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DojoGenesis MCP

作者:DojoGenesis版本 3.2.1i★ –i在你的电脑上运行
注册名称io.github.DojoGenesis/mcp

安装

概览

作者提供的说明(英文原文)

Practice library for coding agents: skill search/invoke, seed patches, scout, reflect, ADR writer

PopNx MCP 的三大支柱

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。

它能帮你做什么

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。

  • 连接方式: 在你的电脑上运行
  • 传输方式: stdio
  • 分类: 搜索与 AI 记忆

安装

选择你使用的 AI 应用,然后复制设置。

安装之前

  • 基础检查:1 项中通过 1 项
  • 在你的电脑上运行,拥有你的用户账户的权限(文件、网络、应用)。
  • 需要你自己填写: DOJO_SKILLS_PATH, DOJO_ADR_PATH

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": {
    "dojogenesis": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "-e",
        "DOJO_SKILLS_PATH",
        "-e",
        "DOJO_ADR_PATH",
        "ghcr.io/dojogenesis/mcp:3.2.1"
      ],
      "env": {
        "DOJO_SKILLS_PATH": "your-value",
        "DOJO_ADR_PATH": "your-value"
      }
    }
  }
}

在终端中运行这条命令

claude mcp add dojogenesis --env DOJO_SKILLS_PATH=your-value --env DOJO_ADR_PATH=your-value -- docker run -i --rm -e DOJO_SKILLS_PATH -e DOJO_ADR_PATH ghcr.io/dojogenesis/mcp:3.2.1

运行前请先填写空着的值。

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json

{
  "mcpServers": {
    "dojogenesis": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "-e",
        "DOJO_SKILLS_PATH",
        "-e",
        "DOJO_ADR_PATH",
        "ghcr.io/dojogenesis/mcp:3.2.1"
      ],
      "env": {
        "DOJO_SKILLS_PATH": "your-value",
        "DOJO_ADR_PATH": "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。

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

{
  "servers": {
    "dojogenesis": {
      "type": "stdio",
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "-e",
        "DOJO_SKILLS_PATH",
        "-e",
        "DOJO_ADR_PATH",
        "ghcr.io/dojogenesis/mcp:3.2.1"
      ],
      "env": {
        "DOJO_SKILLS_PATH": "your-value",
        "DOJO_ADR_PATH": "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。

需要你填写的值

  • DOJO_SKILLS_PATH env
    Path to a CoworkPlugins checkout for the full first-party practice library; 35 bundled skills are used when unset
  • DOJO_ADR_PATH env
    Directory where dojo_log_decision writes ADR markdown (default ./decisions)

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。

它能做什么

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。

基础检查i

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

  • ✓ 通过

    作者与仓库一致

    注册名称已通过 GitHub 账户 DojoGenesis 验证,该账户拥有此仓库

  • … 尚未检查

    仍在维护

    我们还没有从 GitHub 读取这个仓库

  • … 尚未检查

    有许可证

    我们还没有从 GitHub 读取这个仓库

  • – 不适用

    端点有响应

    它在你的电脑上运行,没有互联网端点

  • – 不适用

    使用 OAuth 登录

    在你的电脑上运行,改用本地设置

  • … 尚未检查

    工具描述中没有隐藏指令

    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“搜索与 AI 记忆”中的其他服务器比较i

  • 星标数多于此分类中其他 7250 个服务器的 0%
  • 发布到注册中心的时间比此分类中其他 7250 个服务器的 22% 更新
  • 基础检查结果等于或优于此分类中其他 7250 个服务器的 100%

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。

常见问题

DojoGenesis MCP 安全吗?

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。

它需要哪些密钥或代码?

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。

它在我的电脑上运行还是在云端?

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)。

它还在维护吗?

GitHub 仓库最后更新于–,最新版本(3.2.1)于4个月前进入注册中心。

哪些应用可以使用它?

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 Docker。

有什么可以替代它?

同一分类中有:Context7, Codebase Memory, Exa

替代选择

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

Context7

作者:upstash

Up-to-date docs for AI agents

电脑或云端★ 64,224MIT今天更新
安装

Codebase Memory

作者:DeusData

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

在你的电脑上运行★ 48,148MIT20天前更新
安装

Exa

作者:exa-labs

Connect AI agents to Exa for web search, content fetching, and multi-step research.

在云端运行★ 5,213MIT上个月更新
安装

作者的 README

打开 README

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。

Dojo Genesis MCP Server

The methodology layer for Claude Code. It encodes 99 first-party working methods across 10 behavioral plugins as active cognitive scaffolds: instead of giving Claude more data, it gives Claude structured *methods* for software development decisions.

We have not yet measured whether these scaffolds improve Claude's decisions, so this README makes no claim that they do.


Quick Install

Claude Code

Add to your project's .claude/settings.json:

{

"mcpServers": { "dojo": { "command": "/path/to/dojo-mcp-server", "env": { "DOJO_SKILLS_PATH": "/path/to/CoworkPluginsByDojoGenesis", "DOJO_ADR_PATH": "./decisions" } } } }

Or using Docker:

{

"mcpServers": { "dojo": { "command": "docker", "args": ["run", "-i", "--rm", "ghcr.io/dojogenesis/mcp-server:latest"] } } }

Claude Desktop

Add to ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows):

{

"mcpServers": { "dojo": { "command": "/path/to/dojo-mcp-server", "env": { "DOJO_SKILLS_PATH": "/path/to/CoworkPluginsByDojoGenesis", "DOJO_ADR_PATH": "./decisions" } } } }


What's Included

Tools (28)
GroupTools
Methodologydojo_scout, dojo_invoke_skill, dojo_search_skills, dojo_list_skills, dojo_apply_seed, dojo_reflect
Decisionsdojo_log_decision (writes ADR markdown to DOJO_ADR_PATH)
Gateway memorydojo_memory_list, dojo_memory_store, dojo_memory_search (gateway session memory)
Memory Hubdojo_search_memory, dojo_get_memory, dojo_recent_memories — read-only Postgres mirror of the institutional memory (DOJO_MEMORY_DB_URL)
Unified fetchdojo_fetch — one tool to search AND fetch across memory hub + skills + ADRs + seeds (typed ids: memory:slug, skill:name, adr:file.md, seed:name)
Seedsdojo_seed_list, dojo_seed_create, dojo_seed_search
Agents²dojo_agent_list, dojo_agent_dispatch², dojo_agent_chat²
Dispatch²dojo_dispatch² — prompt → LLM through the gateway
Projectdojo_project_status, dojo_project_track, dojo_project_decision
Dispositiondojo_disposition_list, dojo_disposition_set
Craftdojo_converge, dojo_health

² Dispatch-class — spends LLM provider budget through the gateway. In HTTP mode these require a dispatch-enabled API key and are rate limited per key; dojo_scout's LLM path degrades to its offline scaffold for non-dispatch keys.

Skills (99 from CoworkPlugins, 43 bundled)

Skills are complete, battle-tested methodology workflows loaded from SKILL.md files at startup. When DOJO_SKILLS_PATH is set, all 99 first-party CoworkPlugins skills are available. Without it, 43 key skills across 8 plugins are embedded in the binary via go:embed.

Bundled plugins and skills:

PluginSkills
agent-orchestrationagent-teaching, decision-propagation, handoff-protocol, workflow-router, workspace-navigation
continuous-learningdebugging, project-exploration, research-modes, research-synthesis, retrospective, web-research-external
skill-forgemcp-cloudflare-builder, mcp-server-builder, process-extraction, skill-audit, skill-creation, skill-maintenance
specification-driven-developmentcontext-ingestion, frontend-from-backend, implementation-prompt, parallel-tracks, pre-implementation-checklist, release-specification
strategic-thinkingiterative-scouting, multi-surface-strategy, product-positioning, strategic-scout
system-healthdocumentation-audit, health-audit, semantic-clusters, status-writing
wisdom-gardencompression-ritual, memory-garden, seed-extraction, seed-library
Seed Patches (20)

Seeds are reusable thinking patterns drawn from across the Dojo ecosystem.

Dojo Genesis (Core)

SeedDescription
three_tiered_governanceThree-tiered governance framework: Strategic, Tactical, Operational.
harness_traceNested JSON trace log for complete agent session traceability.
context_iceberg4-tier context management system (hot/warm/cold/pruned).
agent_connectRouting-first agent architecture with a single supervisor.
go_live_bundlesLightweight deployment packages pairing artifacts with approval evidence.
cost_guardBudget for the full 5-10x context iceberg multiplier.
safety_switchUsers must remain in control -- no autopilot on sensitive operations.
implicit_perspective_extractionExtract implicit perspectives from user queries without enumeration.
mode_based_complexity_gatingRoute to local or cloud models based on mode complexity.
shared_infrastructureBuild once, reuse everywhere -- central implementations.

AROMA & Serenity Valley

SeedDescription
sanctuary_architectureDesign digital spaces for being, not just doing.
pace_of_understandingMove slow to move fast; learn without extraction.
lineage_transmissionHonor sources, trace influence, celebrate collaboration.
graceful_failurePermission to not know, change your mind, and ask for help.
local_first_liberationLocal-first architecture for agent autonomy and user sovereignty.
the_onsen_patternRest as critical practice for sustainable performance.
collaborative_calibrationNorms for peer-to-peer learning and explicit teaching.
transparent_intelligenceReveal internal state, admit uncertainty, make learning visible.
inter_acceptanceAccept yourself through the compassionate eyes of another.
radical_freedomAgency and the power to choose your response within constraints.
Resources

Documentation resources accessible via MCP resource URIs:

  • dojo://resources/{name} -- 8 documentation resources (AROMA philosophy, EIT principles, etc.)
  • dojo://seeds/{name} -- 20 seed patches
  • dojo://skills/{plugin}/{name} -- All loaded skills

Configuration

Env VarDefaultDescription
DOJO_SKILLS_PATH(bundled fallback)Path to CoworkPlugins root directory containing plugins/
DOJO_ADR_PATH./decisionsDirectory where dojo_log_decision writes ADR files
DOJO_GATEWAY_URLhttp://localhost:7340Dojo AgenticGateway base URL
DOJO_GATEWAY_TOKEN(unset)Bearer token for the gateway, if it requires one
DOJO_MEMORY_DB_URL(unset → hub tools disabled)Postgres DSN for the Memory Hub (URL or keyword form; use the SELECT-only role)
DOJO_HTTP_ADDR(unset → stdio)Opt into HTTP mode, e.g. :8091
DOJO_MCP_API_KEYS(unset)HTTP mode only: comma-separated label:key pairs (individually revocable)
DOJO_DISPATCH_ALLOWED_LABELS(unset → none)Key labels allowed to run dispatch-class tools
DOJO_DISPATCH_RATE_PER_MIN6Per-label rate limit for dispatch-class tools

The server works out of the box with zero configuration (bundled skills, default ADR path, stdio).


HTTP Mode (public endpoint)

Setting DOJO_HTTP_ADDR serves MCP streamable-HTTP instead of stdio:

  • POST/GET /mcp — the MCP endpoint, Bearer-key required (Authorization: Bearer ). Keyless or wrong-key requests get 401.
  • /mcp/k/ — same endpoint for clients that cannot send custom headers; the key is redacted in logs.
  • GET /health — unauthenticated liveness (status + version only).

The server refuses to start in HTTP mode without a valid, non-empty DOJO_MCP_API_KEYS. Every tool call is logged as tool_call tool=… key= dur_ms=… outcome=… — labels only, never key material, never payloads.

DOJO_HTTP_ADDR=:8091 \

DOJO_MCP_API_KEYS="win:$(openssl rand -hex 32)" \ ./dojo-mcp-server

curl -s localhost:8091/health curl -s -X POST localhost:8091/mcp \ -H "Authorization: Bearer " \ -H "Content-Type: application/json" \ -H "Accept: application/json, text/event-stream" \ -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2025-03-26","capabilities":{},"clientInfo":{"name":"curl","version":"0"}}}'

Client wiring (Claude Code): claude mcp add --transport http dojo-remote https:// /mcp --header "Authorization: Bearer ".

Deployment notes: ingress is expected to be a Cloudflare tunnel (no host ports); pin the container image by digest so auto-pull never surprise-deploys a new public surface. Image publishing: .github/workflows/docker-publish.yml → ghcr.io/dojogenesis/mcp (supersedes the old manually-pushed mcpbydojogenesis image).


Building from Source

git clone https://github.com/DojoGenesis/mcp.git

cd mcp

Build

go build -o dojo-mcp-server ./cmd/server

Run

./dojo-mcp-server

Test

go test -race -v ./...

Requires Go 1.23 or later.

Docker

# Build the image

docker build -t dojo-mcp-server .

Run via stdio (for MCP hosts)

docker run -i --rm dojo-mcp-server

Run with skills path mounted

docker run -i --rm -v /path/to/CoworkPlugins:/skills -e DOJO_SKILLS_PATH=/skills dojo-mcp-server

Project Structure

mcp-server/

cmd/server/main.go Server entry point, env vars internal/ dojo/ handler.go 7 MCP tool handlers scaffolds.go Scout and reflect methodology templates skills/ loader.go Filesystem SKILL.md loader search.go Keyword + trigger search bundled.go go:embed fallback (15 key skills) bundled/ Embedded SKILL.md files decisions/ writer.go ADR file writer wisdom/ base.go Wisdom base, search, helpers seeds.go 20 seed patches resources.go 8 documentation resources Dockerfile Multi-stage container build .github/workflows/ci.yml CI pipeline .goreleaser.yml Cross-platform release config

Philosophy

Dojo Genesis is built on three core principles:

  1. Beginner's Mind -- Approach every interaction fresh, free from accumulated expertise.
  2. Self-Definition -- Help users see their own thinking, not impose external frameworks.
  3. Understanding is Love -- Deep, non-judgmental understanding is the highest service.

License

MIT License -- see LICENSE for details.

Copyright (c) 2026 Dojo Genesis

Contributing

Contributions are welcome. Please see github.com/DojoGenesis for organization-level guidelines.

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