GitDiagram
Architecture diagrams, explanations and Mermaid source for public GitHub repositories.
Practice library for coding agents: skill search/invoke, seed patches, scout, reflect, ADR writer
Pick the AI app you use, then copy the settings.
Passed 3/3 checks · Runs on your computer · ✓ Commands checked Nov 14, 2026
First: which AI do you use?
Pick your app and the steps appear below.
Works with Claude, with some setup first
Install Docker on your computer first (one time) · Only the Claude desktop app (Windows or Mac), not the web or phone
Copy this message into a Claude chat. The AI checks your computer, tells you which file it will change, and waits for your OK every time.
Please install the MCP server DojoGenesis MCP for Claude on this computer, in this order: 1) Check Docker with docker --version. If it is missing, tell me to install it from https://www.docker.com/products/docker-desktop/; do not install it yourself. 2) Use only this config (already checked by PopNx MCP): { "mcpServers": { "dojogenesis": { "command": "docker", "args": [ "run", "-i", "--rm", "ghcr.io/dojogenesis/mcp:3.2.1" ] } } } 3) Tell me the full path of the file you will change, or the command you will run, and wait for my OK. 4) No key is needed. 5) Do what we agreed, then check that the DojoGenesis MCP tools really show up.This message has no key in it. If a key is needed, the AI will ask you to paste it yourself into the file or the app’s field.
Already installed? Check first · Open Terminal, type this command and press Enter
docker --versionMac: press ⌘ + Space, type Terminal, press Enter
Windows: open Start, type Windows PowerShell, then Open
Not installed: Install Docker Desktop: on Mac open Docker.dmg and drag the icon to Applications (pick Apple silicon or Intel to match your Mac) · on Windows double-click Docker Desktop Installer.exe · then open the Docker Desktop app and leave it running. No curl command needed
Open the Docker download page ↗
When it’s done, close Terminal, open it again and run the same command. You should see a version number: docker --version
Install once; it works for everything that needs Docker
SettingsDeveloperEdit Config
{
"mcpServers": {
"dojogenesis": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/dojogenesis/mcp:3.2.1"
]
}
}
}Use DojoGenesis MCP and tell me what you can do for me, then show me one thing✓ If Claude says it is using DojoGenesis MCP or shows a DojoGenesis MCP tool in the answer, you are connected
The command above works without these. Add them only if you want to change something, following the maker’s description.
DOJO_SKILLS_PATH Path to a CoworkPlugins checkout for the full first-party practice library; 35 bundled skills are used when unsetDOJO_ADR_PATH Directory where dojo_log_decision writes ADR markdown (default ./decisions)Descriptions are as written by the maker.
Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version
ChatGPT cannot connect DojoGenesis MCP yet
DojoGenesis MCP runs on your computer, but ChatGPT can only connect servers that run on the web
A · Use an app that can connect DojoGenesis MCP
B · Others in Developer tools that work with ChatGPT
Picked from the most used in the same category, only ones that connect by address with no key
Works with Claude Code, with some setup first
Install Docker on your computer first (one time)
Copy this message into a Claude Code chat. The AI checks your computer, tells you which file it will change, and waits for your OK every time.
Please install the MCP server DojoGenesis MCP for Claude Code on this computer, in this order: 1) Check Docker with docker --version. If it is missing, tell me to install it from https://www.docker.com/products/docker-desktop/; do not install it yourself. 2) Use only this config (already checked by PopNx MCP): claude mcp add --scope user dojogenesis -- docker run -i --rm ghcr.io/dojogenesis/mcp:3.2.1 3) Tell me the full path of the file you will change, or the command you will run, and wait for my OK. 4) No key is needed. 5) Do what we agreed, then check that the DojoGenesis MCP tools really show up.This message has no key in it. If a key is needed, the AI will ask you to paste it yourself into the file or the app’s field.
Already installed? Check first · Open Terminal, type this command and press Enter
docker --versionMac: press ⌘ + Space, type Terminal, press Enter
Windows: open Start, type Windows PowerShell, then Open
Not installed: Install Docker Desktop: on Mac open Docker.dmg and drag the icon to Applications (pick Apple silicon or Intel to match your Mac) · on Windows double-click Docker Desktop Installer.exe · then open the Docker Desktop app and leave it running. No curl command needed
Open the Docker download page ↗
When it’s done, close Terminal, open it again and run the same command. You should see a version number: docker --version
Install once; it works for everything that needs Docker
Mac: press Command+Space and type Terminal · Windows: open PowerShell
claude mcp add --scope user dojogenesis -- docker run -i --rm ghcr.io/dojogenesis/mcp:3.2.1You should see DojoGenesis MCP listed as connected
Use DojoGenesis MCP and tell me what you can do for me, then show me one thing✓ If Claude Code says it is using DojoGenesis MCP or shows a DojoGenesis MCP tool in the answer, you are connected
The command above works without these. Add them only if you want to change something, following the maker’s description.
DOJO_SKILLS_PATH Path to a CoworkPlugins checkout for the full first-party practice library; 35 bundled skills are used when unsetDOJO_ADR_PATH Directory where dojo_log_decision writes ADR markdown (default ./decisions)Descriptions are as written by the maker.
Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with Cursor, with some setup first
Install Docker on your computer first (one time)
Copy this message into a Cursor chat. The AI checks your computer, tells you which file it will change, and waits for your OK every time.
Please install the MCP server DojoGenesis MCP for Cursor on this computer, in this order: 1) Check Docker with docker --version. If it is missing, tell me to install it from https://www.docker.com/products/docker-desktop/; do not install it yourself. 2) Use only this config (already checked by PopNx MCP): { "mcpServers": { "dojogenesis": { "command": "docker", "args": [ "run", "-i", "--rm", "ghcr.io/dojogenesis/mcp:3.2.1" ] } } } 3) Tell me the full path of the file you will change, or the command you will run, and wait for my OK. 4) No key is needed. 5) Do what we agreed, then check that the DojoGenesis MCP tools really show up.This message has no key in it. If a key is needed, the AI will ask you to paste it yourself into the file or the app’s field.
Already installed? Check first · Open Terminal, type this command and press Enter
docker --versionMac: press ⌘ + Space, type Terminal, press Enter
Windows: open Start, type Windows PowerShell, then Open
Not installed: Install Docker Desktop: on Mac open Docker.dmg and drag the icon to Applications (pick Apple silicon or Intel to match your Mac) · on Windows double-click Docker Desktop Installer.exe · then open the Docker Desktop app and leave it running. No curl command needed
Open the Docker download page ↗
When it’s done, close Terminal, open it again and run the same command. You should see a version number: docker --version
Install once; it works for everything that needs Docker
Use DojoGenesis MCP and tell me what you can do for me, then show me one thing✓ If Cursor says it is using DojoGenesis MCP or shows a DojoGenesis MCP tool in the answer, you are connected
The command above works without these. Add them only if you want to change something, following the maker’s description.
DOJO_SKILLS_PATH Path to a CoworkPlugins checkout for the full first-party practice library; 35 bundled skills are used when unsetDOJO_ADR_PATH Directory where dojo_log_decision writes ADR markdown (default ./decisions)Descriptions are as written by the maker.
Menu names checked against Cursor’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with VS Code, with some setup first
Install Docker on your computer first (one time)
Copy this message into a VS Code chat. The AI checks your computer, tells you which file it will change, and waits for your OK every time.
Please install the MCP server DojoGenesis MCP for VS Code on this computer, in this order: 1) Check Docker with docker --version. If it is missing, tell me to install it from https://www.docker.com/products/docker-desktop/; do not install it yourself. 2) Use only this config (already checked by PopNx MCP): { "servers": { "dojogenesis": { "type": "stdio", "command": "docker", "args": [ "run", "-i", "--rm", "ghcr.io/dojogenesis/mcp:3.2.1" ] } } } 3) Tell me the full path of the file you will change, or the command you will run, and wait for my OK. 4) No key is needed. 5) Do what we agreed, then check that the DojoGenesis MCP tools really show up.This message has no key in it. If a key is needed, the AI will ask you to paste it yourself into the file or the app’s field.
Already installed? Check first · Open Terminal, type this command and press Enter
docker --versionMac: press ⌘ + Space, type Terminal, press Enter
Windows: open Start, type Windows PowerShell, then Open
Not installed: Install Docker Desktop: on Mac open Docker.dmg and drag the icon to Applications (pick Apple silicon or Intel to match your Mac) · on Windows double-click Docker Desktop Installer.exe · then open the Docker Desktop app and leave it running. No curl command needed
Open the Docker download page ↗
When it’s done, close Terminal, open it again and run the same command. You should see a version number: docker --version
Install once; it works for everything that needs Docker
Use DojoGenesis MCP and tell me what you can do for me, then show me one thing✓ If VS Code says it is using DojoGenesis MCP or shows a DojoGenesis MCP tool in the answer, you are connected
The command above works without these. Add them only if you want to change something, following the maker’s description.
DOJO_SKILLS_PATH Path to a CoworkPlugins checkout for the full first-party practice library; 35 bundled skills are used when unsetDOJO_ADR_PATH Directory where dojo_log_decision writes ADR markdown (default ./decisions)Descriptions are as written by the maker.
Menu names checked against VS Code’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Other apps that use MCP, such as Windsurf, Zed or Gemini CLI, each add servers differently. See how in the app list.
JSON settings are under “For developers” below
Claude Code
claude mcp add --scope user dojogenesis -- docker run -i --rm ghcr.io/dojogenesis/mcp:3.2.1Claude Desktop (claude_desktop_config.json)
{
"mcpServers": {
"dojogenesis": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/dojogenesis/mcp:3.2.1"
]
}
}
}Cursor (~/.cursor/mcp.json)
{
"mcpServers": {
"dojogenesis": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/dojogenesis/mcp:3.2.1"
]
}
}
}VS Code (mcp.json)
{
"servers": {
"dojogenesis": {
"type": "stdio",
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/dojogenesis/mcp:3.2.1"
]
}
}
}DOJO_SKILLS_PATH envDOJO_ADR_PATH envDescriptions are as written by the maker.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
oci: ghcr.io/dojogenesis/mcp:3.2.1Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.
Run on your computer in
ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 15, 2026
The registry name was verified with the GitHub account DojoGenesis, which owns the repo
Code last changed 15 days ago
Uses MIT
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Not checked: only npm and PyPI packages with a version can be checked
Ask, share a tip or report that it does not work. Sorted by what people marked helpful.
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Posts here are written by users, not the PopNx team.
No reviews yet
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 3 of 3 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed 15 days ago, and the latest version (3.2.1) reached the registry 4 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Docker on your computer.
In the same category: GitDiagram, Appllama, Cloudflare MCP, Omnara, Repowise
Same category, other makers, commands already checked. Official ones first, then by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Architecture diagrams, explanations and Mermaid source for public GitHub repositories.
Study screens, flows and paywalls from top-earning iOS apps, then build from what wins.
Cloudflare MCP servers
Deploy durable AI agents with Omnara, an open-source managed-agent platform.
Codebase intelligence for AI coding agents: graph, git history, docs, decisions, code health.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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.
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"] } } }
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" } } } }
| Group | Tools |
|---|---|
| Methodology | dojo_scout, dojo_invoke_skill, dojo_search_skills, dojo_list_skills, dojo_apply_seed, dojo_reflect |
| Decisions | dojo_log_decision (writes ADR markdown to DOJO_ADR_PATH) |
| Gateway memory | dojo_memory_list, dojo_memory_store, dojo_memory_search (gateway session memory) |
| Memory Hub | dojo_search_memory, dojo_get_memory, dojo_recent_memories — read-only Postgres mirror of the institutional memory (DOJO_MEMORY_DB_URL) |
| Unified fetch | dojo_fetch — one tool to search AND fetch across memory hub + skills + ADRs + seeds (typed ids: memory:slug, skill:name, adr:file.md, seed:name) |
| Seeds | dojo_seed_list, dojo_seed_create, dojo_seed_search |
| Agents² | dojo_agent_list, dojo_agent_dispatch², dojo_agent_chat² |
| Dispatch² | dojo_dispatch² — prompt → LLM through the gateway |
| Project | dojo_project_status, dojo_project_track, dojo_project_decision |
| Disposition | dojo_disposition_list, dojo_disposition_set |
| Craft | dojo_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 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:
| Plugin | Skills |
|---|---|
agent-orchestration | agent-teaching, decision-propagation, handoff-protocol, workflow-router, workspace-navigation |
continuous-learning | debugging, project-exploration, research-modes, research-synthesis, retrospective, web-research-external |
skill-forge | mcp-cloudflare-builder, mcp-server-builder, process-extraction, skill-audit, skill-creation, skill-maintenance |
specification-driven-development | context-ingestion, frontend-from-backend, implementation-prompt, parallel-tracks, pre-implementation-checklist, release-specification |
strategic-thinking | iterative-scouting, multi-surface-strategy, product-positioning, strategic-scout |
system-health | documentation-audit, health-audit, semantic-clusters, status-writing |
wisdom-garden | compression-ritual, memory-garden, seed-extraction, seed-library |
Seeds are reusable thinking patterns drawn from across the Dojo ecosystem.
Dojo Genesis (Core)
| Seed | Description |
|---|---|
three_tiered_governance | Three-tiered governance framework: Strategic, Tactical, Operational. |
harness_trace | Nested JSON trace log for complete agent session traceability. |
context_iceberg | 4-tier context management system (hot/warm/cold/pruned). |
agent_connect | Routing-first agent architecture with a single supervisor. |
go_live_bundles | Lightweight deployment packages pairing artifacts with approval evidence. |
cost_guard | Budget for the full 5-10x context iceberg multiplier. |
safety_switch | Users must remain in control -- no autopilot on sensitive operations. |
implicit_perspective_extraction | Extract implicit perspectives from user queries without enumeration. |
mode_based_complexity_gating | Route to local or cloud models based on mode complexity. |
shared_infrastructure | Build once, reuse everywhere -- central implementations. |
AROMA & Serenity Valley
| Seed | Description |
|---|---|
sanctuary_architecture | Design digital spaces for being, not just doing. |
pace_of_understanding | Move slow to move fast; learn without extraction. |
lineage_transmission | Honor sources, trace influence, celebrate collaboration. |
graceful_failure | Permission to not know, change your mind, and ask for help. |
local_first_liberation | Local-first architecture for agent autonomy and user sovereignty. |
the_onsen_pattern | Rest as critical practice for sustainable performance. |
collaborative_calibration | Norms for peer-to-peer learning and explicit teaching. |
transparent_intelligence | Reveal internal state, admit uncertainty, make learning visible. |
inter_acceptance | Accept yourself through the compassionate eyes of another. |
radical_freedom | Agency and the power to choose your response within constraints. |
Documentation resources accessible via MCP resource URIs:
dojo://resources/{name} -- 8 documentation resources (AROMA philosophy, EIT principles, etc.)dojo://seeds/{name} -- 20 seed patchesdojo://skills/{plugin}/{name} -- All loaded skills| Env Var | Default | Description |
|---|---|---|
DOJO_SKILLS_PATH | (bundled fallback) | Path to CoworkPlugins root directory containing plugins/ |
DOJO_ADR_PATH | ./decisions | Directory where dojo_log_decision writes ADR files |
DOJO_GATEWAY_URL | http://localhost:7340 | Dojo 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_MIN | 6 | Per-label rate limit for dispatch-class tools |
The server works out of the box with zero configuration (bundled skills, default ADR path, stdio).
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).
git clone https://github.com/DojoGenesis/mcp.git
cd mcp
go build -o dojo-mcp-server ./cmd/server
./dojo-mcp-server
go test -race -v ./...
Requires Go 1.23 or later.
# Build the image
docker build -t dojo-mcp-server .
docker run -i --rm dojo-mcp-server
docker run -i --rm -v /path/to/CoworkPlugins:/skills -e DOJO_SKILLS_PATH=/skills dojo-mcp-server
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
Dojo Genesis is built on three core principles:
MIT License -- see LICENSE for details.
Copyright (c) 2026 Dojo Genesis
Contributions are welcome. Please see github.com/DojoGenesis for organization-level guidelines.