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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.

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查看安装方法

包含的文件(2)

  • SKILL.md3.7 KB
  • agents/openai.yaml232 B

SKILL.md(原文)

安装前可以查看交给 AI 代理的指令内容。

AI DevKit Memory CLI

Use npx ai-devkit@latest memory ... as the durable knowledge layer.

Workflow

  1. 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.

  2. Use results as context:

    • Trust repo files, tests, fresh command output, and explicit user instructions over memory.
    • If memory conflicts with verified evidence, use the evidence and update the stale memory.
    • Mention memory only when it changes the plan or avoids asking the user again.
  3. Search before storing:

    npx ai-devkit@latest memory search --query "<knowledge to store>" --table
    
  4. Store or update only after the quality gate passes.

Quality Gate

Before storing, all must be true:

  • Future sessions are likely to reuse it.
  • It is verified by code, docs, tests, command output, or explicit user instruction.
  • It is not merely a restatement of obvious nearby files unless it prevents repeated agent mistakes.
  • It is scoped narrowly enough.
  • Existing memory does not already cover it.
  • It contains no secrets, credentials, private customer data, personal data, raw logs, or temporary paths.

Store:

  • Project conventions, user preferences, durable decisions.
  • Reusable fixes, testing patterns, commands, setup gotchas.
  • Non-obvious constraints, architecture rules, failure patterns.

Do not store:

  • Task progress, transcripts, speculation, generic programming facts.
  • Raw errors without diagnosis.
  • Anything the user did not intend to persist.

Commands

Search

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.

Store

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.

Update

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.

Scoping

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.

Troubleshooting

  • CLI missing: run npx ai-devkit@latest --version.
  • Duplicate title: search, then update the existing item if it is the same knowledge.
  • Empty results: broaden terms, remove filters, or search symptoms and subsystem names separately.
  • Validation error: check title/content lengths, query length, and --limit range.
  • DB path: default is ~/.ai-devkit/memory.db; project config can override it automatically.

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