DojoGenesis

io.github.DojoGenesis由 GitHub 账号 DojoGenesis 发布v3.2.1更新于 Oct 28, 2026

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

已验证STDIO仅桌面知识与记忆开发者工具

概览

AI 生成的概览

面向编码代理的本地方法论库:检索并调用 99 项开发技能、套用种子思维模式、进行反思,并写出 ADR 决策记录。

可以做什么
  • 搜索、列出并调用方法论技能,运行侦察与反思模板,套用可复用的种子模式
  • 将架构决策记录以 markdown 文件写入指定目录
  • 存储、列出并搜索网关会话记忆,并对 Postgres 记忆镜像做只读查询
  • 通过统一入口在记忆、技能、ADR 与种子之间检索
  • 创建与搜索种子、列出代理,并通过网关把提示词派发给 LLM
  • 跟踪项目状态与决策、设置处置状态,并运行收敛与健康检查
适用场景
适合希望编码助手遵循结构化、有名称的开发方法,而不只是获取更多资料,并希望把决策记录和可复用模式与项目放在一起的场景。README 本身说明尚未测量这些脚手架是否改善决策。
运行要求
以 stdio 本地进程运行,可用容器镜像或 Go 构建(需 Go 1.23 或更高版本)。零配置即可使用内置技能。可选设置:DOJO_SKILLS_PATH 指向完整技能库,DOJO_ADR_PATH 指定决策记录写入位置,DOJO_GATEWAY_URL 与 DOJO_GATEWAY_TOKEN 用于网关,DOJO_MEMORY_DB_URL 用于记忆中心工具。
安装前请注意
派发类工具会通过网关消耗 LLM 供应商预算,并受速率限制。决策写入工具会在 DOJO_ADR_PATH 中创建文件。DOJO_GATEWAY_TOKEN 与 DOJO_MEMORY_DB_URL 属于凭据,README 建议使用仅可 SELECT 的数据库角色。HTTP 模式需要 DOJO_MCP_API_KEYS,缺失时服务器拒绝启动。

安装

在 SourceWeft 中

  1. 打开 控制台中的 DojoGenesis,将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Desktop only,通过 STDIO。 STDIO 服务会启动本地进程,因此需要 SourceWeft 桌面宿主。

其他 MCP 客户端

参照 仓库 中的启动说明。

README

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.

[CI] [Go] [License: MIT] [MCP] [LobeHub]


Quick Install

Claude Code

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

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

Or using Docker:

json
{  "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):

json
{  "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 <key>). Keyless or wrong-key requests get 401.
  • /mcp/k/<key> — 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=<label> dur_ms=… outcome=… — labels only, never key material, never payloads.

bash
DOJO_HTTP_ADDR=:8091 \DOJO_MCP_API_KEYS="win:$(openssl rand -hex 32)" \./dojo-mcp-server
curl -s localhost:8091/healthcurl -s -X POST localhost:8091/mcp \  -H "Authorization: Bearer <key>" \  -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://<host>/mcp --header "Authorization: Bearer <key>".

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

bash
git clone https://github.com/DojoGenesis/mcp.gitcd mcp
# Buildgo build -o dojo-mcp-server ./cmd/server
# Run./dojo-mcp-server
# Testgo test -race -v ./...

Requires Go 1.23 or later.

Docker

bash
# Build the imagedocker build -t dojo-mcp-server .
# Run via stdio (for MCP hosts)docker run -i --rm dojo-mcp-server
# Run with skills path mounteddocker 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.

来源:README.md,提交 61b731a

工具

0
SourceWeft 尚未在沙箱中启动过该软件包,因此其工具未知。

版本历史

1
  1. v3.2.1最新Sep 16, 2026

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