Context7
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제작자가 쓴 설명(영어 원문)
Local-first biological memory for coding agents: recall, consolidation, and pre-action Guard checks.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
AUDREY_DATA_DIR, AUDREY_AGENT, AUDREY_EMBEDDING_PROVIDER, AUDREY_LLM_PROVIDER, AUDREY_ENABLE_ADMIN_TOOLS필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"audrey": {
"command": "npx",
"args": [
"-y",
"audrey"
],
"env": {
"AUDREY_DATA_DIR": "your-value",
"AUDREY_AGENT": "your-value",
"AUDREY_EMBEDDING_PROVIDER": "your-value",
"AUDREY_LLM_PROVIDER": "your-value",
"AUDREY_ENABLE_ADMIN_TOOLS": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add audrey --env AUDREY_DATA_DIR=your-value --env AUDREY_AGENT=your-value --env AUDREY_EMBEDDING_PROVIDER=your-value --env AUDREY_LLM_PROVIDER=your-value --env AUDREY_ENABLE_ADMIN_TOOLS=your-value -- npx -y audrey실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"audrey": {
"command": "npx",
"args": [
"-y",
"audrey"
],
"env": {
"AUDREY_DATA_DIR": "your-value",
"AUDREY_AGENT": "your-value",
"AUDREY_EMBEDDING_PROVIDER": "your-value",
"AUDREY_LLM_PROVIDER": "your-value",
"AUDREY_ENABLE_ADMIN_TOOLS": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"audrey": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"audrey"
],
"env": {
"AUDREY_DATA_DIR": "your-value",
"AUDREY_AGENT": "your-value",
"AUDREY_EMBEDDING_PROVIDER": "your-value",
"AUDREY_LLM_PROVIDER": "your-value",
"AUDREY_ENABLE_ADMIN_TOOLS": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
AUDREY_DATA_DIR envAUDREY_AGENT envAUDREY_EMBEDDING_PROVIDER envAUDREY_LLM_PROVIDER envAUDREY_ENABLE_ADMIN_TOOLS env이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 6일 점검
레지스트리 이름이 GitHub 계정 Evilander 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(2.1.1)은 8일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Node.js도 있어야 해요.
같은 카테고리에는: Context7, Codebase Memory, Exa
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Memory that shows up before your coding agent makes the same mistake twice.
Audrey gives Codex and Claude Code one local, evidence-backed memory loop: remember what mattered, recall it automatically, check before acting, and learn from what happened next.
You fix the deploy command on Monday. On Thursday, a fresh session tries the broken version again.
Audrey brings relevant project memory into the next session, checks supported tool calls before they run, and links their reported outcomes to the check that preceded them. A Guard decision carries evidence IDs you can inspect. Grounding can flag memories that reference deleted files or package scripts.
Try the SQLite-backed demo before configuring a host:
npm exec --yes --package=audrey -- audrey demo --scenario repeated-failure
The demo simulates a failed deploy, passes read-only inspection commands through the hook, and checks a proposed retry. It does not execute a deployment or change host configuration. After npm fetches the package, the demo needs no API key, model download, or network call.
Install Audrey once, review the hooks once, and then use Codex or Claude Code normally.
npm install -g audrey
audrey install --host auto
Requires Node.js 22.16+ (22.x) or 24+. SQLite is built into Node, so fresh installs and npx launches work without approving dependency scripts. npm 11.17+ may warn about dependency scripts, and npm 12 may report that it blocked them; those scripts are not required for Audrey's CPU embedding runtime.
auto configures whichever supported CLIs are installed. You can choose one explicitly:
audrey install --host codex
audrey install --host claude-code
Restart the host after installation. Codex asks you to trust non-managed hooks once through /hooks; Claude Code may also ask you to approve project or plugin components. Audrey is automatic after that explicit install-and-trust step—never secretly installed.
Autopilot then closes the loop:
| Moment | What Audrey does |
|---|---|
| Session starts | Injects a compact, agent-scoped memory briefing |
| You send a prompt | Recalls relevant evidence; explicitly durable phrases such as “remember that…” or “I prefer…” can become memories |
| Bash/edit/write is proposed | Checks exact prior failures, trusted rules, procedures, contradictions, and memory health |
| The tool finishes | Correlates tool_use_id to the Guard receipt and records the redacted outcome |
| A tool failure is reported | Forms a durable, sanitized failure memory for the next attempt |
| The turn stops or context compacts | Runs lightweight, due-only consolidation without holding the conversation open |
An outcome reflects the tool's reported status. A zero exit code can still produce stale or incorrect output. Custom integrations can declare required result checks in beforeAction and supply the actual output to afterAction. Guard then records a mismatch as failed and an unverifiable reported success as unknown. Audrey does not generate application-specific checks or infer the expected values.
Each hook event carries a host-declared timeout (30 seconds for the PreToolUse Guard check). Audrey caps individual hosted embedding/LLM requests below that deadline; this is not a deadline for the entire hook, and local model initialization has no equivalent internal timeout. Errors caught by Audrey fail open by default: the hook emits no decision. Set AUDREY_HOOK_FAIL_CLOSED=1 to deny a PreToolUse action on a caught error. If the host terminates the process first, the host determines what happens. Other lifecycle hooks have no deny path and always degrade open on caught errors.
The first attempt fails:
$ npm run deploy
Error: deployment target is missing
Audrey keeps a redacted trace and an action fingerprint. If another session under the same agent identity proposes that action, Guard can deny the retry with evidence. A later recorded success for that fingerprint clears the exact-failure block. If the failed action declared result checks, recovery must pass the same checks. The default exact-failure window is seven days; other memory warnings are evaluated separately.
Fixing a file or deployment target does not itself clear the block. For a deliberate retry, the Guard API accepts acknowledgePriorFailure: true (MCP/REST: acknowledge_prior_failure; CLI: --acknowledge-prior-failure). Autopilot also recognizes retry language in the current user prompt. Acknowledgement lowers the exact-failure block to a warning and preserves its evidence; it does not bypass separate policy warnings.
Guard does not yet evaluate whether a natural-language prerequisite has been satisfied. A trusted must-follow memory can keep blocking even after its suggested repair succeeds. Review the cited rule when that happens; changing a command's spelling is not proof that its underlying problem is fixed.
Inspection commands such as grep, git status, and cat normally need no memory check. A non-zero exit from grep can simply mean there was no match.
A command whose every part is positively recognised as read-only skips Guard. The classifier rejects command substitution, redirects other than /dev/null, sudo, xargs, and environment assignments that could change command resolution. Inspection outcomes can be recorded, but are excluded from failure learning. Unrecognised commands remain guarded.
$ grep -rn "prisma" src/ Guard: silent
$ git status --short Guard: silent $ cat prisma/schema.prisma Guard: silent $ npm run deploy Audrey Guard: BLOCKED
This excerpt illustrates the output of audrey demo --scenario repeated-failure.
When Guard does speak, it names the memory it is speaking from, and a remembered failure is matched to the proposed command by what it runs (npm run deploy against npm run deploy), not by how similar two strings look to an embedding.
Commands with execution-capable options or lifecycle scripts are guarded, including git ls-remote --upload-pack=..., npm pack --dry-run, and ss -K. The classifier is a convenience for ordinary inspection commands, not an operating-system sandbox. Repository configuration, shell expansion, and programs invoked by a reader can change what a command does. Use host permissions or a sandbox when enforcement is required.
Audrey treats memory as more than a pile of text chunks.
Every context packet includes memory IDs, confidence, provenance where available, and a reason for inclusion. Uncertain or disputed memories are labeled as such. Retrieved content is wrapped with a simple rule: memory is evidence, not authority; current system and user instructions always win.
Age is not the only way a memory goes wrong. A note saying "ship with npm run deploy:prod" is perfectly recent, well sourced, and completely wrong the day that script is deleted. Worse, every recall reinforces it, because retrieval counts as evidence that a memory is useful. A confidently stated, well-supported, false instruction is more damaging than no memory at all.
Audrey checks a narrow, useful part of this problem: whether referenced repository paths and package script names still exist. When a memory is written with project context, it records only anchors that resolve at that moment. A missing anchor can then distinguish a later repository change from a reference that never resolved.
Existence does not establish correctness. A script can keep its name while changing behavior, and an intact file can contain obsolete instructions. Grounding does not execute scripts, prove a fix, or verify arbitrary claims in prose.
audrey ground
[audrey] Grounding memories against /home/you/project
[audrey] Checked 14: 12 still true, 2 broken, 0 repaired. [audrey] 01K8ZQ... references a missing npm_script: deploy:prod [audrey] 01K8ZR... references a missing path: scripts/release.mjs
Broken memories are not deleted. They keep their content, say plainly what they still refer to, and take a confidence penalty so they stop leading by default while remaining readable and repairable. They also stop being eligible for the packet's must-follow section — that is the section that can force a Guard block, and a rule naming a file that no longer exists is a rule nobody can follow.
Repair is symmetric. Restore the file or the script and the next check clears the flag. A checkout that has moved reports unknown rather than broken, because a memory should not be discredited for describing a project this machine cannot currently see.
Memories with no checkable claims are left unlabeled. Silence is not a clean bill of health, and presenting it as one would be the same mistake pointed the other way.
Most of this runs on its own once Autopilot is installed. You do not invoke recall, and you do not invoke Guard. The table is here for the parts you would reach for deliberately, and so the automatic parts are legible rather than magic.
| What | When you want it | Why it helps | How |
|---|---|---|---|
| Autopilot | Always, after one install | The whole point. Memory arrives before the agent acts instead of after you notice it went wrong. | audrey install --host auto, restart the host, approve hooks once |
| Guard | Automatic, before supported edit, write, or shell tool calls | Checks action fingerprints against recorded failures and surfaces memory warnings. Recognised read-only commands skip the check. Repairing the repository alone does not clear a prior failure. | Runs at PreToolUse. Manually: audrey guard --tool Bash --strict |
| Grounding | After deleting or renaming things a memory might mention | Flags previously observed paths or package script names that no longer exist. | audrey ground, or let the maintenance sweep do it |
| Session briefing | Automatic at session start | Small, scoped packet instead of pasting context every time. Unchanged memories inject once per session; changes to content or standing are sent again. | SessionStart hook. Preview with audrey greeting |
| Explicit capture | When you say "remember that…" or "I prefer…" | Deliberate memories are worth more than inferred ones, and phrasing it that way is enough. | Just type it. Autopilot picks up those sentence shapes |
| Consolidation | Automatic when idle; manually before a long break | Repeated ep
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