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Memory Pulse

제작자: t-crew버전 0.16.1i★ –i내 컴퓨터에서 실행
레지스트리 이름io.github.t-crew/memory-pulse

설치

개요

제작자가 쓴 설명(영어 원문)

Give any agent self-improving memory you can trust in production. Built-in memory security.

PopNx MCP의 세 기둥

이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.

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
  • 입력해야 할 값: MEMORY_PULSE_KEY

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.
  • 직접 입력할 값: MEMORY_PULSE_KEY, MEMORY_PULSE_LEDGER, MEMORY_PULSE_BOARD

비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.

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": {
    "memory-pulse": {
      "command": "npx",
      "args": [
        "-y",
        "memory-pulse"
      ],
      "env": {
        "MEMORY_PULSE_KEY": "your-value",
        "MEMORY_PULSE_LEDGER": "your-value",
        "MEMORY_PULSE_BOARD": "your-value"
      }
    }
  }
}

터미널에서 이 명령어를 실행하세요

claude mcp add memory-pulse --env MEMORY_PULSE_KEY=your-value --env MEMORY_PULSE_LEDGER=your-value --env MEMORY_PULSE_BOARD=your-value -- npx -y memory-pulse

실행하기 전에 빈 값을 채워 주세요.

Cursor에서 열기

또는 설정을 직접 복사하기

프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요

{
  "mcpServers": {
    "memory-pulse": {
      "command": "npx",
      "args": [
        "-y",
        "memory-pulse"
      ],
      "env": {
        "MEMORY_PULSE_KEY": "your-value",
        "MEMORY_PULSE_LEDGER": "your-value",
        "MEMORY_PULSE_BOARD": "your-value"
      }
    }
  }
}

브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.

VS Code에서 열기

또는 설정을 직접 복사하기

프로젝트의 .vscode/mcp.json에 붙여 넣으세요

{
  "servers": {
    "memory-pulse": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "memory-pulse"
      ],
      "env": {
        "MEMORY_PULSE_KEY": "your-value",
        "MEMORY_PULSE_LEDGER": "your-value",
        "MEMORY_PULSE_BOARD": "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.

직접 입력할 값

  • MEMORY_PULSE_KEY 비밀 env
    License key (optional; free tier without one)
  • MEMORY_PULSE_LEDGER env
    Ledger file path (default ./.memory-pulse/events.jsonl)
  • MEMORY_PULSE_BOARD env
    Shared agent message board file; set it to add board_post and board_read

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 6일 점검

  • ✓ 통과

    제작자와 저장소 일치

    레지스트리 이름이 GitHub 계정 t-crew 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 7234개 중 0%보다 스타가 많아요
  • 이 카테고리의 다른 서버 7234개 중 73%보다 최근에 레지스트리에 공개됐어요
  • 기본 점검 결과가 이 카테고리의 다른 서버 7234개 중 100%와 같거나 더 좋아요

레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.

자주 묻는 질문

Memory Pulse, 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?

입력해야 할 값: MEMORY_PULSE_KEY

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(0.16.1)은 14일 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:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i

Context7

제작자: upstash

Up-to-date docs for AI agents

컴퓨터 또는 클라우드★ 64,224MIT3일 전 업데이트
설치

Codebase Memory

제작자: DeusData

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

내 컴퓨터에서 실행★ 48,148MIT20일 전 업데이트
설치

Exa

제작자: exa-labs

Connect AI agents to Exa for web search, content fetching, and multi-step research.

클라우드에서 실행★ 5,213MIT44일 전 업데이트
설치

제작자의 README

README 열기

제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.

memory-pulse

Site: pulse.strategic-innovations.ai, where the guard runs in the browser. Compare with Mem0, Zep, Letta and CLAUDE.md. Guide: docs/GUIDE.md, the day-to-day protocol with runnable examples.

Give any agent self-improving memory you can trust in production.

Every correction is kept, put in front of your agent when it matters, and enforced. Memory security is built in: a stored note that reads like an instruction never reaches your agent, every row is hash-chained so any edit to the record shows, and a guard blocks the edit that writes a retired value back.

Your agent acknowledged the correction, then wrote the old value back next session. memory-pulse records it once, puts it at the top of every session, and blocks the edit that reintroduces it, quoting the line that retired it. For Claude Code, Codex, Cursor, any MCP client and GitHub Actions. The record is a file in your own repository.

Most memory tools stop at showing the correction to the model. The guard is the part that acts on it.

The four tool definitions come to 3,406 chars, 3.3 KB, about 900 tokens at 3.8 chars per token, measured 2026-09-09. test/client.test.js fails the build past 4,000 chars or 60 tokens either side of 900. Independent measurements put a typical five to ten server MCP setup at 50-67k tokens of tool definitions before your first prompt, roughly a third of a 200k context window.

What it does

A session ends and everything it learned goes with it. memory-pulse keeps a ledger of cause -> effect events in a local file, and gives the agent four tools over it:

toolwhat it doesruns
rememberrecord a finding (or a correction)locally, offline
pulsere-enter the project on a ranked brief, sized to a budget you sethosted engine
recallwhat caused X? what did X cause? when was the link strongest?hosted engine
executerun JS against memory in a sandbox, where only the return value enters contexthosted engine

Two design decisions do the heavy lifting.

Corrections come first, always. An event recorded with kind: "correction" outranks everything at every brief size and never decays. The failure this prevents is your agent confidently quoting the benchmark number you withdrew three sessions ago.

A weak answer returns nothing. When recall cannot clear its confidence floor it returns an empty result, and the brief says so.

Install

Every route, host by host, with what runs on each: docs/INSTALL.md (also at pulse.strategic-innovations.ai/install).

Six routes. Pick the row for your agent. Node 18 or newer (package.json engines); the test suite runs on 22 and 24.

remember and help from the shell arrive in 0.5.9. npm served 0.5.8 on 2026-09-09, where both exit 1 with unknown command. If npx serves an older cached release, pin this one: npx -y memory-pulse@0.16.1; from a checkout, run node server.mjs. Four more things in this README are 0.5.9 behaviour and differ on 0.5.8: guard --verbose names non-JSON stdin on stderr (0.5.8 prints nothing), handoff with no transcript writes nothing and says handoff skipped (no transcript) (0.5.8 records a row that reads asked: n/a | files: none), remember reports boundFromEffect when it read the terms out of the effect slug, and a replacement term under 2 characters is dropped like a withdrawn one. 0.5.8's install-hook --codex also says trust the two memory-pulse entries while writing three hooks: trust all three.

One line, any shell. Installs the Claude Code hooks, the Codex hooks when codex is on PATH, and registers the MCP server. It prints its plan first, runs nothing as root, and downloads nothing itself (npx caches the package under ~/.npm). Append -s -- --dry-run after bash to see the commands without running them, or -s -- --project to write the hooks and the Claude Code MCP registration into the current repository. codex mcp add has no project scope; it writes ~/.codex/config.toml on each machine under either flag.

curl -fsSL https://pulse.strategic-innovations.ai/install.sh | bash

Claude Code, as a plugin. Skill, MCP tools and two hooks (SessionStart brief, PreToolUse guard) from this repo, typed inside Claude Code:

/plugin marketplace add t-crew/memory-pulse

/plugin install memory-pulse@memory-pulse

claude plugin details memory-pulse shows what you pay. About 120 tokens are always on, which is the skill's description (Claude Code, 2026-09-01). The four tool schemas resolve at runtime and the hooks are free. The hooks run the plugin's own server.mjs, so what enforces your corrections is the version you installed. The plugin does not carry the PreCompact handoff; to add it, put this entry under hooks.PreCompact in ~/.claude/settings.json:

{ "hooks": [{ "type": "command", "command": "npx -y memory-pulse handoff" }] }

Codex CLI, as a plugin. Same files, read from .codex-plugin/plugin.json:

codex plugin marketplace add t-crew/memory-pulse

codex plugin add memory-pulse@memory-pulse

Then, inside Codex, run /hooks and trust the three memory-pulse entries (session start, prompt and guard). Codex runs no hook it has not shown you, and installing a plugin does not trust its hooks. That is Codex's rule and a good one.

npm, global install. install-hook writes four hooks into ~/.claude/settings.json: SessionStart brief, UserPromptSubmit prompt, PreToolUse guard and PreCompact handoff. --codex targets ~/.codex/hooks.json instead, --project writes them into the repository, and --ambient adds the UserPromptSubmit observer.

npm i -g memory-pulse

memory-pulse install-hook

Claude Code or Codex without the plugin. Register the stdio server, then add the hooks:

claude mcp add memory-pulse -- npx -y memory-pulse

codex mcp add memory-pulse -- npx -y memory-pulse npx memory-pulse install-hook # Claude Code: ~/.claude/settings.json npx memory-pulse install-hook --codex # Codex: ~/.codex/hooks.json (then /hooks to trust each entry) npx memory-pulse install-hook --cursor # Cursor: ~/.cursor/hooks.json (brief, fail-closed guard, capture)

claude mcp add without a scope registers the server for the current directory; -s user registers it once for every project. codex mcp add has no scope flag and writes ~/.codex/config.toml (codex-cli 0.153.2, 2026-09-09). Add --project to install-hook and the hooks are written into the repo, at .claude/settings.json or .codex/hooks.json. Commit that and every clone is re-entered and guarded with nothing for anyone to install. A Codex clone still trusts the entries once via /hooks, and a scripted codex exec needs that trust in place beforehand.

Cursor. Cursor runs hooks, so npx memory-pulse install-hook --cursor (or --cursor --project for .cursor/hooks.json in the repo) gives Cursor the same brief, guard and capture as Claude Code: the brief at session start, the guard on every write and shell command (fail-closed, so a broken guard blocks rather than passes), and capture with fixes and open threads. For the MCP tools, register command: npx with the args below in .cursor/mcp.json or ~/.cursor/mcp.json. Written from Cursor's hook reference (cursor.com/docs/agent/hooks, read 2026-10-21) and tested against its documented payloads; not yet run inside Cursor itself.

Other stdio clients. The same MCP entry works in any client that speaks MCP over stdio.

{ "mcpServers": { "memory-pulse": { "command": "npx", "args": ["-y", "memory-pulse"], "env": { "MEMORY_PULSE_KEY": "" } } } }

A rule file at .cursor/rules/memory-pulse.mdc tells the agent to call pulse before answering about prior work; the guide has the text.

From source. server.mjs plus the plain modules in lib/, zero dependencies:

git clone https://github.com/t-crew/memory-pulse.git

cd memory-pulse && node server.mjs brief --offline

The second command prints the corrections in this repository's own committed ledger, so you see the output format before installing anything.

What each host runs

Read from server.mjs and hooks/hooks.json, 2026-10-21.

Claude Code pluginCodex plugininstall-hookinstall-hook --cursorother MCP clients
four toolsyesyeswith claude mcp add or codex mcp addwith .cursor/mcp.jsonyes
brief at session startyesafter /hooks trustyesyesno
guard before an edit`Edit\Write\MultiEdit\apply_patch\Bash`apply_patch measured, after trust; Bash is in the matcher, unmeasured in Codex (2026-09-09)`Edit\Write\MultiEdit\Bash (Claude Code), Edit\Write\apply_patch` (Codex)`Write\Shell`, fail-closedno; check --ci in CI
capture and consolidationyesafter /hooks trust, unmeasured in Codexyes for Claude Code (--no-capture leaves it out); not for --codexyesno
handoff before compactionnonoyesnono
ambient capturemode agentno--ambient or mode agentnono
CLI and GitHub Actioneverywhereeverywhereeverywhereeverywhereeverywhere
First run

The hooks stay silent in a project that has no ledger: brief prints nothing and exits 0. The first remember creates .memory-pulse/events.jsonl, from a tool call or from the shell:

npx -y memory-pulse@0.16.1 remember pricing-shipped price-corrected --kind correction --withdrawn '$49' --replacement '$29' --note 'measured willingness to pay is $29'

before 0.6.0 is on npm, the same command from a checkout:

git clone https://github.com/t-crew/memory-pulse.git && node memory-pulse/server.mjs remember pricing-shipped price-corrected --kind correction --withdrawn '$49' --replacement '$29' --note 'measured willingness to pay is $29'

The hook command install-hook writes is npx -y memory-pulse guard, and npx resolves the package on every call: 0.99 s warm and 1.4 s cold (empty npm cache) per edit on an M1 Pro on 2026-10-16 with 0.8.0, against 52 ms for node server.mjs guard on the same ledger, which is the path the plugin runs. If the cost matters, install the plugin, or install globally and edit the hook command to memory-pulse guard.

Where the key goes

export MEMORY_PULSE_KEY=mp_live_... in the shell that starts Claude Code or Codex; the plugins and the hooks read the shell environment. On claude mcp add, pass --env MEMORY_PULSE_KEY=.... In Cursor, the env block above. Do not also run claude mcp add on a plugin install, or you get two servers.

Corrections are enforced, not only surfaced

Showing an agent a correction is not enough. TRACE (arXiv 2606.13174) measured agents re-violating more than half of the corrections they had been shown, with a memory tool installed. The PreToolUse guard sees every Edit, Write and MultiEdit in Claude Code, plus a Bash command whose write is literal in the command string (a heredoc, a redirect or a tee, read with nothing executed), and every apply_patch in Codex, where one patch may touch several files and each is checked under its own path. An edit that writes back a withdrawn value is blocked, and the agent is told which ledger line retired it and when. An edit that names the replacement beside the old value passes, because "was $49, now $29" is a comparison. Only a bare reintroduction is blocked. A shell command who

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