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Get Started Free →AI DevKit · Use the memory CLI as a durable knowledge layer. Search before non-trivial work, store verified reusable knowledge, update stale entries, and avoid saving transcripts, secrets, or one-off task progress.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | 740% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 102% | 0% |
| case-13 | ✗→✓ | ▲ Improved | 154% | 0% |
| case-14 | ✗→✓ | ▲ Improved | 110% | 0% |
| case-16 | ✗→✓ | ▲ Improved | 21% | 0% |
Use npx ai-devkit@latest memory ... as the durable knowledge layer.
bash npx ai-devkit@latest memory search --query "<task, subsystem, error, or convention>" --limit 5 For broad or risky tasks, search multiple angles: subsystem, error text, framework, command, and task intent.
bash npx ai-devkit@latest memory search --query "<knowledge to store>" --table
Before storing, all must be true:
Store:
Do not store:
bashnpx ai-devkit@latest memory search \ --query "<query>" \ --tags "<tags>" \ --scope "<scope>" \ --limit 5
Use --table to get IDs for updates:
bashnpx ai-devkit@latest memory search --query "<query>" --table
Options: --query/-q required; --tags; --scope/-s; --limit/-l from 1-20; --table.
bashnpx ai-devkit@latest memory store \ --title "<actionable title, 10-100 chars>" \ --content "<context, guidance, evidence, exceptions>" \ --tags "<lowercase,tags>" \ --scope "<global|project:name|repo:org/repo>"
Use this content shape when helpful:
textContext: Where this applies. Guidance: What to do. Evidence: File, command, test, or user instruction. Exceptions: When not to apply it.
Find the ID with search --table, then update only changed fields:
bashnpx ai-devkit@latest memory update \ --id "<memory-id>" \ --title "<updated title>" \ --content "<updated content>" \ --tags "<replacement,tags>" \ --scope "<updated scope>"
--tags replaces all existing tags.
Use the narrowest useful scope:
repo:<org/repo> for one repository.project:<name> for one app, product, or workspace.global only for knowledge that applies across unrelated projects.If unsure, use a narrower scope.
npx ai-devkit@latest --version.--limit range.~/.ai-devkit/memory.db; project config can override it automatically.Other measured skills in the registry, with their headline benchmark lift.