Use AI DevKit's memory service to store and retrieve knowledge via CLI commands instead of MCP.
Use npx ai-devkit@latest memory ... as the durable knowledge layer.
For implementation, debugging, review, planning, or documentation tasks, search before deep work unless the task is trivial:
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.
Use results as context:
Search before storing:
npx ai-devkit@latest memory search --query "<knowledge to store>" --table
Store or update only after the quality gate passes.
Before storing, all must be true:
Store:
Do not store:
npx ai-devkit@latest memory search \
--query "<query>" \
--tags "<tags>" \
--scope "<scope>" \
--limit 5
Use --table to get IDs for updates:
npx ai-devkit@latest memory search --query "<query>" --table
Options: --query/-q required; --tags; --scope/-s; --limit/-l from 1-20; --table.
npx 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:
Context: 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:
npx 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.Search for places (restaurants, cafes, etc.) via Google Places API proxy on localhost.
Interact with GitHub using the `gh` CLI. Use `gh issue`, `gh pr`, `gh run`, and `gh api` for issues, PRs, CI runs, and advanced queries.
Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
Start voice calls via the OpenClaw voice-call plugin.
Notion API for creating and managing pages, databases, and blocks.
Gemini CLI for one-shot Q&A, summaries, and generation.
Category:developer