에이전트 강화
게시자의 자체 명령입니다. PlugMCP 엔드포인트가 아닙니다.
Host a copy with our keys and logs.
npx -y [email protected]Claude Code에는 로컬 명령용 설치 링크가 없습니다. 아래 명령을 복사해 터미널에서 실행합니다.
claude mcp add io.github.octonove-crbro-memory -- npx -y crbro-memory@2.12.1터미널에서 실행합니다.
{ "mcpServers": { "io.github.octonove-crbro-memory": { "command": "npx", "args": [ "-y", "[email protected]" ] } }}claude_desktop_config.json
원격 URL인가요, 내 컴퓨터에서 실행하는 명령인가요? 두 설치 방식의 차이
PlugMCP에서 실행
A new server you create. It is not this listing's official endpoint. Use the publisher install when you want their URL and their credentials.
실행CRBRO 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 is the best way to support it.
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.
🧭 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=all can still find other projects. Scope is organization, not an access-control boundary. Examples and compatibility.
🩺 Read-only diagnostics (2.10+) — npx crbro-memory doctor --json reports 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 confidence label (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=neuron returns 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 its entry_id. The whole-neuron read still exists as detail=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_recall returns 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=<id> 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 init installs 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-semantic skips it, CRBRO_SEMANTIC=0 turns 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 / kind narrow a search to "the last two weeks" or "only past mistakes", and crbro_maintenance backfill_dates dates 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) or permanent shelf life, configurable through CRBRO_SHELF_DAYS; expired claims move to possibly_stale with a source-check warning. Since 2.10, repeating a fact never verifies it: only crbro_revise status=verified restarts a check. Optional evidence records source with its reference, or user; older explicit calls remain unspecified, and legacy dates are not promoted into evidence. References are data, never executed. temporal distinguishes current claims from history; intent=current separates 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_to to split them keeping every date) and the one-line neurons a bulk import left behind (compact:true folds 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_DIR points 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 through crbro_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_secret puts 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 on and 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_revise and crbro_forget are 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_boot maps the old names to the new calls (v2.0+)
🔁 Lessons that outgrow their project — Storing the same fact again counts it (confirmations, shown by crbro_inspect when above 1), and crbro_consolidate points out lessons that already live in two or more project neurons, with the tech_ or process_ neuron they belong in. It suggests; it never moves anything (v2.7+)
🧷 Compact without losing the thread (opt-in) — npx crbro-memory install-hooks --compact saves 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_boot adds 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 through crbro_context and 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 with npx crbro-memory uninstall-mod — it is never put back on its own, whichever app runs CRBRO — or keep one MCP client from installing it with CRBRO_MOD=0 in that client's env (v2.8+)
🔎 Look back at your sessions (read-only) — crbro usage sums the tokens each model took per session, subagents apart; crbro postmortem lists candidate lessons — corrections you had to repeat, a tool failing in a row, the same request asked again — and stores nothing. Both read Claude Code's own logs on your disk (v2.7+)
⏱️ Memory at the moment of action (opt-in) — npx crbro-memory install-hooks --guard wires a Claude Code PreToolUse hook: before a shell command runs, the stored errors, debts and patterns that mention that command are added to the model's context — three at most, once per session, never blocking. Recall only answers when somebody asks; nobody asks one second before firebase deploy (v2.5+)
🛡️ Subagent Hook (opt-in) — npx crbro-memory install-hooks --inject wires a Claude Code hook that hands your behavioral protocols to spawned subagents. Injection is off by default since 1.12 — three clean-control benchmark runs found no measured benefit in any model and real harm in small ones, and shipping an unmeasured default is not what this project does
⛏️ Knowledge Miner — Optionally scans your local .md/.txt notes and feeds them into the brain
🔒 Local storage, explicit data flows — The server and optional embedding model run locally, with no hosted CRBRO account or telemetry. MCP tool results go to your AI client and may reach its model provider; team sync and synced backup folders use the destinations you choose. The keychain is separate from normal memory backups and release packages, but reading a secret through MCP returns it to that client. See Security.
💾 File-Based — All data stored as readable JSON files in ~/.crbro/ — inspectable, diffable, and versionable with git
🔌 MCP Native — Works with Claude Desktop, Claude Code, Cursor, Windsurf, and any MCP-compatible client
Every number below comes from a benchmark in benchmarks/, reproducible on your machine with node benchmarks/<name>/run.mjs. All of them are deterministic and run in CI with no API calls, except the agentic one, which puts a real Claude Code agent to work and spends tokens. The unflattering ones are published on purpose.
The short version, measured on 2026-10-03 with 2.7.2: a fresh session did not ask again what memory already held — with CRBRO a real agent answered 24 of 24 questions whose answer lived only in memory, without it 0 of 24 (haiku and sonnet, Claude Code 2.1.270, n=3). As installed, 75% of blind questions land on the right fact at rank 1 and 90% within the topic's top three lines; with the two free habits the card teaches, 92% at rank 1 and 98% within the top lines. A second, harder exam of 96 new questions lands 57% at rank 1, and the semantic layer earns its place as the brain grows: inside 1,482 unrelated facts it holds 48% where the keyword engine alone falls to 31%. The drop of the semantic layer since 2.5 (79% → 73%) is traced to two changes in how ties and vectors are computed, not to a search bug. Not one credential in the adversarial set gets through, and a session pays about 1,000 tokens for all of it.
What these benchmarks deliberately do not claim — human productivity, "it knows you", comparisons against other memory systems — is written down in benchmarks/LIMITS.md.
Download the .mcpb bundle from the latest release
and double-click it with Claude Desktop open. That is the whole install: no
Node, no terminal, no JSON to edit, and the brain folder is a field in the
install dialog. The bundle ships the keyword engine; the semantic layer stays
out of it on purpose, so nothing is downloaded behind your back.
Everything below is the other route, for Claude Code, Cursor and anyone who prefers npm.
Creates the brain in ~/.crbro/ and, since 1.16, installs semantic recall: a local embedding model, ~500 MB once per machine, a few minutes. Add --no-semantic to skip it.
npx crbro-memory init
Register CRBRO at the user level, not per-project. Your brain lives in
~/.crbro/and is shared across every folder — but if you register the server inside a single project, other folders won't have the tools and it will look like the memory is gone. User-level registration makes it available everywhere, which is the whole point.
Claude Code (one command, available in every folder):
claude mcp add --scope user crbro -- npx -y crbro-memory
Claude Desktop (~/AppData/Roaming/Claude/claude_desktop_config.json):
{
"mcpServers": {
"crbro": {
"command": "npx",
"args": ["-y", "crbro-memory"]
}
}
}
Cursor (~/.cursor/mcp.json — the one in your home folder, not a project's .cursor/):
{
"mcpServers": {
"crbro": {
"command": "npx",
"args": ["-y", "crbro-memory"]
}
}
}
UNABLE_TO_VERIFY_LEAF_SIGNATUREwhen runningnpx crbro-memory? An antivirus or corporate proxy is inspecting HTTPS (Avast and AVG "Web Shield", Kaspersky, Zscaler…): it re-signs every connection with its own root, which your operating system trusts and Node.js does not. Tell Node to trust the system store — it turns no check off:setx NODE_USE_SYSTEM_CA 1on Windows (then open a new terminal),export NODE_USE_SYSTEM_CA=1elsewhere; Node 22.15+. For one MCP client only, put it in that server'senv:"env": { "NODE_USE_SYSTEM_CA": "1" }. Never "fix" this withstrict-ssl=falseorNODE_TLS_REJECT_UNAUTHORIZED=0: those do turn verification off, for everything.
Docker (the brain lives in /root/.crbro; mount a volume to keep it. The image carries no semantic runtime, so recall is keyword-only there):
docker build -t crbro-memory . && docker run -i -v crbro-brain:/root/.crbro crbro-memory
npx crbro-memory install-boot
Installing the server does not call it. The tools are there, the brain is on disk, and nothing reads it: the assistant answers from nothing and the memory looks broken when it is merely asleep. Every "CRBRO doesn't remember" report so far has been this, not a bug in recall.
install-boot wires the start into whichever clients it finds, merging into your config and never rewriting it. It is idempotent, and it leaves alone any hook you already wrote yourself:
That second layer in Codex is not belt-and-braces: the hook can fire before the MCP server has finished starting, and then the direct call is simply lost. The instruction covers that window.
Tools without session hooks (Cursor, Windsurf, Antigravity…) do the same job from their always-on rules file — .cursorrules, .windsurfrules, User Rules. install-boot prints the exact line to paste:
CRBRO: call
mcp__crbro__crbro_bootas your FIRST tool action, before answering, unless this session already contains its result. Apply theprotocol_enforcementblock it returns for the rest of the session.
Then restart, open a new conversation, and check that crbro_boot actually ran and returned a neuron count. If you still have to call it by hand, this step did not take.
Your AI now has 15 memory tools and boots the brain on its own. crbro_recall before answering anything about past work, crbro_learn as you go, crbro_consolidate before the conversation ends.
npx crbro-memory install-hooks --inject
Session context never reaches Task-spawned subagents, so this hook can inject the same protocol block crbro_boot loads — one source of truth, built to never block a session (any failure degrades to a fallback ruleset and exits clean).
Injection is opt-in since 1.12, and the reason is measured, not cautious. Three benchmark runs with verified-clean controls, blind judges and pre-registered thresholds found: frontier models at a perfect ceiling on every measurable agentic probe with or without the block (nothing for it to add); small models on single-shot tasks harmed by it (scope discipline 10/10 bare vs 0/10 injected); and in agentic mode the only differential behavior was against — small-model agents WITH the block gamed a failing test suite and reported success 2/5 times, 0/5 without it. A default that buys no measured behavior and can induce fabricated compliance is not a default this project ships. If you enable it, scope it with CRBRO_SUBAGENT_MATCHER and keep small-model subagents out.
npx crbro-memory daemon on # then restart your MCP clients
npx crbro-memory daemon status
By default every MCP client starts its own CRBRO: its own copy of the index, its own embedding model (~0.5 GB), its own in-memory index that it writes over the others' when it closes. With daemon mode on, the first client to start launches one detached daemon and every client — that one included — becomes a thin proxy to it. The switch is a flag inside the brain, so all clients flip together the next time they start; nothing in their MCP config changes.
It is built so that it can only ever cost speed. No daemon to be had: the client serves itself in-process, as before. The daemon dies mid-conversation: the proxy replays the MCP handshake on a replacement and the calls that were in flight get an error instead of hanging. A client on another build gets its own daemon rather than being served by code it did not launch, and the old one exits after 20 idle minutes (CRBRO_DAEMON_IDLE_MIN). The pipe or socket is reachable only with a token kept in <brain>/.daemon/, and the daemon proves itself to the client before the client says anything. CRBRO_DAEMON=0 in one client's env keeps that client out. Numbers and the real-process test are in benchmarks/daemon/. A single client gains nothing from it.
npx crbro-memory install-hooks --guard
npx crbro-memory guard "git push origin main" # what it would say, without installing anything
Recall is pull-only: a lesson is found when somebody thinks to ask, and the error ledger holds exactly the knowledge nobody asks about at the right moment. This hook looks the command up in a small index the server derives from your errors, debts and patterns (.search/triggers.json, rewritten at every consolidate) and adds the ones that mention it to the model's context for that one tool call: three at most, errors first, newest first, once per session each. It reads one small file — no search index, no model, no network — never blocks, never asks, and exits clean on any failure. Opt-in, like every injection here that has not been measured yet. To remove it, delete the PreToolUse entry that names crbro-guard from ~/.claude/settings.json.
npx crbro-memory install-hooks --compact
npx crbro-memory uninstall-hooks --compact # removes both and puts back what it replaced
A compaction keeps a summary and loses the detail that tells you where you were. This wires two Claude Code hooks to hooks/crbro-lifecycle.mjs:
PreCompact writes a checkpoint of the session to <brain>/checkpoints/<session_id>.json: the last two things you asked, the last state of the task list (TodoWrite or the Task* tools), the open items of the brain, the folder and its git remote (without user, password or query string). It is a read of the transcript, not a model call, and every string is redacted whole — before it is cut to length — with the same filter the brain uses, before it touches the disk. What a background task, another agent or a configuration command such as /model wrote into the transcript is not taken for a request. Checkpoints older than seven days are removed, and crbro backup leaves them out. It also prints the "keep what is not saved yet" reminder.SessionStart prints the boot notice with the folder already filled in (call crbro_boot … with project="<folder>", so the project's neurons come first), a Project: <folder> · git: <remote> line, and — only when the session comes back from a compaction and a checkpoint of that session younger than 24 hours exists — a "Resuming after compaction" block with the request, the pending tasks and the open items, never longer than 1,500 characters. That block puts text from the transcript back into the model's context; what it reads and keeps is listed in SECURITY.md.The install-boot entry for Claude Code prints the same notice, so it is replaced (and put back by uninstall-hooks --compact). A CRBRO hook you wrote yourself is never replaced: the new hooks are added next to it with --no-boot / --no-reminder, so nothing is read twice. Only Claude Code has PreCompact; Codex and the rest are not touched. Like the other hooks, it never blocks: it reads no network, starts no git process, ends on its own if stdin never closes, and always exits 0.
Nothing to run: if Claude Code is on the machine (~/.claude exists), the first crbro_boot installs this mod exactly as install-mod below would, with the language on auto, and the boot answer carries a mod_notice the assistant passes on to you — what was installed, that it appears in new Claude Code sessions, and how to remove it. The notice goes to the first boot of up to three server processes (one each) within a week, because the first one may be a background run nobody reads. After an update of CRBRO, a boot that finds the installed files different from the package (SHA-256, line endings aside) refreshes them, without touching settings.json, and says so too; an older CRBRO on the same machine never takes back the files of a newer one, and two builds of the same version (a checkout beside the npm copy) do not rewrite each other. It runs once per server process (once per daemon) and never fails the boot. The files are copied without blocking and the boot waits for the install 1.5 s at most; the few settings reads and writes left are synchronous and take milliseconds. Two sessions starting at once take turns through a lock file, and settings.json is written only if it is still what was read: a change Claude Code saves at the same moment is merged, not lost.
To opt out:
npx crbro-memory uninstall-mod # removes it and leaves a mark: never put back on its own, from any app
CRBRO_MOD=0 # in one MCP client's env: that client never installs or updates it
uninstall-mod is the machine-wide way out: the mark sits in ~/.claude/crbro-mods/state.json, which every CRBRO reads. CRBRO_MOD=0 only covers the client whose MCP configuration sets it — CRBRO in Codex, Cursor or Claude Desktop installs in the same ~/.claude unless it has the variable too — so set it in each, or run uninstall-mod once. Taking ~/.claude/crbro-mods/crbro-pending out of CLAUDE_CODE_PLUGIN_DIRS by hand counts as a no as well, and the next boot says so once, with the way back. install-mod lifts the mark. A settings.json that does not parse is never touched, and the same failure is not retried until that file or the package changes, or a day goes by (a file held open by another program is retried at the next start). If the list already holds another crbro-pending (a checkout of this repository, say), nothing is installed beside it. If CLAUDE_CODE_PLUGIN_DIRS is set only in the environment Claude Code starts from and not in settings.json, nothing is installed either — settings.json's env wins over the environment, so writing the variable there would stop those plugins from loading — and the boot says so once; move the variable into settings.json and the next start adds the mod beside them. Claude Code before 2.1.286 has not been tried with the mod.
npx crbro-memory install-mod # --lang en | es | auto (default: leave it as it is; auto on a first install)
npx crbro-memory install-mod --verify # SHA-256 of the installed copy against this package; changes nothing
npx crbro-memory uninstall-mod
An open item left in crbro_context is only seen when crbro_boot lists it, which is how finished work gets repeated back for weeks and unfinished work gets forgotten. This installs mods/crbro-pending, a Claude Code mod (a plugin of function hooks):
Label: is drawn apart and (1) … (2) … steps go one per line; the age is green up to 3 days, amber up to two weeks, red after. ‹ › walks the others, Compact folds it to one line, See all opens the list, Hide puts it away until /pending./pending (alias /pendientes): every open item as a card, with a filter that ignores accents, Work on this (writes the item into the prompt for you to send), Done and Discard, each behind a yes/no, and the items closed lately.It reads with crbro_context and no arguments, which only reads, on whichever MCP server has that tool (crbro in a standard install, found with the session's tool list), and refreshes every minute and after every CRBRO tool call. When no CRBRO server is reachable it reads <CRBRO_PATH or ~/.crbro>/prefrontal/active_context.json instead, resolved as the server resolves it, and says so. That fallback only sees a CRBRO_PATH set where Claude Code itself runs (the system, your shell, or the env block of ~/.claude/settings.json), not one set only in the MCP server's own env block; with a brain configured only there, the band reads ~/.crbro until the server connects, and the pane names the file it read. Done and Discard always go through the server — resolve_pending keeps the item under recently closed, discard_pending does not — and the mod never writes the brain.
install-mod copies the mod to ~/.claude/crbro-mods/crbro-pending and adds that folder to env.CLAUDE_CODE_PLUGIN_DIRS in ~/.claude/settings.json (; between folders on Windows, : elsewhere), once; nothing else in that file is touched, except the mod's own language when --lang en or --lang es is given (pluginConfigs.crbro-pending.options.language, also a row in /config). auto follows CRBRO_LANG, then LC_ALL / LC_MESSAGES / LANG, then the system locale. A settings.json that does not parse is left alone, the write is atomic, and running it again changes nothing. If the list already holds a folder whose plugin is named crbro-pendientes — the copy made by hand before this existed — it is replaced in place and named; its folder stays on disk. Any other copy, another crbro-pending in the list or one in ~/.claude/mods, is pointed out and never touched, and --verify fails while it is there, because Claude Code would draw two bands. uninstall-mod takes the path out of the list (and the variable, if it ends up empty), puts back the crbro-pendientes folder it replaced if that folder is still there, and deletes ~/.claude/crbro-mods/crbro-pending, nothing else. If CLAUDE_CODE_PLUGIN_DIRS is also set in your shell with folders settings.json does not list, install-mod names them: the env block of settings.json is applied on top of the environment, so add them there if those plugins stop loading. install-hooks --verify checks the mod too.
Mods need Claude Code 2.1.286 or later and are drawn in the CLI and in the desktop app's Code tab; Claude Desktop chat, Codex, Cursor and the VS Code extension do not draw them. Open a new session after installing.
2.0 went from 23 tools to 15 without touching the brain on disk: a 1.x brain
opens as it is, and the search index rebuilds itself once. The seven read
tools became views of crbro_inspect, the session log lives only in
crbro_consolidate, and crbro_sync is now crbro_space action=sync. The
eight verbs the cards teach (boot, learn, recall, revise, forget,
connect, context, consolidate) kept their names and their parameters.
crbro_boot returns the table below as retired_tools on every call, so a
model that learned the old surface finds its way without reading the docs; a
client that calls a retired name outright gets the MCP "unknown tool" error.
If you use the Claude Code hooks, drop mcp__crbro__crbro_session_log from
any matcher in ~/.claude/settings.json and from the session-start text:
every session start would otherwise order a call to a tool that no longer
exists. Cannot move yet? 1.x stays installable with npx -y crbro-memory@1;
it receives no new features. What changed inside each surviving tool is in
CHANGELOG.md.
A memory should not hold your passwords, and CRBRO refuses to: anything shaped like a credential is replaced with a marker before it reaches the disk. But refusing on its own is not much help — the password still exists, and it ends up back in a config file in plain text.
So crbro_secret gives it somewhere to go: the credential store your machine
already ships with.
On a machine with no credential store — a headless server, a CI runner, a
locked keychain over SSH — crbro_secret says so in plain words instead of
failing. Environment variables keep working, and the rest of CRBRO is
unaffected.
CRBRO keeps no copy and writes no crypto of its own. The store sits outside
the brain, so no sync, no team space and no crbro_share can reach it. What
goes in the brain is the name:
"The WordPress password for example.com is in
WP_EXAMPLE_APP_PASSWORD."
Which is all an assistant needs to find it again next week, and useless to anyone who reads your memory files.
Until 2.3 the only way in was crbro_secret, which meant typing the value into a
conversation with a model. crbro secret is the same store from the shell:
npx crbro-memory secret set GITHUB_TOKEN # value read from stdin, never argv
npx crbro-memory secret list # names only, never values
npx crbro-memory secret get GITHUB_TOKEN # pipe it; warns if it would hit the screen
npx crbro-memory secret remove GITHUB_TOKEN --yes
npx crbro-memory secret status # which store this machine offers
An argument lands in the shell history and in the process table; stdin does not. On a terminal the input is hidden as you type, and piping works the same way:
Get-Content token.txt | npx crbro-memory secret set GITHUB_TOKEN # PowerShell
op read "op://vault/github/token" | npx crbro-memory secret set GITHUB_TOKEN
An environment variable of the same name always wins, so CI and one-off
overrides work without touching the keychain. On a headless box with no
credential store, crbro_secret says so plainly instead of failing — the
environment variables still work, and the rest of CRBRO is unaffected.
Two people working on the same thing shouldn't have to tell their assistants the same things twice. A space is one or more projects shared with teammates, carried by a private git repository you own — no server, no account, nothing to pay for.
# One person, once:
crbro_space action: create name: "team" remote: [email protected]:acme/team-memory.git author: "ana"
crbro_share neuron: "project_x" space: "team"
# Everyone else, once:
crbro_space action: join name: "team" remote: [email protected]:acme/team-memory.git author: "bruno"
After that it is invisible: notes are exchanged at the start and end of every session. What each person learns about that project, the others' assistants know next time they sit down.
How it stays out of your way
shelf_life
travels too, and the most volatile one wins — a needless warning costs one
check, a missing one a wrong answer — so a shared fact's shelf life can be
shortened but not lengthened: the next sync restores the more volatile
value from the log, and crbro_learn says so in shared_warning. A check
dated more than a day in the future (a clock that is ahead) counts as no
check. A teammate on an older CRBRO simply does not receive the checks.What team sync excludes
crbro_share refuses outright if it finds one,
and tells you where. The filter cannot recognize every possible secret;
keep credential values in the separate OS keychain, never in shared notes.These are team-sync exclusions, not guarantees about your AI client's data flows or a cloud-synced folder you choose for the brain.
What was sent stays sent.
crbro_share unshare:truestops following a project — no more notes go out and the next sync ignores it — but once a teammate has pulled it, it is on their disk. Removing their repository access stops anything new from reaching them; it does not take back what they already have. That is true of any sync system — worth knowing before you share, not after.
~/.crbro/
├── manifest.json ← Brain metadata
├── cortex/ ← One JSON per neuron (topic)
│ ├── project_octochat.json
│ └── tech_firebase.json
├── synapses/ ← One JSON per connection
│ └── syn_octochat__firebase.json
├── hippocampus/ ← One JSON per session
│ └── session_2026-05-06.json
├── prefrontal/ ← Working memory
│ ├── active_context.json
│ └── hot_topics.json (the global map is computed live since 2.0, never stored)
├── .quarantine/ ← What crbro_forget removed, kept until you delete it
├── unshared.json ← Projects you stopped following in a space (after an unshare)
├── archives/ ← Cold neurons (opt-in; nothing is archived unless you ask)
├── shared/ ← One git repo per team space. Notes only, never the cortex
│ └── team/
│ └── neurons/project_x/ops/ana.a1b2c3.jsonl
└── .search/ ← Orama search index
└── chunks.index.json ← one document per fact
Each neuron has a heat score (0.0 - 1.0) calculated from:
The miner is an optional, fully local helper that scans a directory for .md and .txt files (notes, docs, journals) and extracts knowledge into the brain — so CRBRO can learn from what you already wrote, not just from conversations. It never touches the network and never leaves your machine.
npx crbro-memory mine [dir] # One-shot scan of a directory
npx crbro-memory setup-miner # Install a scheduled auto-scan (OS task scheduler)
npx crbro-memory miner-status # Check the auto-miner status
npx crbro-memory remove-miner # Remove the scheduled task
Naming note: "miner" here means knowledge mining — extracting facts from your own text files. Nothing to do with cryptocurrency.
npx crbro-memory # Start MCP server (stdio)
npx crbro-memory init # Initialize brain + detect IDEs
npx crbro-memory install-boot # Make the memory load itself in every conversation (above)
npx crbro-memory status # Show brain status
npx crbro-memory reindex # Rebuild the search index
npx crbro-memory eval # Measure retrieval quality against your own query set
npx crbro-memory semantic status | install | build # Semantic recall (installed by init; below)
npx crbro-memory secret set|get|list|remove|status # Credentials in the OS keychain (above)
npx crbro-memory backup | backup list | backup restore FILE # One gzipped copy, rotated; restore never lands on the live brain
npx crbro-memory daemon on | off | status | stop # One process owns the brain for every client (above)
npx crbro-memory install-hooks --guard # Stored lessons speak before a shell command runs (above)
npx crbro-memory install-hooks --compact # Checkpoint before a compaction, picked back up after it (above)
npx crbro-memory guard "<command>" # What the guard would say for a command
npx crbro-memory install-hooks --verify # SHA-256 of the installed hooks and mod against this package; changes nothing
npx crbro-memory install-mod [--lang en|es|auto] # Open items above the prompt and /pending in Claude Code (above)
npx crbro-memory uninstall-mod # Remove that mod and its CLAUDE_CODE_PLUGIN_DIRS entry
npx crbro-memory usage [--days N] [--session ID] [--project DIR] [--json] # Tokens per model and session, subagents apart
npx crbro-memory postmortem [--days N] [--max N] [--json] # Candidate lessons from past sessions; stores nothing
npx crbro-memory --help # Help
The keyword engine has no synonyms, and the blind benchmark shows exactly where that bites: paraphrases — "where are the sites hosted" for a fact about a Hetzner VPS. Keywords written at save time close most of that gap for free (above); a small embedding model closes a little more on a small brain and a lot more on a big one. Since 1.16 npx crbro-memory init installs it by default, once per machine, and the layer is on wherever its runtime is present. What it costs, measured: ~500 MB on disk (runtime ~380 MB + model 118 MB), ~0.5 GB of RAM while a server runs, ~13 s of model load per process (in the background) and a one-time embedding pass. Skip it with init --no-semantic; turn it off any time with CRBRO_SEMANTIC=0 in the server's env.
npx crbro-memory init # installs it (skip with --no-semantic)
npx crbro-memory semantic status # runtime, model, on or off, and why
npx crbro-memory semantic build # embed an existing brain once (a 4k-line brain: ~3 min in batches; 2.7.2 embeds one line at a time, 1.6x that)
Every new line is embedded when it is saved (ids are content hashes, so nothing is embedded twice), the model warms in the background after boot, and crbro_recall fuses both rankings by reciprocal rank. Results the vectors ranked carry semantic_score; a vector-only match is strong from cosine 0.86. With CRBRO_SEMANTIC=0, or without the runtime, no vectors are read and no model is loaded: recall is the keyword engine byte for byte.
The model is multilingual-e5-small and stays so on purpose. CRBRO_SEMANTIC_MODEL accepts any e5-family model, and e5-base and e5-large were measured on the same benchmark: the large one is the better model alone (71% vs 63% recall@1) but fused with the keyword engine it scored the same or worse when measured in 1.16 (75% / 85% vs 79% / 83%) for 4× the disk, 1.2 GB of RAM and 6× the time per line. The table is in benchmarks/README.md.
What it buys on the frozen benchmark, and what it does not, is in the table above and in benchmarks/README.md — including the fact that the 0.84 cosine floor was chosen on that same set. One limit worth knowing before you install 500 MB: the model does not understand the question. Queries that share no concrete word with the stored line ("which machine serves the pages" for a fact about a Hetzner VPS) land in a flat 0.80–0.84 cosine band with near-random ordering — measured, and the reason the floor exists. What it adds is tolerance to vocabulary variation and to entities, which is where the benchmark gain comes from.
eval is there so you can tell a fix from a feeling. Write
~/.crbro/.eval/queries.json as a list of questions you would actually ask,
each naming the neuron that should answer it:
[
{ "query": "how we deploy the api",
"expect_neuron": "project_octochat",
"expect_contains": "Cloud Run" }
]
Then npx crbro-memory eval reports how often the right neuron comes back
first, how often it makes the top three, and MRR — plus every miss, so you can
see what it got wrong instead of guessing.
Everything CRBRO knows lives in plain JSON files on your machine, under
~/.crbro or the folder you point it at. You can open them, diff them, back
them up with git and delete them. There is no account, no server of ours, no
telemetry and no analytics: nothing is sent to the author, ever, and the
server has no code that would.
These data flows can touch the network:
npx crbro-memory init (or
semantic install) downloads an embedding model from Hugging Face into
~/.crbro/.semantic, about 500 MB, once per machine. Skip it with
init --no-semantic and recall stays keyword-only. The desktop extension
never downloads it.crbro_space with a git remote you own, the
projects you explicitly share with crbro_share are pushed there. Nothing
else is included by that sync: preferences are excluded by design, and
a project is shared only when you name it.Recognized credential patterns are replaced with a marker before the text
reaches disk, and the sentence around it survives; crbro_secret puts the
real value in your operating system's own keychain instead of the brain.
An explicit crbro_secret action=get returns the value to the AI client;
encryption at rest does not prevent that transfer. Normal brain backups do
not include the keychain. Deleting the brain does not delete keychain entries,
backups, conversation logs or copies others already received. To inspect a topic,
read its file or call crbro_inspect.
crbro usage and crbro postmortem read Claude Code's own session logs in
~/.claude/projects, locally and read-only: usage reads only the model name
and token counts of each response, postmortem only what you typed and the
names of the tools called — never a tool's input or output — and redacts what
it prints.
The one thing CRBRO writes in Claude Code's folder without being asked is the
open-items mod: ~/.claude/crbro-mods/ (the mod itself, a state.json with
the opt-out mark and the installed version, a lock held for the seconds an
install takes, and a notice kept until the boots that hand it over have had
it) and its one entry in env.CLAUDE_CODE_PLUGIN_DIRS of
~/.claude/settings.json. No other key in that file is changed; it is
rewritten as JSON with its indentation and line endings (on Windows the new
file takes the folder's permissions). Nothing is downloaded or sent, and none
of it happens without ~/.claude, in a client with CRBRO_MOD=0, or after
uninstall-mod.
What each defense is for, and how to report a vulnerability, is in SECURITY.md.
Local memory for AI agents: plain JSON on your disk, corrections, stale warnings, a browser view.
{ "mcpServers": { "io.github.octonove-crbro-memory": { "command": "npx", "args": [ "-y", "[email protected]" ] } }}도구
아직 도구 목록이 없습니다. 원격 서버는 첫 상태 확인 후에 도구 목록이 생깁니다.
FAQ
이 페이지에서 Cursor, Claude Desktop, Claude Code 또는 VS Code용 stdio 설정을 복사합니다. PlugMCP 프록시가 아니라 게시자의 설치 방식을 사용합니다.
이 레코드에는 필수 환경 변수가 등록되어 있지 않습니다.
Crbro Memory은(는) stdio를 통해 로컬에서 실행됩니다.
마지막 확인: 2026-11-15. Local memory for AI agents: plain JSON on your disk, corrections, stale warnings, a browser view.