Crbro Memory
개요
제작자가 쓴 설명(영어 원문)
Persistent file-based memory for AI agents: inspectable, versionable, fully local.
PopNx MCP의 세 기둥
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
- 사용자 의견i아직 리뷰가 없어요리뷰는 다음 단계에서 계정 기능과 함께 열려요
- 우리의 기본 점검i1개 중 1개 통과공개된 정보로 점검했으며, 코드는 아직 스캔하지 않았어요
- 사용 정도i아주 새로움↓ 106/주 · ★ –
할 수 있는 일
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
- 연결 방식: 내 컴퓨터에서 실행
- 전송 방식: stdio
- 카테고리: 검색 및 AI 기억
설치
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
설치하기 전에
- 기본 점검: 1개 중 1개 통과
- 내 컴퓨터에서 내 사용자 계정의 권한(파일, 네트워크, 앱)으로 실행돼요.
- 레지스트리에 입력해야 할 키가 나와 있지 않아요.
필요한 것
- npmNode.js 설치(npx 명령어용)
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": {
"crbro-memory": {
"command": "npx",
"args": [
"-y",
"crbro-memory"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add crbro-memory -- npx -y crbro-memory또는 설정을 직접 복사하기
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"crbro-memory": {
"command": "npx",
"args": [
"-y",
"crbro-memory"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
또는 설정을 직접 복사하기
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"crbro-memory": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"crbro-memory"
]
}
}
}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.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
할 수 있는 일
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
기본 점검i
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 10일 점검
- ✓ 통과
제작자와 저장소 일치
레지스트리 이름이 GitHub 계정 Octonove 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
- … 아직 점검 안 함
계속 관리되고 있음
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
- … 아직 점검 안 함
라이선스 있음
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
- – 해당 없음
엔드포인트 응답
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
- – 해당 없음
OAuth로 로그인
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
- … 아직 점검 안 함
도구 설명에 숨겨진 지시 없음
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
검색 및 AI 기억 카테고리의 다른 서버와 비교i
- 이 카테고리의 다른 서버 5849개 중 0%보다 스타가 많아요
- 이 카테고리의 다른 서버 5849개 중 63%보다 최근에 레지스트리에 공개됐어요
- 기본 점검 결과가 이 카테고리의 다른 서버 5849개 중 100%와 같거나 더 좋아요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
자주 묻는 질문
Crbro Memory, 안전한가요?
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.
어떤 키나 코드가 필요한가요?
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행되나요, 클라우드에서 실행되나요?
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
아직 관리되고 있나요?
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(2.10.0)은 23일 전 레지스트리에 올라왔어요.
어떤 앱에서 쓸 수 있나요?
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Node.js도 있어야 해요.
대신 쓸 수 있는 건 뭐가 있나요?
같은 카테고리에는: Context7, Codebase Memory, Exa
대안
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:↓ 주간 다운로드i★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
Codebase Memory
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Exa
Connect AI agents to Exa for web search, content fetching, and multi-step research.
제작자의 README
README 열기
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
🧠 CRBRO — Persistent Neural Memory for AI
CRBRO is a local MCP (Model Context Protocol) server that gives your AI assistant persistent long-term memory across sessions. It uses a biological neural architecture — cortex, synapses, hippocampus — to store, connect, and retrieve knowledge automatically.
Free and open source (MIT). All 15 tools included — no license, no account, no tiers.
⭐ If CRBRO gives your AI a memory worth keeping, a [star on GitHub](https://github.com/Octonove/crbro-memory) is the best way to support it.
☕ If this saves you time, buy me a coffee.
Or in USDC. Send USDC only and only on the network shown; on any other network it is lost with no way to recover it.
| Network | USDC address |
|---|---|
| Solana | 5n6Gfosk7SdwbvdtE9xiLWpcGPBBBGDZYRfAkWyCk86g |
| Ethereum (ERC-20) | 0xe176866f9d7fdb498e0d4a983d3e34d84dcd6bfc |
Features
- 🧭 Project continuity (2.10+) — Full-path/repository identities and explicit aliases bind neurons to a project. Each MCP connection has its own current project, with scoped pending items, optional due dates and completion criteria.
crbro_recall scope=allcan still find other projects. Scope is organization, not an access-control boundary. Examples and compatibility. - 🩺 Read-only diagnostics (2.10+) —
npx crbro-memory doctor --jsonreports observed versions, brain/client paths, last boot, semantic files, backups and local Git state. It does not repair, read credential values, install anything or fetch/push. Unknown means unknown; see doctor.
- 🧬 Biological Architecture — Knowledge organized as neurons (cortex), connections (synapses), and session memory (hippocampus)
- 🔍 Fact-Level Search — Powered by Orama. Every fact is indexed on its own, so a topic with hundreds of facts stays as findable as one with three. Each result comes back with the exact line that matched, when it was recorded, a
confidencelabel (weak= little of the question was covered) and, for the top results, the topic's next best lines. A short bilingual synonym table widens the question without inventing terms *(v1.13+)* - 🎯 Read the entry, not the neuron —
crbro_inspect view=neuronreturns an index: every fact, decision, pattern, preference, error, debt and the map as an id, a kind, a date and a preview.entries=[ids]reads just those; every recall hit carries itsentry_id. The whole-neuron read still exists asdetail=full, behind a declared ceiling. A 307-fact neuron went from 66,952 tokens to 1,887 to open *(v2.1+)* - 📓 The diary is searchable — every session summary is in the index, as paragraphs.
crbro_recallreturns the days that mention the question in a list of their own,sessions_matched, so narrative never outranks a fact;crbro_inspect view=sessions session=reads one day whole. Lexical only, rebuilt once on upgrade *(v2.2+)* - 🗣️ The model in the loop — Two levers no embedding model replaces, measured blind: keywords written at save time (the caller knows the synonyms: a line about Hetzner gets *hosting, alojamiento, servidor*) and several phrasings searched at once, fused by rank. Zero disk, zero RAM; numbers in the table below *(v1.15+)*
- 🧭 Semantic recall —
npx crbro-memory initinstalls a local embedding model (multilingual-e5-small, int8) fused with the keyword engine, so paraphrases the words do not cover start to land. It matters most in a big brain: with 1,482 unrelated facts around the test set it lifts recall@1 from 54% to 67% on the original exam and from 31% to 48% on a new 96-question one; on a small brain it measures within 2 points of the keyword engine (75% vs 77% on 2.7.2). Costs ~500 MB on disk once per machine and ~0.5 GB of RAM while a server runs;init --no-semanticskips it,CRBRO_SEMANTIC=0turns it off *(v1.14+, installed by default since v1.16)* - 🔥 Heat Scores — Automatic relevance tracking based on frequency, recency, and connectivity. Topics written in the same session are linked at consolidation, so the graph fills itself in *(v1.13+)*
- 🕰️ Dates that mean something — A recency lift of at most 4% breaks ties towards the newer telling (measured: it only ever flipped exact ties),
crbro_recall since/kindnarrow a search to "the last two weeks" or "only past mistakes", andcrbro_maintenance backfill_datesdates the entries written before 1.13 from the date stated in their own text — never guessed *(v2.5+)* - ⏳ Shelf life and explicit evidence — Facts have
volatile(90 days),normal(365),durable(730) orpermanentshelf life, configurable throughCRBRO_SHELF_DAYS; expired claims move topossibly_stalewith a source-check warning. Since 2.10, repeating a fact never verifies it: onlycrbro_revise status=verifiedrestarts a check. Optionalevidencerecordssourcewith its reference, oruser; older explicit calls remainunspecified, and legacy dates are not promoted into evidence. References are data, never executed.temporaldistinguishes current claims from history;intent=currentseparates historical matches. Relevance, provenance, verification and freshness are separate labels, not a truth guarantee. Earlier agent benchmarks showed that warnings alone did not reliably make agents check sources; those historical measurements remain in the design report. - 🧹 Housekeeping that reports before it acts — every maintenance run lists entries whose own deadline has passed, neurons that outgrew one read (with
crbro_revise move_toto split them keeping every date) and the one-line neurons a bulk import left behind (compact:truefolds them into a digest). All read-only until asked *(v2.5+)* - 💽 Backs itself up — one gzipped copy a day at consolidation, rotated, beside the brain it belongs to;
CRBRO_BACKUP_DIRpoints it at a synced folder. The quarantine and machine tokens never travel *(v2.5+)* - ✏️ Correctable — Knowledge can be superseded or retracted, not just piled up — facts, and since 2.0 decisions, patterns, errors and debts too. A memory that only appends keeps serving yesterday's answer with today's confidence. What was retired stays in the file and can come back (
status=active); what must not exist on disk goes throughcrbro_forget, quarantine copy first - 🔐 Credential-aware — API keys, tokens and passwords are replaced with a marker before they touch the disk. The sentence around them survives; the secret does not — and
crbro_secretputs the real value in your operating system's own keychain, so refusing it does not leave you with nowhere to put it - 🏠 One process for every client (opt-in) —
npx crbro-memory daemon onand the clients of a brain stop loading a copy of it each: what they launch becomes a 55 MB proxy to one daemon that holds the index and the model once. Measured with three clients: 2,153 MB → 1,140 MB, the second client ready in 0.3 s instead of 1.8, and a line saved in one chat recalled in another at once. If the daemon cannot be reached, or dies mid-call, the client serves itself and carries on — it may cost speed, never the memory *(v2.5+)* - 👥 Safe with two editors open — Writes are serialised per neuron, so running CRBRO in two IDEs at once does not silently lose facts
- 🤝 Shareable per project — Only explicitly shared neurons sync to your configured Git remote. A failed push remains unsent; leaving a space preserves a local recovery archive. Information returned by memory tools still reaches your AI client even when it is not shared with a team.
- 🗺️ Living Maps — Each topic can carry one always-current map of how its system works (
crbro_map), replaced whole on every change — plus a global map of clusters and cross-domain bridges - 📓 Error Ledger —
type: "error"stores each real mistake WITH its correction, on the topic where it happened, so the same error is not made twice. Dated since 1.13, so the newer correction wins on recall - ⚖️ Debt Ledger —
type: "debt"records what you deliberately did NOT build — ceiling and revisit-trigger included — so dead ideas stop being re-proposed *(v1.11+)* - 🏷️ Honest tool definitions — Every tool carries MCP annotations (
readOnlyHint,destructiveHint,idempotentHint,openWorldHint), a title and, for the readers, an output schema — so a client knows what reads, what writes and what can destroy before it calls *(v1.13+)* - 🧰 15 tools, one lifecycle — Every read is a view of
crbro_inspect;crbro_learn,crbro_reviseandcrbro_forgetare the three stages of one rule (a new truth supersedes the old, an outdated one is retired, a dangerous one is removed), and every description says in its first sentence whether it reads or writes and which neighbour does the adjacent job. Down from 23 in 1.x without touching the brain on disk;crbro_bootmaps the old names to the new calls *(v2.0+)* - 🔁 Lessons that outgrow their project — Storing the same fact again counts it (
confirmations, shown bycrbro_inspectwhen above 1), andcrbro_consolidatepoints out lessons that already live in two or more project neurons, with thetech_orprocess_neuron they belong in. It suggests; it never moves anything *(v2.7+)* - 🧷 Compact without losing the thread (opt-in) —
npx crbro-memory install-hooks --compactsaves a redacted checkpoint of a Claude Code session before it compacts — last requests, task list, open items, folder and git remote — and hands it back when the session resumes, in 1,500 characters at most. No model call *(v2.7+)* - 📌 Open items in sight (on by default for Claude Code, opt-out) — where Claude Code is installed,
crbro_bootadds a Claude Code mod on its own, keeps it up to date, and has the assistant tell you once when it does: the newest open item of the brain above the prompt, whole — its label apart, its numbered steps one per line, its age in color — with ‹ › to go through the rest, and/pending(alias/pendientes) with every one as a card: filter, *work on this*, *done* and *discard* behind a confirmation, and what was closed lately. It reads throughcrbro_contextand closes through it; the brain file is only read when the server is not reachable. English or Spanish (--lang). Needs Claude Code 2.1.286 or later: the CLI and the desktop app's Code tab. Remove it withnpx crbro-memory uninstall-mod— it is never put back on its own, whichever app runs CRBRO — or keep one MCP client from installing it withCRBRO_MOD=0in that client's env *(v2.8+)* - **🔎 Look back at your se
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요