Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Local-first persistent memory MCP: shared SQLite key/value store, searchable, TTL-aware, secret-safe
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
DELX_MEMORY_PATH, DELX_MEMORY_TRANSPORT, DELX_MEMORY_HOST, DELX_MEMORY_PORT, DELX_MEMORY_ALLOWED_ORIGIN你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"delx-memory": {
"command": "npx",
"args": [
"-y",
"delx-memory"
],
"env": {
"DELX_MEMORY_PATH": "your-value",
"DELX_MEMORY_TRANSPORT": "your-value",
"DELX_MEMORY_HOST": "your-value",
"DELX_MEMORY_PORT": "your-value",
"DELX_MEMORY_ALLOWED_ORIGIN": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add delx-memory --env DELX_MEMORY_PATH=your-value --env DELX_MEMORY_TRANSPORT=your-value --env DELX_MEMORY_HOST=your-value --env DELX_MEMORY_PORT=your-value --env DELX_MEMORY_ALLOWED_ORIGIN=your-value -- npx -y delx-memory运行前请先填写空着的值。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"delx-memory": {
"command": "npx",
"args": [
"-y",
"delx-memory"
],
"env": {
"DELX_MEMORY_PATH": "your-value",
"DELX_MEMORY_TRANSPORT": "your-value",
"DELX_MEMORY_HOST": "your-value",
"DELX_MEMORY_PORT": "your-value",
"DELX_MEMORY_ALLOWED_ORIGIN": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"delx-memory": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"delx-memory"
],
"env": {
"DELX_MEMORY_PATH": "your-value",
"DELX_MEMORY_TRANSPORT": "your-value",
"DELX_MEMORY_HOST": "your-value",
"DELX_MEMORY_PORT": "your-value",
"DELX_MEMORY_ALLOWED_ORIGIN": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
DELX_MEMORY_PATH envDELX_MEMORY_TRANSPORT envDELX_MEMORY_HOST envDELX_MEMORY_PORT envDELX_MEMORY_ALLOWED_ORIGIN env这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 davidmosiah 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.2.3)于4个月前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:Context7, Codebase Memory, Exa
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
Up-to-date docs for AI agents
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
Local-first persistent memory MCP server. One shared SQLite store any MCP-speaking agent (Claude Desktop, Cursor, Hermes, OpenClaw, Codex) can read and write — so context survives across sessions AND across tools.
Every chat client has its own ephemeral context. Quit the tab → preferences gone. Switch from Claude Desktop to Cursor → starting from scratch. Pin a side project in Hermes → invisible to the next agent.
delx-memory is a tiny MCP server that exposes a single shared SQLite file as a key/value memory layer. Any client that speaks MCP can read and write the same memory file → real continuity, real cross-tool context.
~/.delx-memory/db.sqlite (0700 dir, 0600 file).explicit_user_intent: true so over-eager agents can't silently rewrite your context.# Agent A
DELX_MEMORY_NAMESPACE=claude npx -y delx-memory
DELX_MEMORY_NAMESPACE=cursor npx -y delx-memory
Keys are stored as namespace::key. Omit the env var for a single global store (default).
delx-memory --sdk or DELX_MEMORY_TRANSPORT=sdk.delx-memory --http (Express + SDK; still loopback by default).DELX_MEMORY_LEAN=1 applies to the SDK path only (skip prompts/resources).doctor --json reports rss_kb. Dominant remaining cost is Node + native better-sqlite3 (no embeddings).Community measurements (custom transport vs SDK) pointed at the SDK tree as the main overhead — see issue #7.
# Run once (npx will download + boot)
npx -y delx-memory doctor
npm install -g delx-memory delx-memory doctor
The doctor command checks Node version, DB writability, and file permissions, then prints next steps.
Default is stdio. Optional Streamable HTTP — no session id, JSON responses, loopback only:
npx -y delx-memory --http
Env: DELX_MEMORY_HOST, DELX_MEMORY_PORT, DELX_MEMORY_TRANSPORT=http.
Add to ~/Library/Application Support/Claude/claude_desktop_config.json (macOS):
{
"mcpServers": { "delx-memory": { "command": "npx", "args": ["-y", "delx-memory"] } } }
Then restart Claude Desktop. See examples/claude-desktop.json.
Add to ~/.cursor/mcp.json. See examples/cursor.json.
See examples/hermes.md.
See examples/openclaw.md.
See examples/codex.toml.
| delx-memory | Typical cloud memory | Graph memory MCP | |
|---|---|---|---|
| Data leaves your machine | No | Yes | Usually no |
| Multi-client same store | Yes (one SQLite) | Account-bound | Process-local |
| Agent mutation safety | `explicit_user_intent` | Varies | Rare |
| Secret storage | Hard-refused | Often allowed | Often allowed |
| Default RSS path | Lite (no MCP SDK) | N/A | Full stack |
| Multi-agent isolation | `DELX_MEMORY_NAMESPACE` | Tenants | Manual |
| Search | FTS5 bm25 | Embeddings (cost/leak) | Graph walk |
Not a vector DB. Not a second brain SaaS. Local continuity for agents that already have a model.
| Tool | Purpose |
|---|---|
memory_handoff | One-call resume brief: stats + recent keys (optional values). Prefer this at session start. |
memory_agent_manifest | Machine install/ops contract for agents. |
memory_connection_status / memory_stats | Readiness + store size. |
memory_capabilities / memory_data_inventory | Self-description for agents. |
| Tool | Purpose |
|---|---|
memory_list | Keys only; filters: prefix, tag, `since` (delta sync). |
memory_get / memory_get_many | Exact key or batch (max 50). |
memory_search | FTS5 bm25 (+ LIKE fallback). See search quickstart. |
explicit_user_intent: true)| Tool | Purpose |
|---|---|
memory_set / memory_set_batch | Upsert one key or up to 50 in one transaction. |
memory_forget / memory_forget_by_tag | Delete one key or by tag. |
memory_export | Dump JSON / JSONL / Markdown. |
Every mutation refuses to run unless the caller passes explicit_user_intent: true. The intent: an agent that decides on its own to update memory must show its work. The user can see the flag in the tool call and reject it if they didn't ask.
delx-memory is NOT a secrets manager. Use macOS Keychain / gnome-keyring / Windows Credential Manager for those.
What we refuse to store:
oauth, token, secret, password, cookie, refresh, api_key, api-key, apikey, bearer, credential, session_id (case-insensitive).eyJ…)Bearer headerssk_live_… / sk_test_…xoxb-… / xoxp-… / etc.github_pat_… / ghp_… / gho_… / ghs_… / ghr_…sk-… (with realistic length)AKIA…Authorization: stringsrefresh_token (even with an empty value) is rejected.What stays local:
~/.delx-memory/db.sqlite.0700; file with mode 0600. (Best effort on Windows / WSL / non-POSIX filesystems.)What we do NOT promise:
sudo-using housemate) can read the file. Use full-disk encryption (FileVault, BitLocker, LUKS) if that matters.VACUUM automatically, so freed pages may sit on disk. For sensitive ephemera, treat the DB file like any other unencrypted dotfile.~/.delx-memory/db.sqlite like any other dotfile if you care about losing it.agent> memory_stats({})
→ { total_keys: 0, db_path: "/Users/me/.delx-memory/db.sqlite", … }
user> Remember that I prefer concise responses in pt-BR.
agent> memory_set({ key: "user_preferences", value: { language: "pt-BR", verbosity: "concise" }, tags: ["profile", "preferences"], explicit_user_intent: true }) → { action: "created", key: "user_preferences", … }
agent> memory_list({ tag: "preferences" }) → [{ key: "user_preferences", updated_at: … }]
agent> memory_get({ key: "user_preferences" }) → { found: true, value: { language: "pt-BR", verbosity: "concise" } }
| Default path | ~/.delx-memory/db.sqlite |
| Override | DELX_MEMORY_PATH env var |
| Directory mode | 0700 |
| File mode | 0600 |
| Schema | memory(key PRIMARY KEY, value, created_at, updated_at, ttl_expires_at, tags, metadata) |
| Indexes | partial index on ttl_expires_at, plus tags, updated_at |
| Per-value cap | 64 KB (JSON-serialized) |
| Per-key cap | 512 chars |
delx-memory Start MCP stdio server
delx-memory --http Start local HTTP MCP server (127.0.0.1:3030) delx-memory setup Print MCP client config snippets delx-memory setup --json Print as JSON delx-memory doctor Health check + next steps delx-memory doctor --json Health check as JSON delx-memory version Print version
| Var | Default | Purpose |
|---|---|---|
DELX_MEMORY_PATH | ~/.delx-memory/db.sqlite | DB file location |
DELX_MEMORY_TRANSPORT | stdio | stdio or http |
DELX_MEMORY_HOST | 127.0.0.1 | HTTP host |
DELX_MEMORY_PORT | 3030 | HTTP port |
DELX_MEMORY_ALLOWED_ORIGIN | http://HOST:PORT | CORS origin |
git clone https://github.com/davidmosiah/delx-memory
cd delx-memory npm install npm test # typecheck + build + smoke + secret-detector + ttl + tag-delete + metadata
See AGENTS.md for repo conventions, SECURITY.md for the security model and reporting policy, and CONTRIBUTING.md for PR rules.
MIT © 2026 David Batista. Code of Conduct.
Same package, two doors. MCP registers tools on stdio/HTTP. The skill can drive the same tools through the CLI when the client has no MCP:
npx -y delx-memory call memory_connection_status --json '{}'
Copy skill/SKILL.md into your agent skills dir.