Memory for AI MCP server
Local codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
C69/100grade C
Adoption
Growing
0 stars322 downloads/wk
Reviews
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If you have run it, two minutes of your experience saves the next person an afternoon.
Memory for AI tools
No tool declarations could be read from the package source. They show once the server is installed.
Public scan report
scanner v0.1.5 · 2026-09-19 · same rubric, same numbers if you re-run it
3 medium
- Code scan3 source files scanned; 4 source files scanned10/25
- –Live reliabilityno gateway calls yet and no remote to proben/a
- –Tool poisoningtools not inspected (local package is not executed); not countedn/a
- Auth qualitylocal package, no credentials required12/15
- Maintenancelast push 0 days ago15/15
- Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10
Findings (3)
- mediumnpm install lifecycle script present
install.script - mediumnpm install lifecycle script present
install.scriptpackage.json: …est": "node --test test/*.test.js", "postinstall": "node install.js" }, "engines": { … - mediumsubprocess with shell=True
exec.shell-truememory_for_ai-0.11.0/src/memory_for_ai/_cli.py: …run(args) # noqa: S603 — list form, no shell=True sys.exit(result.returncode) d…
Overall 69/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON
Install directly
Runs npx -y memory-for-ai-mcp on your machine. Read the scan report first; the gateway never runs local packages.
claude mcp add memory-for-ai -- npx -y memory-for-ai-mcp
Memory for AI: common questions
- Is Memory for AI MCP server safe?
- With care: it is graded C, so read the findings first (69/100). Read the Memory for AI safety report
- How do I install Memory for AI?
- It runs on your machine. Copy the Claude Code, Claude Desktop or Cursor config from the install section.
- Does Memory for AI need an API key?
- Not as far as the registry entry and our scan can tell: no credentials are declared or required.
- Is Memory for AI maintained?
- The last commit was in the last day (2026-09-19). The latest release is v0.11.0.
- What can I use instead of Memory for AI?
- Servers from other publishers that do the same job: Codebase Memory MCP server, Trace MCP server and State Memory MCP server. Compare all Memory for AI alternatives.
Alternatives to Memory for AI
Same job from other publishers: the closest match first, then the best rated.
- Codebase MemoryCodebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.not reviewedWidely usedC
TraceCode graph MCP: 81 languages, 88 frameworks, 72.7% fewer PR-review tokens, comprehension at paritynot reviewedEstablishedA
State Memory MCPDeterministic, persistent graph server for tracking workflow state, decisions, and blockers.not reviewedEstablishedA- RevoGrid DataGrid MCPToken-free MCP server for structured RevoGrid Core, Pro, and Enterprise knowledge retrieval.not reviewedEstablishedA