remembrallmcp

概述

RemembrallMCP 是一个全面的 MCP 服务器，通过提供持久化记忆和代码依赖分析，解决了 AI 编码代理的无状态问题。它使用 Rust 实现高性能，结合 PostgreSQL 和 pgvector 进行向量存储，并通过 MCP 协议暴露记忆管理和代码智能工具。该服务器通过预先构建依赖图而非让代理每次从头开始探索代码库，显著减少了令牌使用。

试试问 AI

装完之后，这里有 5 个你可以让 AI 做的事：

• remembrall_recall

  Search memories - hybrid semantic + full-text with RRF fusion

  试试:Recall what we know about database decisions试试:Find information about authentication patterns试试:What did we decide about caching strategy?
• remembrall_store

  Store decisions, patterns, knowledge with vector embeddings

  试试:Store: We chose Postgres over MongoDB because our query patterns are relational试试:Remember this decision about the API design试试:Document this pattern for future reference
• remembrall_update

  Update an existing memory (content, summary, tags, or importance)

  试试:Update the memory about database decisions with more context试试:Change the importance score for that architectural decision试试:Add tags to this memory about authentication
• remembrall_delete

  Remove a memory by UUID

  试试:Delete the memory with UUID 123e4567-e89b-12d3-a456-426614174000试试:Remove that outdated decision about the old API试试:Get rid of the incorrect information about the database schema
• remembrall_ingest_github

  Bulk-import merged PR descriptions from a GitHub repo

  试试:Ingest PRs from myorg/myrepo repository试试:Import the last 100 merged PRs from our project试试:Fetch GitHub PR history for this codebase
• remembrall_ingest_docs

  Scan a directory for markdown files and ingest them as memories

  试试:Ingest all markdown files from the docs directory试试:Process the project README and architecture docs试试:Scan the ADRs folder for documentation
• remembrall_index

  Parse a project directory into a dependency graph (8 languages)

  试试:Index the current project directory试试:Build the dependency graph for this codebase试试:Parse the source code to understand relationships
• remembrall_impact

  Blast radius analysis - what breaks if I change this?

  试试:Show me the impact of changing UserService试试:What files are affected if I modify this function?试试:Find all callers of the AuthMiddleware
• remembrall_lookup_symbol

  Find where a function or class is defined across the project

  试试:Where is the UserService class defined?试试:Find the implementation of authenticate function试试:Look up the DatabaseConnector symbol

可对比工具

安装

git clone https://github.com/cdnsteve/remembrallmcp.git
cd remembrallmcp
# 启动 Postgres + 初始化架构 + 下载嵌入模型
docker compose up -d
# 运行 MCP 服务器
docker compose run --rm remembrall

# macOS (Apple Silicon)
curl -fsSL https://github.com/cdnsteve/remembrallmcp/releases/latest/download/remembrall-aarch64-apple-darwin.tar.gz | tar xz
sudo mv remembrall /usr/local/bin/

# 初始化
remembrall init

{
  "mcpServers": {
    "remembrall": {
      "command": "remembrall"
    }
  }
}

FAQ

代码依赖图支持哪些编程语言？

当前支持 8 种语言：Python、Java、JavaScript、Rust、Go、Ruby、TypeScript 和 Kotlin，质量评分从 A 到 B 不等。

这如何提升 AI 代理的性能？

通过将代码探索任务的令牌使用减少 95-98%。代理无需每次查询读取多个文件，RemembrallMCP 通过预构建的依赖图和记忆检索提供即时答案。

remembrallmcp 对比