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Shared rooms let several agents work from one memory. One key or OAuth across Claude Code, Cursor, VS Code and ChatGPT.\n\n`@mnemoverse/mcp-memory-server` is the MIT-licensed MCP server for the hosted Mnemoverse memory engine.\n\n[![npm version](https://img.shields.io/npm/v/@mnemoverse/mcp-memory-server.svg?color=cb3837&label=npm)](https://www.npmjs.com/package/@mnemoverse/mcp-memory-server)\n[![npm downloads](https://img.shields.io/npm/dm/@mnemoverse/mcp-memory-server.svg?color=blue&label=downloads)](https://www.npmjs.com/package/@mnemoverse/mcp-memory-server)\n[![MCP Registry](https://img.shields.io/badge/MCP_Registry-listed-0ea5e9)](https://registry.modelcontextprotocol.io/v0/servers?search=mnemoverse)\n[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](https://opensource.org/licenses/MIT)\n[![Research: SLoD arXiv](https://img.shields.io/badge/Research-arXiv%3A2603.08965-b31b1b)](https://arxiv.org/abs/2603.08965)\n[![Glama quality](https://glama.ai/mcp/servers/mnemoverse/mcp-memory-server/badges/score.svg)](https://glama.ai/mcp/servers/mnemoverse/mcp-memory-server)\n\n## What is Mnemoverse Memory?\n\nMnemoverse is a hosted memory engine for AI agents, reached over the Model Context Protocol. Mnemoverse stores what your agents learn — decisions, preferences, lessons — and returns it in any connected tool, so one memory follows you across Claude Code, Cursor, VS Code and ChatGPT with one account: an API key in a local config, or an OAuth sign-in on the hosted endpoint. Mnemoverse re-ranks recall from outcomes: report that a recalled memory helped and a Rescorla-Wagner update on the prediction error raises it, report that it misled and it sinks — a different mechanism from similarity scoring, usable alongside it.\n\n**What is open source here, and what is not.** This repository, the MCP server, is MIT, and so is the Python SDK. The memory engine they talk to is a hosted service with a free tier. Self-hosting the engine is available on Enterprise plans by agreement, when security or compliance requirements call for it; by default we run it for you.\n\n## How it compares\n\nMost agent memory today lives in one of three places. Per-tool instruction files — `CLAUDE.md`, `.cursorrules`, `AGENTS.md` — are versioned and readable, but each copy belongs to one repo and one tool, and nothing follows you to the next window. A vector store behind RAG retrieves by similarity, and similarity never changes because advice helped or misled. Local-first memory servers win on privacy and latency, and ask you to run and update the infrastructure yourself. Mnemoverse is the managed, cross-tool option in that landscape: nothing to deploy, one account everywhere, and ranking that moves with reported outcomes. If you need memory inside your own perimeter, a local-first server is the better choice; this one is hosted by default, with Enterprise self-hosting by agreement.\n\nThe consolidation stage of the engine — HDBSCAN clustering with Von Restorff protection, so distinctive memories are not absorbed into the average — is designed in and currently switched off on the hosted service; our docs say so rather than hide it.\n\n> ⭐ If Mnemoverse saves you from re-explaining context to your agents, [star the repo](https://github.com/mnemoverse/mcp-memory-server). It helps other builders find it.\n\n## Quick Start\n\n### No key: the hosted endpoint\n\nIf your client signs in over OAuth, you do not need a key at all. Create a free account at [console.mnemoverse.com](https://console.mnemoverse.com/sign-up?utm_source=npm&utm_medium=readme&utm_campaign=mcp-memory-server) (no credit card), then connect the hosted endpoint.\n\nClaude Code:\n```bash\nclaude mcp add -s user --transport http mnemoverse https://mcp.mnemoverse.com/mcp\n```\nThen run `/mcp` in a session, select `mnemoverse` and choose **Authenticate**.\n\nCursor, in `.cursor/mcp.json`:\n```json\n{ \"mcpServers\": { \"mnemoverse\": { \"url\": \"https://mcp.mnemoverse.com/mcp\" } } }\n```\n\nClaude Desktop, Windsurf, VS Code and ChatGPT: [Remote MCP setup](https://mnemoverse.com/docs/api/remote-mcp-server). The local server below is the other path: it runs on your machine and reads an API key.\n\n### 1. Get a free API key\n\nSign up at [console.mnemoverse.com](https://console.mnemoverse.com/sign-up?utm_source=npm&utm_medium=readme&utm_campaign=mcp-memory-server) — takes 30 seconds, no credit card.\n\n**Check the key before you put it in a config.** Both forms ask for the key at a masked prompt and never pass it as a command argument, so it lands neither in your shell history nor in the process list.\n\nmacOS, Linux, Git Bash:\n```bash\nprintf 'Mnemoverse API key: '; read -rs KEY; echo\nprintf 'X-Api-Key: %s\\n' \"$KEY\" | curl -s -H @- https://core.mnemoverse.com/api/v1/memory/stats; unset KEY\n```\n\nWindows PowerShell 5.1 and PowerShell 7:\n```powershell\n$k = [Net.NetworkCredential]::new('', (Read-Host 'Mnemoverse API key' -AsSecureString)).Password\ntry { (Invoke-WebRequest https://core.mnemoverse.com/api/v1/memory/stats -Headers @{ 'X-Api-Key' = $k } -UseBasicParsing).Content }\ncatch { if ($_.ErrorDetails.Message) { $_.ErrorDetails.Message } else { (New-Object IO.StreamReader($_.Exception.Response.GetResponseStream())).ReadToEnd() } }; Remove-Variable k\n```\n\n| The output contains | What it means |\n|---|---|\n| JSON that includes `\"total_atoms\"` | The key works. |\n| `\"reason\":\"placeholder_key\"` | That is the example key from these docs. Create a real one at the console. |\n| `\"reason\":\"malformed_key\"` | Not the shape of a key: cut short in the paste, wrapped in quotes, or a different token entirely. |\n| `\"reason\":\"invalid_key\"` | The shape is right and no such key exists. Copy it again from the console. |\n| `\"reason\":\"revoked_key\"` | The key was revoked and will not work again. Create a new one. |\n| `\"reason\":\"missing_key\"` | No key reached the API: what you entered was empty. |\n\nIn the JSON, `reason` sits inside the `details` object (`details.reason`), next to `details.keys_url`, the console page where keys are created.\n\n### 2. Connect to your AI tool\n\nThe two canonical setups, Claude Code and Cursor. Each writes the key **once, at user scope, covering every project**. Avoid a per-project config file for this: it lives inside the repository and can be committed with it, and a key belongs outside:\n\n<!-- INSTALL_SNIPPETS_START — generated from src/configs/source.json. Run `npm run generate:configs` to refresh. Do not edit by hand. -->\n\n**Claude Code** — add via CLI:\n\n```bash\nclaude mcp add mnemoverse -s user \\\n  -e MNEMOVERSE_API_KEY=mk_live_YOUR_KEY \\\n  -e MNEMOVERSE_API_URL=https://core.mnemoverse.com/api/v1 \\\n  -- npx -y @mnemoverse/mcp-memory-server@latest\n```\n\nOn Windows (PowerShell), paste the same command as one line — PowerShell does not read the `\\` line continuations:\n\n```powershell\nclaude mcp add mnemoverse -s user -e MNEMOVERSE_API_KEY=mk_live_YOUR_KEY -e MNEMOVERSE_API_URL=https://core.mnemoverse.com/api/v1 -- npx -y @mnemoverse/mcp-memory-server@latest\n```\n\n**Cursor** — click to install, or add the JSON below to `~/.cursor/mcp.json`, the global config that covers every project. Do not put it in a project-level `.cursor/mcp.json`: that file lives inside the repository and is committed with it unless you exclude it, and this config holds your key.\n\n[![Add to Cursor](https://cursor.com/deeplink/mcp-install-dark.svg)](https://cursor.com/en/install-mcp?name=mnemoverse&config=eyJjb21tYW5kIjoibnB4IiwiYXJncyI6WyIteSIsIkBtbmVtb3ZlcnNlL21jcC1tZW1vcnktc2VydmVyQGxhdGVzdCJdLCJlbnYiOnsiTU5FTU9WRVJTRV9BUElfS0VZIjoibWtfbGl2ZV9ZT1VSX0tFWSIsIk1ORU1PVkVSU0VfQVBJX1VSTCI6Imh0dHBzOi8vY29yZS5tbmVtb3ZlcnNlLmNvbS9hcGkvdjEifX0%3D)\n\nThe install button carries the placeholder key `mk_live_YOUR_KEY`, not yours, so the shortest path is to skip the button: add the JSON below to `~/.cursor/mcp.json`, merging it with any servers already there, and put your own key in place. Get one at [console.mnemoverse.com](https://console.mnemoverse.com/sign-up?utm_source=npm&utm_medium=readme&utm_campaign=mcp-memory-server). If you did click the button, edit the same key in the `mcp.json` it wrote; Cursor keeps MCP environment values in that file, not in a settings form. Until the key is real the server starts and lists its tools, but every tool call is refused.\n\n```json\n{\n  \"mcpServers\": {\n    \"mnemoverse\": {\n      \"command\": \"npx\",\n      \"args\": [\n        \"-y\",\n        \"@mnemoverse/mcp-memory-server@latest\"\n      ],\n      \"env\": {\n        \"MNEMOVERSE_API_KEY\": \"mk_live_YOUR_KEY\",\n        \"MNEMOVERSE_API_URL\": \"https://core.mnemoverse.com/api/v1\"\n      }\n    }\n  }\n}\n```\n\n\n<!-- INSTALL_SNIPPETS_END -->\n\n<details>\n<summary><b>All other clients</b> — VS Code, Windsurf, Zed, JetBrains, Cline, Continue</summary>\n\n<!-- MORE_CLIENTS_START — generated from src/configs/source.json. Run `npm run generate:configs` to refresh. Do not edit by hand. -->\n\n**VS Code** — the [VS Code extension](https://github.com/mnemoverse/mnemoverse-vscode) signs in through the browser and needs no key; that's the default path. In VS Code's non-interactive Agent Host mode, servers that prompt for inputs like this one are not started; for unattended use there, put the key in the environment of the process that launches VS Code instead. To wire the MCP server directly instead, add this to `.vscode/mcp.json` (note: VS Code uses `servers`, not `mcpServers`). Never put a literal `mk_live_` key in that file — it's committed with the repo. The `inputs` entry below prompts for the key instead: VS Code masks what you type and stores it in its own secret storage, not in the file:\n\n```json\n{\n  \"inputs\": [\n    {\n      \"type\": \"promptString\",\n      \"id\": \"mnemoverse-api-key\",\n      \"description\": \"Mnemoverse API key (starts with mk_live_). Optional to install and inspect — the server starts and lists its tools without a key; every actual tool call requires one. Get one free in ~30s at https://console.mnemoverse.com\",\n      \"password\": true\n    }\n  ],\n  \"servers\": {\n    \"mnemoverse\": {\n      \"type\": \"stdio\",\n      \"command\": \"npx\",\n      \"args\": [\n        \"-y\",\n        \"@mnemoverse/mcp-memory-server@latest\"\n      ],\n      \"env\": {\n        \"MNEMOVERSE_API_KEY\": \"${input:mnemoverse-api-key}\",\n        \"MNEMOVERSE_API_URL\": \"https://core.mnemoverse.com/api/v1\"\n      }\n    }\n  }\n}\n```\n\n**Windsurf** — add to `~/.codeium/windsurf/mcp_config.json`:\n\n```json\n{\n  \"mcpServers\": {\n    \"mnemoverse\": {\n      \"command\": \"npx\",\n      \"args\": [\n        \"-y\",\n        \"@mnemoverse/mcp-memory-server@latest\"\n      ],\n      \"env\": {\n        \"MNEMOVERSE_API_KEY\": \"mk_live_YOUR_KEY\",\n        \"MNEMOVERSE_API_URL\": \"https://core.mnemoverse.com/api/v1\"\n      }\n    }\n  }\n}\n```\n\n**More MCP clients** — same server, different config file:\n\n**Zed** — add to `~/.config/zed/settings.json` (Zed uses `context_servers`, and `\"source\": \"custom\"` is required):\n\n```json\n{\n  \"context_servers\": {\n    \"mnemoverse\": {\n      \"source\": \"custom\",\n      \"command\": \"npx\",\n      \"args\": [\n        \"-y\",\n        \"@mnemoverse/mcp-memory-server@latest\"\n      ],\n      \"env\": {\n        \"MNEMOVERSE_API_KEY\": \"mk_live_YOUR_KEY\",\n        \"MNEMOVERSE_API_URL\": \"https://core.mnemoverse.com/api/v1\"\n      }\n    }\n  }\n}\n```\n\n**JetBrains** (AI Assistant) — *Settings → Tools → AI Assistant → Model Context Protocol (MCP)*, then paste:\n\n```json\n{\n  \"mcpServers\": {\n    \"mnemoverse\": {\n      \"command\": \"npx\",\n      \"args\": [\n        \"-y\",\n        \"@mnemoverse/mcp-memory-server@latest\"\n      ],\n      \"env\": {\n        \"MNEMOVERSE_API_KEY\": \"mk_live_YOUR_KEY\",\n        \"MNEMOVERSE_API_URL\": \"https://core.mnemoverse.com/api/v1\"\n      }\n    }\n  }\n}\n```\n\n**Cline** — *MCP Servers → Configure* (or edit `cline_mcp_settings.json`). Cline reads `env` values literally, so paste your real key — not a `${VAR}` reference:\n\n```json\n{\n  \"mcpServers\": {\n    \"mnemoverse\": {\n      \"command\": \"npx\",\n      \"args\": [\n        \"-y\",\n        \"@mnemoverse/mcp-memory-server@latest\"\n      ],\n      \"env\": {\n        \"MNEMOVERSE_API_KEY\": \"mk_live_YOUR_KEY\",\n        \"MNEMOVERSE_API_URL\": \"https://core.mnemoverse.com/api/v1\"\n      }\n    }\n  }\n}\n```\n\n**Continue** — add `~/.continue/mcpServers/mnemoverse.yaml` (Continue uses YAML):\n\n```yaml\nmcpServers:\n  - name: mnemoverse\n    command: npx\n    args:\n      - \"-y\"\n      - \"@mnemoverse/mcp-memory-server@latest\"\n    env:\n      MNEMOVERSE_API_KEY: \"mk_live_YOUR_KEY\"\n      MNEMOVERSE_API_URL: \"https://core.mnemoverse.com/api/v1\"\n```\n\n> Why `@latest`? Bare `npx @mnemoverse/mcp-memory-server` is cached indefinitely by npm and stops re-checking the registry. The `@latest` suffix forces a metadata lookup on every Claude Code / Cursor / VS Code session start (~100-300ms), so you always pick up new releases.\n\n<!-- MORE_CLIENTS_END -->\n\n</details>\n\n> ⚠️ **Restart your AI client** after editing the config. MCP servers are only picked up on client startup.\n\n### 3. Try it — 30 seconds to verify it works\n\nPaste this in your AI chat:\n\n> **\"Remember that my favourite TypeScript framework is Hono, and please call `memory_write` to save it.\"**\n\nYour agent should call `memory_write` and confirm the memory was stored.\n\nThen open a **new chat / new session** (this is the whole point — memory survives restarts), and ask:\n\n> **\"What's my favourite TypeScript framework?\"**\n\nYour agent should call `memory_read`, find the entry, and answer \"Hono\". If it does — you're wired up. Write whatever you want next.\n\nIf it doesn't remember: check that the client was fully restarted and the config has your real `mk_live_...` key, not the placeholder.\n\n> ⭐ If the second session remembered, [star the repo](https://github.com/mnemoverse/mcp-memory-server). It helps other builders find it.\n\n## Tools\n\n| Tool | What it does |\n|------|-------------|\n| `memory_write` | Store a memory — insight, preference, lesson learned |\n| `memory_read` | Search memories by natural language query (optional recency ordering, time bounds, author exclusion) |\n| `memory_list_recent` | List newest memories first — no query; `since`/`until` bounds (inclusive) + cursor paging |\n| `memory_feedback` | Rate memories as helpful or not (improves future recall) |\n| `memory_stats` | Check how many memories stored, which domains exist |\n| `memory_create_room` | Create a shared memory room; its address works as a `domain` on write/read |\n| `memory_invite_to_room` | Mint an invite (code + link) for a room you own; single-use unless `max_uses` allows more |\n| `memory_join_room` | Join a shared room with an invite code (`mnvr_...`) |\n| `memory_list_rooms` | List rooms you own or joined, with each room's address to use as `domain` |\n| `memory_graph` | Read the association edges around given concepts — weight, outcome valence, co-activation count |\n| `vault_list` | List Vault secrets by alias and purpose — the secret value is never returned |\n\n### Prompts\n\nFour named prompts for clients that show MCP prompts as commands (Claude Code as `/mcp__mnemoverse__<name>`). None of them calls the API itself: three ask the model to use the tools above, and `setup_memory` hands you rules for your own agent.\n\n| Prompt | Arguments | What it asks for |\n|------|------|-------------|\n| `recall` | `topic` | Search memory for a topic with `memory_read` and summarize only what comes back |\n| `save_insight` | `insight`, optional `domain` | Store an insight with `memory_write` and confirm what was stored |\n| `what_do_you_know` | `subject` | A briefing from `memory_read` that flags what is not stored |\n| `setup_memory` | optional `host`: `claude-code`, `claude-ai`, `cursor` or `codex` | Memory rules for CLAUDE.md, AGENTS.md, Cursor rules or your chat preferences, and where they go, so your assistant checks and saves memory without being reminded |\n\n### Resources\n\n`memory://item/{memory_id}` opens one saved memory by its id (the `id:` line of a `memory_read` result) for clients that attach MCP resources. It returns the memory's `memory_id`, `content` and `domain` as JSON. It reads your own store only: a memory read from a shared room cannot be opened by id.\n\n### Tool surface stability\n\n`tools/list` is frozen per released version, so a client can save the list it\nsaw and diff it against what the server serves today, by version.\n\n- **Within a PATCH** (x.y.Z): tool names, argument schemas and the `annotations`\n  object of every tool (`title`, `readOnlyHint`, `destructiveHint`,\n  `idempotentHint`, `openWorldHint`) do not change. Only text may: descriptions\n  and what a tool returns, as the CHANGELOG rules state.\n- **Within a MINOR** (x.Y.0): tools and annotation fields may be added, never\n  removed or renamed, and no declared annotation field disappears or flips\n  silently. Every addition has a line in the CHANGELOG under that version. A\n  MINOR may also add an output schema (`outputSchema`, with\n  `structuredContent` returned alongside the same text) to a tool that did\n  not have one; once declared, that schema's fields are add-only under this\n  same rule. Where this server's output schema deliberately differs from the\n  hosted connector's, the CHANGELOG entry says so; today that is\n  `memory_id` in every output schema, a plain string here and a\n  GUID-validated string there (this package's ids are opaque);\n  `memory_list_recent`'s `next_cursor`, optional here (absent when the\n  service sent a continuation token this client will not pass on) and\n  required there; `memory_stats`, which carries five optional fields\n  (`episodes`, `prototypes`, `hebbian_edges`, `avg_valence`,\n  `avg_importance`) the connector's schema does not declare; the room\n  tools (`memory_create_room`, `memory_invite_to_room`, `memory_join_room`,\n  `memory_list_rooms`), where several fields the connector marks required\n  are optional here (`name`, `scope`, `already_member`, and the invite's\n  `code`, `scope`, `room_address` and `expires_at`), because a value core\n  did not send is an honest outcome here rather than a placeholder; and\n  `memory_list_rooms` and `vault_list`, which drop a row with no usable\n  identity (`room_id`, `address`, `role`; `alias`, `context`) from the data,\n  reported once on stderr, instead of emitting empty strings into required\n  fields.\n- **Removing or renaming a tool or a tool's input parameter, or dropping or\n  renaming a declared annotation field,** is announced one MINOR ahead: the\n  tool (or parameter) stays, its description says\n  `deprecated since x.y, removed in x.z`, and the change lands only in the\n  announced version, with its CHANGELOG line. A renamed parameter is accepted\n  under both names until then (0.11 renamed `memory_feedback`'s `atom_ids` to\n  `memory_ids`; the old name was removed in 0.13, as announced after 0.12\n  shipped sooner than the first announcement assumed). A rename is announced by naming\n  both the old and the new name; the version pair alone does not say what a\n  client should look for. Because a MINOR may add a field but not remove one, a\n  renamed annotation field is declared under both names until the announced\n  version.\n- Any difference between two servers of the same version is a bug. Report it\n  with both `tools/list` outputs. One exception, by configuration: a server\n  built on the `/shared` entry point may ask for its own noun in the three\n  descriptions that name the server (`wording.serverNoun`, below), which\n  changes those three description strings and nothing else; tool names,\n  input and output schemas and annotations never vary by configuration.\n\nThe list above is the current surface: eleven tools, each declaring all four hints.\nThe hosted connector at `mcp.mnemoverse.com/mcp` serves the same surface, registered\nfrom this package at the version it pins. The list itself is published as\n[`tools.json`](./tools.json), generated from the built server (name, title,\ndescription and annotations per tool); the test suite and the release workflow\nfail when it does not list what the server registers, and the `.mcpb` manifest's\ntool list is derived from it.\n\n**If the hosted connector stops answering in a session.** A client can keep showing the connector as connected while every call in that session fails with \"not connected\". Reconnecting it on claude.ai does not revive a session that is already stuck; reconnect from inside the session instead (in Claude Code, `/mcp`, then sign in again). Meanwhile this local server, set up with an API key from the same account as in the Quick Start, reaches the same memory and does not depend on that session's sign-in.\n\n### Building a second MCP server on this package\n\n`@mnemoverse/mcp-memory-server/shared` is the entry point another server registers these same tools from, instead of keeping its own copy (ADR-025, mnemoverse-core). It exports `registerMemoryTools`/`registerMemoryPrompts`/`registerMemoryResources`, the three typed error classes (`ApiError`, `NetworkError`, `UnreadableBodyError`), `MAX_RESULT_CHARS`/`capResult`, and two optional dependencies a hosted deployment injects to speak in its own voice: `wording` (its own server noun and error vocabulary, including an OAuth mode under which no 401 or 403 explanation names an API key) and `writeAuthor` (vouching for the end user behind a write). See [`docs/shared.md`](./docs/shared.md) for the full contract.\n\n## Use cases\n\nThe pattern that pays off first is cross-tool continuity: a decision made while pairing in Claude Code is there when you open Cursor an hour later, and the preference you stated in VS Code holds in a ChatGPT session that evening. Teams use shared rooms the same way — one place where an agent's lessons about a codebase accumulate instead of being re-taught per seat. And because recall re-ranks from feedback, the memories that keep proving useful surface first, which matters once a store grows past what anyone curates by hand.\n\nConcrete things worth writing:\n\n- **User preferences**: \"I use dark mode\", \"I prefer Tailwind over CSS modules\"\n- **Project context**: \"This project uses PostgreSQL + Prisma\", \"Deploy to Railway\"\n- **Lessons learned**: \"Always run tests before push on this repo\"\n- **Decisions made**: \"We chose REST over GraphQL because of caching simplicity\"\n- **People & roles**: \"Alice is the designer, Bob owns the API\"\n- **Past mistakes**: \"Don't deploy on Fridays — learned this the hard way\"\n\n## Universal Memory\n\nThe same API key works across all tools. Write a memory in Claude Code — read it in Cursor. Learn something in VS Code — your GPT Custom Action knows it too.\n\n```\n                    ┌── Claude Code (this MCP server)\n                    ├── Cursor (this MCP server)\n   Mnemoverse API ──├── VS Code (this MCP server)\n   (one memory)     ├── GPT (Custom Actions)\n                    ├── Python SDK (pip install mnemoverse)\n                    └── REST API (curl)\n```\n\n## Configuration\n\n| Env Variable | Required | Default |\n|-------------|----------|---------|\n| `MNEMOVERSE_API_KEY` | For every tool call — the server starts and lists its tools without one | — |\n| `MNEMOVERSE_API_URL` | No | `https://core.mnemoverse.com/api/v1` |\n\n## Research behind it\n\nThe retrieval model is published: [arXiv:2603.08965](https://arxiv.org/abs/2603.08965), accepted at the GRAAI workshop at IEEE WCCI 2026 — it establishes the abstraction-discovery method the memory model builds on. No benchmark figures appear in this README, ours or anyone's: numbers will come with a reproducible run to stand behind, not before.\n\n## Links\n\n**Setup and reference**\n\n- [Documentation](https://mnemoverse.com/docs/api/mcp-server)\n- [Cursor](https://mnemoverse.com/docs/api/cursor) · [VS Code](https://mnemoverse.com/docs/api/vs-code) · [Claude Code](https://mnemoverse.com/docs/api/claude) · [ChatGPT](https://mnemoverse.com/docs/api/chatgpt)\n- [Python SDK](https://mnemoverse.com/docs/api/python-sdk)\n- [API Reference](https://mnemoverse.com/docs/api/reference)\n- [Console (get API key)](https://console.mnemoverse.com/sign-up?utm_source=npm&utm_medium=readme&utm_campaign=mcp-memory-server)\n\n**Background reading**\n\n- [Memory MCP servers compared](https://mnemoverse.com/docs/library/memory-mcp-servers-compared) — thirteen shipping options, with pricing and registry presence\n- [How to choose a memory MCP server](https://mnemoverse.com/docs/library/memory-mcp) — the five questions that narrow the field\n- [What AI agent memory is](https://mnemoverse.com/docs/library/ai-agent-memory) — the category explained\n- [Is this a vector database?](https://mnemoverse.com/docs/library/not-a-vector-database) — what makes a memory layer different\n- [Shared memory for multi-agent systems](https://mnemoverse.com/docs/library/shared-memory-for-multi-agent-systems) — how Rooms work and when to use them\n\n**Other ways to install it**\n\nThe same memory, packaged for hosts that prefer a plugin or an extension over an MCP config block. How each one connects and authenticates differs, so the line below says which is which rather than claiming one flow for all of them.\n\n- [Claude Code plugin](https://github.com/mnemoverse/claude-plugin) — remote endpoint over MCP with an OAuth sign-in, no key to paste. Bundles the `agent-memory-discipline` skill\n  ```\n  claude plugin marketplace add mnemoverse/claude-plugin\n  claude plugin install mnemoverse@mnemoverse\n  ```\n- [Cursor plugin](https://github.com/mnemoverse/cursor-plugin) — same remote endpoint, same sign-in\n- [Gemini CLI extension](https://github.com/mnemoverse/gemini-extension) — same remote endpoint. `gemini extensions install https://github.com/mnemoverse/gemini-extension`\n- VS Code extension ([VS Code Marketplace](https://marketplace.visualstudio.com/items?itemName=Mnemoverse.mnemoverse-vscode), [Open VSX](https://open-vsx.org/extension/mnemoverse/mnemoverse-vscode), [source](https://github.com/mnemoverse/mnemoverse-vscode)) — signs in through the browser, with pasting a key kept as a fallback command\n- Desktop extension: `manifest.json` in this repository is an MCPB manifest. This one is different from the four above: it runs the server as a local `node` process and reads `MNEMOVERSE_API_KEY` from the extension settings rather than calling the hosted endpoint. The packaged `.mcpb` ships with each release\n\n**Standing rules, separate from this server**\n\n- [agent-memory-discipline](https://github.com/mnemoverse/agent-memory-discipline) — when an agent should recall before acting and save afterward. CC0, backend-neutral, works against any memory store rather than this one. It carries its own [marketplace manifest](https://github.com/mnemoverse/agent-memory-discipline/blob/main/.claude-plugin/marketplace.json) under `.claude-plugin/`.\n- [awesome-agent-memory](https://github.com/mnemoverse/awesome-agent-memory) — a curated index of the category, CC0, including the servers this one competes with\n\n**Project**\n\n- [GitHub](https://github.com/mnemoverse/mcp-memory-server)\n- [Releases](https://github.com/mnemoverse/mcp-memory-server/releases)\n- [MCP Registry entry](https://registry.modelcontextprotocol.io/v0/servers?search=mnemoverse)\n- [Contributing](CONTRIBUTING.md)\n\n## Privacy Policy\n\nThis server sends to the Mnemoverse API (`core.mnemoverse.com`), authenticated with your API key, what a tool call carries — and nothing else it can see. It does **not** read your AI client's conversation history, your local files, or anything you don't pass to a `memory_*` / `vault_*` tool. Stored memories live under your account; Mnemoverse never sells them and never shares them on its own. The one sharing path is the one you create yourself: inviting someone to a shared room grants their assistant access to that room's memories, bounded by the invite's scope.\n\nWhat each tool sends:\n\n| Tool | Data sent |\n|---|---|\n| `memory_write` | the `content`, `concepts`, and `domain` you pass |\n| `memory_read` | the `query`, plus any filters: `domain`, `since`/`until`, `exclude_author`, `top_k`, `order_by` |\n| `memory_list_recent` | the feed filters: `domain`, `since`/`until`, `exclude_author`, `limit`, `cursor` |\n| `memory_feedback` | the `memory_ids` being rated (sent to the API as `atom_ids`), the `outcome` score, and the `domain` when you pass one (a shared room's address) |\n| `memory_create_room` | the room `name` and `description` |\n| `memory_invite_to_room` | the `room_id`, invite `scope`, and expiry |\n| `memory_join_room` | the invite `code` |\n| `memory_graph` | the `seeds`, plus any of `depth`, `domain`, `min_weight`, `limit` you pass |\n| `memory_stats` / `memory_list_rooms` / `vault_list` | no request body — authenticated GETs |\n\nOne thing goes out that you did not explicitly request: since 0.8.1, when a search or feed comes back empty, the server sends one or two authenticated read-only GET probes (`/memory/rooms` and/or `/memory/stats`) so the empty answer can say what it did not cover. The probes carry your API key and nothing else, change no stored state, and are disclosed in the [CHANGELOG](CHANGELOG.md).\n\n| | |\n|---|---|\n| **Privacy Policy** | <https://mnemoverse.com/privacy> |\n| **Retention & deletion** | correct a wrong or stale memory by writing a fresh one; deletion is an administrative operation on the REST API, not exposed through this MCP server |\n| **Contact** | hello@mnemoverse.com |\n\n## License\n\n[MIT](LICENSE) © Mnemoverse\n","readmeFilename":"README.md"}