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  1. Home
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  3. AI Dev Analytics
AI Dev Analytics logo
Health: ActiveRecent health check succeeded.Last checked 9/11/2026, 1:45:33 PM

AI Dev Analytics

User RatingsBe the first to rate and review this MCP server!
View Repository8 GitHub StarsTotal stargazers on GitHub for the source repository (8 stars).Visit Website
developer-toolsobservabilityai-codingrules-governancedecision-memory

Open-source MCP server providing AI coding observability with rule governance, decision memory, and asset auditing.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent — or use 1-click editor setup below.

Add to CursorAdd to VS Code
Not yet automatically verified

We haven't yet run this listing's install command through our automated sandbox check. This isn't a red flag — we're steadily working through the catalog.

Manual Client & Custom JSON ConfigExpand JSON ▾

Client Config & Setup

Choose your client or environment
Target File:~/Library/Application Support/Claude/claude_desktop_config.json
claude_desktop_config.json
{
  "mcpServers": {
    "lwtlong-ai-dev-analytics": {
      "command": "npx",
      "args": [
        "-y",
        "aida"
      ]
    }
  }
}

💡 Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Install Directory Badge Claim listing Alternatives📊 More in Monitoring

Overview

This MCP server offers an observability layer for AI coding projects by tracking developer tokens and time usage, codifying AI deviations into persistent project rules, and managing AI assets. It scans and governs AI-related rules and skills across multiple tools, records decision rationales in MADR format for contextual recall, and provides a local dashboard for comprehensive AI asset overview. Use it to maintain consistency, resolve conflicts, and document AI-assisted development decisions in projects using Claude, Cursor, Codex, or VS Code with MCP integration.

Use cases

•Scan and govern AI rules and skills across multiple AI coding tools
•Record and recall rationale behind code decisions in MADR format
•Resolve git merge conflicts in AI asset files
•Synchronize AI assets between Claude, Cursor, and Codex
•Audit and package AI assets into Claude Plugins

Key features

•One-stop governance skill to detect duplicate, conflicting, or obsolete AI rules
•Layered decision memory with automatic loading in Claude Code
•Local dashboard showing AI asset inventory including rules, skills, decisions, and plugins
•Undo functionality for last governance write operation
•Cross-tool synchronization of AI assets
•Plugin risk auditing and packaging

Capabilities & Tool Schemas

Inspect callable tools, capabilities, and parameters exposed to AI agents by AI Dev Analytics.

Extracted Tool Capabilities
One-stop governance skill to detect duplicate, conflicting, or obsolete AI rules
Layered decision memory with automatic loading in Claude Code
Local dashboard showing AI asset inventory including rules, skills, decisions, and plugins
Undo functionality for last governance write operation
Cross-tool synchronization of AI assets
Plugin risk auditing and packaging

Documentation Overview

AIDA

AI 工具资产治理层 — 规则、技能、决策记忆、插件

version license node tests aida MCP server


三大能力

1. 资产治理

扫描 .claude/rules/、.cursor/rules/、.codex/、.aida/ 等目录,找出重复、矛盾、失效的规则和技能。所有写操作走 aida_apply_governance MCP 工具,每批 journal 一次,可通过 aida_undo 一键回滚。

核心 skill: /aida-govern(一站式)

2. 分层决策记忆

用 MADR 格式把 "为什么这段代码这么写" 记录到 .claude/rules/decisions/。Claude Code 通过 paths 前置元数据在相关文件打开时自动加载,无需手动召回。

核心 skill: /aida-remember、/aida-remember-branch

3. AI 资产总览

本地 Dashboard(aida dashboard)提供 package.json 风格的资产清单:规则/技能/决策/MCP 配置/插件,一屏看完。

核心 skill: /aida-audit


30 秒上手(Claude Code Plugin)

Code
/plugin marketplace add LWTlong/aida
/plugin install aida@aida

重启 Claude Code。12 个 aida-* skill 会立刻可用。

升级:

Code
/plugin update aida

Cursor / Codex / VS Code(可选,走 MCP)

在项目根 .mcp.json 加入:

config.json
{ "mcpServers": { "aida": { "command": "npx", "args": ["-y", "aida", "mcp"] } } }

或用一键脚本:

Terminal
npx aida init

Skill 一览

类别Skill用途
治理/aida-govern一站式:扫描 → 分析 → 确认 → 一次落盘(覆盖规则过载/任务型规则/文档冗余/跨工具重复/冲突/聚合镜像/2.x 遗留物)
/aida-resolve解决 AI 资产文件的 git 合并冲突
/aida-sync跨工具同步:Claude ↔ Cursor ↔ Codex(你选源→目标)
/aida-import从本地目录路径安全导入外部 Claude Plugin(先审计风险)
只读/aida-audit扫描并梳理项目所有 AI 资产
记忆/aida-remember记一条决策为 MADR,Claude Code 自动加载
/aida-remember-branch从当前分支的 diff 批量提取决策
/aida-recall召回之前沉淀的模块记忆
/aida-analyze分支/功能开发完后沉淀"改了什么、为什么"
/aida-undo回滚最近一次 AIDA 写操作
分享/aida-pkg打包资产为 Claude Plugin
/aida-ui打开本地 Dashboard(检查 npm 包 → 引导安装 → 给出启动命令)
/aida-help显示 skill 参考卡片

MCP 工具清单

工具作用
aida_bootstrap初始化 / 状态检查 / 工具授权清单
aida_scan_assets扫描所有 AI 资产
aida_list_assets / aida_get_asset浏览资产
aida_apply_governance执行治理动作(create/modify/delete/remove-lines),全部 journaled
aida_undo撤销上一次治理操作
aida_write_analysis写分析报告
aida_memory / aida_remember / aida_recall读写决策记忆
aida_build_plugin打包项目资产为 Claude Plugin
aida_build_self_plugin打包 AIDA 自身为 Plugin
aida_parse_plugin / aida_audit_plugin_risk解析/审计外部 Plugin

项目结构

text
.claude-plugin/
  plugin.json           # Claude Plugin 清单(本仓库本身就是 plugin)
  marketplace.json      # Marketplace 清单
src/
  assets/skills/        # 12 个 aida-* skill 源(plugin skills 字段指过来)
  core/                 # 扫描、治理、undo、memory、plugin builder
  mcp/server.ts         # MCP server
  cli/                  # aida CLI
  dashboard/            # Dashboard 前端产物
.claude/
  rules/decisions/      # MADR 决策记忆(Claude Code 自动加载)
.aida/
  cache/                # 扫描结果 + undo journal

验证

Terminal
npm test
npm run build

Read the full README →View source on GitHub →

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Adoption & maintenance

Factual signals from GitHub, npm, and our automated checks — not a rating.

GitHub stars
8
Stargazers on the source repository.
npm downloads
18
Package downloads in the last 30 days.
Last commit
1mo ago
Most recent push to the default branch.
Directory activity
2 views
Config copies, upvotes, and views on AllMCPs.

Reviews

No reviews yet — be the first to share how this listing worked for you.

Frequently Asked Questions about AI Dev Analytics

It supports Claude, Cursor, Codex, and can integrate with VS Code via MCP.

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Technical Specs & Signals

Category📊Monitoring
PricingFree
More technical detailsExpand ▾
TransportSTDIO
RuntimeNode.js
AuthNo auth required
LicenseMIT
ClientsClaude Desktop, Cursor, Cline / VS Code
Last updatedAug 9, 2026
9/10 checks healthy over the last 33d
Views2
Unique ViewsTotal visits recorded for this listing page on AllMCPs.
Installs0
Installs & Copy ActionsTotal times users copied install commands or configuration snippets for this server.
GitHub stars8
GitHub Star CountTotal stargazers on GitHub representing community popularity (8 stars).
Last commit1mo ago
Last Repository CommitThe most recent commit or push recorded for this server's GitHub repository.Last commit on Jul 20, 2026
npm downloads18/mo
Monthly npm DownloadsAverage monthly package installs recorded from npm registry statistics.
51Quality signal: Good · 51/100How this signal is calculated ▾
Server availabilityNot measured

Not scored for repo-hosted servers — we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership10/20
Documentation & tools23/30
Adoption & activity5/15
Community engagement0/10

A guidance signal from public completeness & health data — not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

Supply-chain signal

No high-severity advisories surfaced by our automated scan.

Critical 0High 0Medium 0Low 0

Scanned 23d ago via OSV.dev · aida (npm)

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