including the GitHub Advisory Database and the PyPI Advisory Database; all CC BY 4.0.

## Remotes

_none_

## Packages

- npm memory-for-ai-mcp@0.11.0
- pypi memory-for-ai@0.11.0
- mcpb https://github.com/LonelyTraderBay/memory-for-ai/releases/download/v0.11.0/memory-for-ai-darwin-amd64.mcpb@0.11.0
- mcpb https://github.com/LonelyTraderBay/memory-for-ai/releases/download/v0.11.0/memory-for-ai-darwin-arm64.mcpb@0.11.0
- mcpb https://github.com/LonelyTraderBay/memory-for-ai/releases/download/v0.11.0/memory-for-ai-linux-amd64-portable.mcpb@0.11.0
- mcpb https://github.com/LonelyTraderBay/memory-for-ai/releases/download/v0.11.0/memory-for-ai-linux-arm64-portable.mcpb@0.11.0
- mcpb https://github.com/LonelyTraderBay/memory-for-ai/releases/download/v0.11.0/memory-for-ai-windows-amd64.mcpb@0.11.0
- mcpb https://github.com/LonelyTraderBay/memory-for-ai/releases/download/v0.11.0/memory-for-ai-windows-arm64.mcpb@0.11.0

## Tools (0)

_none observed_