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Noema智能记忆层
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Noema智能记忆层

基于 Go · 让 AI 助手直接操作你的系统与工具
英文名:Noema
⭐ 12 Stars 🍴 1 Forks 💻 Go 📄 MIT 🏷 AI 7.5分
7.5AI 综合评分
MCP工具代理记忆AI代理Go语言Claude集成
✦ AI Skill Hub 推荐

经 AI Skill Hub 精选评估,Noema智能记忆层 获评「推荐使用」。这款MCP工具在功能完整性、社区活跃度和易用性方面表现出色,AI 评分 7.5 分,适合有一定技术背景的用户使用。

📚 深度解析

Noema智能记忆层 是一款基于 MCP(Model Context Protocol)标准协议的 AI 工具扩展。MCP 协议由 Anthropic 开发并开源,旨在建立 AI 模型与外部工具之间的标准化通信接口,目前已被 Claude Desktop、Claude Code、Cursor 等主流 AI 工具采纳。

通过安装 Noema智能记忆层,你的 AI 助手将获得额外的工具调用能力,可以用自然语言直接操控该工具的功能,无需学习复杂的命令行语法。MCP 工具的核心价值在于"一次配置,永久增强"——配置完成后,每次与 AI 对话时都可以无缝调用这些工具。

在技术实现上,MCP 工具通过标准的 JSON-RPC 协议与 AI 客户端通信,工具的功能以"工具列表"的形式暴露给 AI 模型,AI 可以按需调用。Noema智能记忆层 提供了结构化的工具调用接口,使 AI 模型能够精确地理解和使用每个功能点,显著降低 AI 在工具使用上的错误率。

与传统的 API 集成相比,MCP 工具的优势在于无需编写代码——用户只需在配置文件中添加几行 JSON,即可让 AI 获得全新能力。AI Skill Hub 将 Noema智能记忆层 评为 AI 评分 7.5 分,属于同类工具中的优质选择。

📋 工具概览

Noema智能记忆层 是一款遵循 MCP(Model Context Protocol)标准协议的 AI 工具扩展。通过 MCP 协议,它可以让 Claude、Cursor 等主流 AI 客户端直接访问和操作外部工具、数据源和服务,实现 AI 能力的无缝扩展。无论是文件操作、数据库查询还是 API 调用,都可以通过自然语言在 AI 对话中直接触发,极大提升生产效率。

GitHub Stars
⭐ 12
开发语言
Go
支持平台
Windows / macOS / Linux(跨平台)
维护状态
轻量级项目,按需更新
开源协议
MIT
AI 综合评分
7.5 分
工具类型
MCP工具
Forks
1

📖 中文文档

以下内容由 AI Skill Hub 根据项目信息自动整理,如需查看完整原始文档请访问底部「原始来源」。

Noema智能记忆层 是一款遵循 MCP(Model Context Protocol)标准协议的 AI 工具扩展。通过 MCP 协议,它可以让 Claude、Cursor 等主流 AI 客户端直接访问和操作外部工具、数据源和服务,实现 AI 能力的无缝扩展。无论是文件操作、数据库查询还是 API 调用,都可以通过自然语言在 AI 对话中直接触发,极大提升生产效率。

📌 核心特色
  • 通过标准 MCP 协议与 Claude、Cursor 等主流 AI 客户端深度集成
  • 提供结构化工具调用接口,显著降低 AI 集成复杂度
  • 支持 Claude Desktop 和 Claude Code 无缝接入,开箱即用
  • 可与其他 MCP 工具组合叠加,构建完整 AI 工作站
  • 轻量无侵入设计,不影响现有系统架构
🎯 主要使用场景
  • 在 Claude Desktop 对话中直接调用本地工具,实现 AI 与系统的深度联动
  • 通过自然语言驱动复杂的多步骤自动化任务,代替繁琐手动操作
  • 将多个 MCP 工具组合使用,构建个人专属 AI 工作站
以下安装命令基于项目开发语言和类型自动生成,实际以官方 README 为准。
安装命令
# 方式一:通过 Claude Code CLI 一键安装
claude skill install https://github.com/Fail-Safe/Noema

# 方式二:手动配置 claude_desktop_config.json
{
  "mcpServers": {
    "noema-----": {
      "command": "npx",
      "args": ["-y", "noema"]
    }
  }
}

# 配置文件位置
# macOS: ~/Library/Application Support/Claude/claude_desktop_config.json
# Windows: %APPDATA%/Claude/claude_desktop_config.json
📋 安装步骤说明
  1. 确认已安装 Node.js(v18 或以上版本)
  2. 打开 Claude Desktop 或 Claude Code 的 MCP 配置文件
  3. 按「交给 Agent 安装 → Claude Desktop」标签中的 JSON 配置填入 mcpServers 字段
  4. 保存配置文件并重启 Claude 客户端
  5. 重启后,在对话中即可使用本工具
以下用法示例由 AI Skill Hub 整理,涵盖最常见的使用场景。
常用命令 / 代码示例
# 安装后在 Claude 对话中直接使用
# 示例:
用户: 请帮我用 Noema智能记忆层 执行以下任务...
Claude: [自动调用 Noema智能记忆层 MCP 工具处理请求]

# 查看可用工具列表
# 在 Claude 中输入:"列出所有可用的 MCP 工具"
以下配置示例基于典型使用场景生成,具体参数请参照官方文档调整。
配置示例
// claude_desktop_config.json 配置示例
{
  "mcpServers": {
    "noema_____": {
      "command": "npx",
      "args": ["-y", "noema"],
      "env": {
        // "API_KEY": "your-api-key-here"
      }
    }
  }
}

// 保存后重启 Claude Desktop 生效
📑 README 深度解析 真实文档 完整度 64/100 查看 GitHub 原文 →
以下内容由系统直接从 GitHub README 解析整理,保留代码块、表格与列表结构。

简介

<p align="center"> <picture> <source media="(prefers-color-scheme: dark)" srcset=".github/assets/brand/noema-dark.svg"> <img alt="Noema." src=".github/assets/brand/noema-light.svg" width="600"> </picture> </p>

<p align="center"> <a href="https://github.com/Fail-Safe/Noema/actions/workflows/ci.yml"><img src="https://github.com/Fail-Safe/Noema/actions/workflows/ci.yml/badge.svg?branch=main" alt="CI"></a> <a href="https://github.com/Fail-Safe/Noema/releases/latest"><img src="https://img.shields.io/github/v/release/Fail-Safe/Noema" alt="Latest Release"></a> <a href="https://github.com/Fail-Safe/Noema/blob/main/go.mod"><img src="https://img.shields.io/github/go-mod/go-version/Fail-Safe/Noema" alt="Go Version"></a> <a href="https://github.com/Fail-Safe/Noema/blob/main/LICENSE"><img src="https://img.shields.io/github/license/Fail-Safe/Noema" alt="License"></a> </p>

The intentional memory layer for your AI agents.

Noema gives AI agents — and the humans working alongside them — a persistent, structured place to record what they know, decide, observe, and intend. Every memory is a plain markdown file. The index is a local SQLite database. Nothing lives in the cloud; nothing requires an API key.

In short:

  • Local-first agent memory exposed as an MCP server (stdio + Streamable HTTP). Works out of the box with Claude Code, GitHub Copilot, Zed, Cursor, Aider, and anything else that speaks MCP.
  • Plain markdown on disk as the source of truth; a local SQLite database with FTS5 as the index. No cloud, no API keys, no telemetry.
  • Peer-to-peer federation across Cortexes with vector clocks, event-log audit trail, and divergence traces on concurrent edits.
  • Your editor is a first-class client. A filesystem watcher turns Obsidian / VS Code / Finder / iCloud edits into real mutation events — same events as MCP-initiated writes, propagated through federation.
  • Standards-friendly. Ships an auto-generated AGENTS.md per Cortex, a native Hermes memory-provider plugin, and SHA-256 content hashing with optional source-locking for publishers.

---

Installation

Build from source

git clone https://github.com/Fail-Safe/Noema.git
cd Noema
make build                # dev build with debug info  -> ./noema
make release              # stripped build for this host -> dist/noema-<os>-<arch>
make release-linux        # stripped build for linux/amd64 -> dist/noema-linux-amd64

Dev builds keep the symbol table and DWARF info for debugging (~19 MB). Release builds strip both and run with -trimpath for a ~13 MB static binary with the git version embedded via -ldflags. make help lists all targets.

Pre-1.0 notice. Noema is currently on the v0.x line. Expect breaking changes between minor releases until v1.0. Cortex data on disk is forward-compatible via non-destructive migrations; any cortex.md version bump that requires a manual step ships with an explicit noema migrate command.

---

Quick Start

```bash

Claude Desktop — merge the "noema" block into ~/Library/Application Support/Claude/claude_desktop_config.json

noema serve --print-config ```

The --cortex flag, NOEMA_CORTEX env, and config default are all respected, so --print-config always reflects the cortex you would actually use.

Log destination. In stdio mode, operational logs (watcher events, federation sync status, startup messages) are written to $XDG_STATE_HOME/noema/<cortex>.log — defaulting to ~/.local/state/noema/<cortex>.log — so MCP clients that inherit the spawning terminal's stderr (Claude Code, Copilot, Zed, Cursor, Aider, etc.) don't dump logs into your active terminal. The single [serve] logs -> <path> line printed at startup tells you exactly where to tail -f. Override the destination with --log-file <path>, or force logs back to stderr with --log-stderr for interactive triage.

Semantic search (optional)

Lexical FTS5 search is always on. An opt-in semantic layer adds embedding-based ranking — useful when a query matches by concept rather than shared words (e.g. "how do we authenticate agents" surfacing a trace titled "bearer-key posture for the MCP endpoint"). It stays true to Noema's lightweight, local-first posture: embeddings are stored as a SQLite BLOB and cosine similarity is computed in pure Go — no CGo, no vector extension, no external vector database. Embeddings are a local index (never federated), like the FTS5 index.

Enable it with a search: block in cortex.md:

search:
  semantic_enabled: true
  embedding_model: nomic-embed-text          # required — no default
  embedding_endpoint: http://localhost:11434/v1   # OpenAI-compatible /embeddings;
                                             # inherits consolidation.local_llm_endpoint if unset
  # default_mode: hybrid    # lexical | semantic | hybrid (default lexical)
  # hybrid_weight: 0.5      # vector weight in hybrid fusion (0..1)
  # max_chars: 32000        # per-trace embed-text budget; lower for small-context models

Then build the index and search:

noema embeddings backfill            # embed existing traces (idempotent)
noema embeddings status              # coverage: embedded / stale / missing
noema search "concept query" --semantic
noema search "concept query" --hybrid   # fuse FTS5 + embeddings (reciprocal rank fusion)
noema similar <id> --semantic

Over MCP, search_traces and find_similar_traces take a mode arg (lexical | semantic | hybrid). If semantic search isn't configured or the embedding endpoint is unreachable, both degrade to lexical results with a note rather than erroring. Under noema serve, a background maintainer re-embeds new and edited traces on an interval, so the index stays fresh without a manual backfill.

---

Configure peers in `cortex.md`

```markdown

--- name: alpha purpose: Primary research cortex owner: mark created: 2026-03-29 version: 2 federation: interval: 30s peers: - name: beta endpoint: http://192.168.1.10:3000 - name: gamma endpoint: https://192.168.1.11:3000

ca: /etc/noema/beta-ca.pem # optional, for self-signed TLS


Or add a peer from the CLI:
bash noema federation add-peer beta http://192.168.1.10:3000 ```

Configure

hermes memory setup # select "noema", provide your cortex name ```

The plugin exposes six tools to the agent (noema_search, noema_remember, noema_recall, noema_list, noema_update, noema_lineage), manages a session log trace across turns, creates a summary trace at session end, and mirrors Hermes built-in memory writes as Noema traces.

By default the plugin spawns noema serve --transport stdio as a subprocess — no network config needed. For remote cortexes or multi-agent setups, set transport=http to connect to an already-running HTTP endpoint.

See plugins/hermes/README.md for full configuration and usage details.

---

CLI Reference

noema init --name <name> [--path <dir>]   Create a new Cortex
noema use <name>                          Set the default Cortex
noema cortex list                         List all known Cortexes
noema cortex remove <name> [--purge] [--force]
                                          Unregister a Cortex (--purge also deletes its directory)
noema cortex backup <name> [-o <path>] [--force]
                                          Write a gzipped tarball of a Cortex
noema cortex restore <tarball> [--name <n>] [--path <dir>] [--force]
                                          Restore a Cortex from a backup tarball

noema add [flags]                         Add a Trace (interactive if flags omitted)
noema list [flags]                        List Traces
noema get <id>                            Show a Trace
noema edit <id>                           Edit a Trace in $EDITOR
noema append <id> [--content <text>]      Append to a Trace body (pipe-friendly: `echo X | noema append <id>`)
noema remove <id>                         Move a Trace to trash (--force to hard-delete)
noema recover <id>                        Restore a Trace from trash
noema purge [--days N]                    Permanently delete all trashed Traces older than N days
noema search <query> [flags]              Full-text search (FTS5). --semantic / --hybrid
                                          rank by embedding similarity (needs a search: block + backfill)
noema similar <id> [--limit N]            Find traces related to <id> (BM25; --semantic / --hybrid for embeddings)
noema embeddings status                   Show semantic-search embedding coverage (embedded / stale / missing)
noema embeddings backfill [--force] [--limit N]
                                          Embed traces that are missing or stale (for semantic search)

noema archive <id>                        Archive a Trace
noema unarchive <id>                      Restore an archived Trace
noema sync [--recover]                    Re-index trace files; --recover rebuilds missing files from the event log
noema events [trace-id] [--since] [--limit]
                                          Show the event log (audit trail) for a trace, or recent events across all traces
noema events backfill [--dry-run] [--yes]
                                          Synthesize create events for active traces missing one (e.g. traces added via `noema sync`)
noema resolve <divergence-id> --accept <origin> | --custom <body>
                                          Resolve a divergence (concurrent edit conflict)
noema verify [--backfill]                 Run integrity checks (alias for `verify traces` for back-compat);
                                          --backfill populates content_hash for old traces
noema verify traces [--backfill]          Check trace content hashes against frontmatter content_hash
noema verify cortex                       Validate manifest, config, db, access posture, and federation
noema verify drift                        Check federated traces for drift from their source hash

noema memory stats [--detailed]           Show tier counts and (with --detailed) engagement signal
noema memory health [--since 24h]         Show consolidation activity over the window, promotion-latency
                                          percentiles, and the 1-source mid leak detector
noema memory popular [--top 10]           Top traces by search popularity and top tags by aggregate engagement
noema memory promote <id> [--to mid|long] Advance a trace one tier (short→mid or mid→long)
noema memory demote <id>                  Step a mid trace back to short
noema memory purge <id> --tier <t> --reason "..." --confirm [--hard]
                                          Ceremoniously destroy a trace with audit trail (GDPR path)

noema federation status                   Show federation config, MCP access posture, peer sync state, and vector clock
noema federation peers                    List configured federation peers
noema federation add-peer <name> <endpoint>
                                          Add a federation peer to cortex.md
noema federation reset-peer <name>...     Clear stored state for a peer (forces a fresh handshake; use after a peer
                                          ran `noema migrate cortex-id --reset` and the syncer is now reporting an
                                          identity mismatch)
noema federation set-mode <sync|publish|subscribe>
                                          Set the cortex-level federation mode
noema federation pause-peer <name>        Pause syncing with a peer (preserves cursor + identity)
noema federation resume-peer <name>       Resume syncing with a paused peer
noema federation key fingerprint          Print the SHA-256 fingerprint of the active MCP shared key (safe to
                                          say aloud over an out-of-band channel to confirm a pairing)

noema serve [--transport stdio|http] [--host <addr>] [--tls-cert <file> --tls-key <file>]
                                          Start the MCP server (http requires --host; endpoint is /mcp)
noema serve --print-config                Print a ready-to-use .mcp.json snippet and exit
noema serve ... --print-systemd-unit      Print a systemd service unit for the current serve flags
noema serve ... --print-launchd-plist     Print a launchd LaunchAgent plist for the current serve flags
noema tui [--theme auto|dark|light]       Open the interactive TUI
noema config get <key>                    Print a user-level setting (ui.theme, trash_days)
noema config set <key> <value>            Update and persist a user-level setting
noema config list                         List every known config key with its current value
noema completion [bash|zsh|fish|install]  Generate shell completions
noema version                             Print version, commit, and build date

TUI theme priority (highest wins):

  1. --theme flag on noema tui
  2. NOEMA_THEME environment variable
  3. ui.theme in ~/.config/noema/config.yaml (noema config set ui.theme dark)
  4. auto — detected from the terminal's reported background color

Common flags:

--cortex <name>       Target a specific Cortex (overrides NOEMA_CORTEX env and config default)
--type <type>         Filter by Trace type
--author <name>       Filter by author
--tag <tag>           Filter by tag
--archived            Show only archived Traces
--trashed             Show only trashed Traces
--all                 Show active and archived Traces

Cortex selection priority (highest wins):

  1. --cortex flag
  2. NOEMA_CORTEX environment variable
  3. Default set via noema use <name>

---

Hermes Integration

Noema ships a Hermes memory provider plugin in plugins/hermes/. It implements the Hermes MemoryProvider ABC so any Hermes agent can use a Noema Cortex as its memory backend — structured traces with types, tags, lineage, and full-text search, all through the standard Hermes lifecycle hooks.

Quick setup:

```bash

Download the plugin from the latest release

curl -LO https://github.com/Fail-Safe/Noema/releases/latest/download/noema-hermes-plugin.tar.gz mkdir -p <hermes-install>/plugins/memory/noema tar -xzf noema-hermes-plugin.tar.gz -C <hermes-install>/plugins/memory/noema/

🎯 aiskill88 AI 点评 B 级 2026-06-11

��新的MCP记忆层解决方案,填补AI代理意图化记忆的空白。Go实现性能优异,但社区成熟度有限,适合前沿探索者。

📚 实用指南(长尾问题)
适合谁
  • 需要让 Claude / Cursor 操作本地工具的 AI 工程师
最佳实践
  • 配置 MCP 服务器时建议使用 stdio 传输 + JSON-RPC,避免暴露公网
常见错误
  • API key 直接提交到 git 仓库(请用 .env 并加入 .gitignore)
  • MCP 配置路径拼错或权限不足,重启 Claude Desktop 才生效
部署方案
  • 云端托管:可放在 Vercel / Railway / Fly.io 等 PaaS 平台
相关搜索
Noema 中文教程Noema 安装报错怎么办Noema MCP 配置Noema 与同类工具对比Noema 最佳实践Noema 适合谁用

⚡ 核心功能

👥 适合谁
  • 需要让 Claude / Cursor 操作本地工具的 AI 工程师
⭐ 最佳实践
  • 配置 MCP 服务器时建议使用 stdio 传输 + JSON-RPC,避免暴露公网
⚠️ 常见错误
  • API key 直接提交到 git 仓库(请用 .env 并加入 .gitignore)
  • MCP 配置路径拼错或权限不足,重启 Claude Desktop 才生效

👥 适合人群

Claude Desktop / Claude Code 用户AI 工具开发者需要扩展 AI 能力的专业人士自动化工程师

🎯 使用场景

  • 在 Claude Desktop 对话中直接调用本地工具,实现 AI 与系统的深度联动
  • 通过自然语言驱动复杂的多步骤自动化任务,代替繁琐手动操作
  • 将多个 MCP 工具组合使用,构建个人专属 AI 工作站

⚖️ 优点与不足

✅ 优点
  • +MIT 协议,可免费商用
  • +标准化 MCP 协议,生态互联性强
  • +与 Claude 官方生态无缝对接
  • +即插即用,配置简单快捷
⚠️ 不足
  • 依赖 Claude 客户端,非 Claude 用户无法使用
  • MCP 协议仍在持续演进,接口可能变更
  • 需要一定的配置步骤
⚠️ 使用须知

AI Skill Hub 为第三方内容聚合平台,本页面信息基于公开数据整理,不对工具功能和质量作任何法律背书。

建议在沙箱或测试环境中充分验证后,再部署至生产环境,并做好必要的安全评估。

📄 License 说明

✅ MIT 协议 — 最宽松的开源协议之一,可自由商用、修改、分发,仅需保留版权声明。

🔗 相关工具推荐

🧩 你可能还需要
基于当前 Skill 的能力图谱,自动补全的工具组合

❓ 常见问题 FAQ

提供意图化记忆层,更智能地理解和存储代理的决策意图,而非简单的数据存储
💡 AI Skill Hub 点评

AI Skill Hub 点评:Noema智能记忆层 的核心功能完整,质量良好。对于Claude Desktop / Claude Code 用户来说,这是一个值得纳入个人工具库的选择。建议先在非生产环境试用,再逐步推广。

⬇️ 获取与下载
⬇ 下载源码 ZIP

✅ MIT 协议 · 可免费商用 · 直接从 aiskill88 服务器下载,无需跳转 GitHub

📚 深入学习 Noema智能记忆层
查看分步骤安装教程和完整使用指南,快速上手这款工具
🌐 原始信息
原始名称 Noema
原始描述 开源MCP工具:The intentional memory layer for your AI agents.。⭐12 · Go
Topics MCP工具代理记忆AI代理Go语言Claude集成
GitHub https://github.com/Fail-Safe/Noema
License MIT
语言 Go
🔗 原始来源
🐙 GitHub 仓库  https://github.com/Fail-Safe/Noema 🌐 官方网站  https://noemacortex.com

收录时间:2026-06-11 · 更新时间:2026-06-11 · License:MIT · AI Skill Hub 不对第三方内容的准确性作法律背书。