GitDiagram
Architecture diagrams, explanations and Mermaid source for public GitHub repositories.
Hands bounded coding work to cheaper worker agents: verified answers, exact diffs, cost receipts.
Pick the AI app you use, then copy the settings.
Passed 3/3 checks · Runs on your computer · ✓ Commands checked Nov 13, 2026
First: which AI do you use?
Pick your app and the steps appear below.
Works with Claude, with some setup first
Install Node.js 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 Pitroom for Claude on this computer, in this order: 1) Check Node.js with node -v. If it is missing, tell me to install it from https://nodejs.org/en/download; do not install it yourself. 2) Use only this config (already checked by PopNx MCP): { "mcpServers": { "pitroom": { "command": "npx", "args": [ "-y", "pitroom", "mcp" ] } } } 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 Pitroom 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
node -vMac: press ⌘ + Space, type Terminal, press Enter
Windows: open Start, type Windows PowerShell, then Open
Not installed: Open the official download page, pick the LTS version and the click-through installer: .pkg on Mac · .msi on Windows. Double-click and follow it to the end. No curl command needed
Open the Node.js download page ↗
When it’s done, close Terminal, open it again and run the same command. You should see a version number: node -v
Install once; it works for everything that needs Node.js
SettingsDeveloperEdit Config
{
"mcpServers": {
"pitroom": {
"command": "npx",
"args": [
"-y",
"pitroom",
"mcp"
]
}
}
}Use Pitroom and tell me what you can do for me, then show me one thing✓ If Claude says it is using Pitroom or shows a Pitroom tool in the answer, you are connected
Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version
ChatGPT cannot connect Pitroom yet
Pitroom runs on your computer, but ChatGPT can only connect servers that run on the web
A · Use an app that can connect Pitroom
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 Node.js 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 Pitroom for Claude Code on this computer, in this order: 1) Check Node.js with node -v. If it is missing, tell me to install it from https://nodejs.org/en/download; do not install it yourself. 2) Use only this config (already checked by PopNx MCP): claude mcp add --scope user pitroom -- npx -y pitroom mcp 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 Pitroom 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
node -vMac: press ⌘ + Space, type Terminal, press Enter
Windows: open Start, type Windows PowerShell, then Open
Not installed: Open the official download page, pick the LTS version and the click-through installer: .pkg on Mac · .msi on Windows. Double-click and follow it to the end. No curl command needed
Open the Node.js download page ↗
When it’s done, close Terminal, open it again and run the same command. You should see a version number: node -v
Install once; it works for everything that needs Node.js
Mac: press Command+Space and type Terminal · Windows: open PowerShell
claude mcp add --scope user pitroom -- npx -y pitroom mcpYou should see Pitroom listed as connected
Use Pitroom and tell me what you can do for me, then show me one thing✓ If Claude Code says it is using Pitroom or shows a Pitroom tool in the answer, you are connected
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 Node.js 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 Pitroom for Cursor on this computer, in this order: 1) Check Node.js with node -v. If it is missing, tell me to install it from https://nodejs.org/en/download; do not install it yourself. 2) Use only this config (already checked by PopNx MCP): { "mcpServers": { "pitroom": { "command": "npx", "args": [ "-y", "pitroom", "mcp" ] } } } 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 Pitroom 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
node -vMac: press ⌘ + Space, type Terminal, press Enter
Windows: open Start, type Windows PowerShell, then Open
Not installed: Open the official download page, pick the LTS version and the click-through installer: .pkg on Mac · .msi on Windows. Double-click and follow it to the end. No curl command needed
Open the Node.js download page ↗
When it’s done, close Terminal, open it again and run the same command. You should see a version number: node -v
Install once; it works for everything that needs Node.js
Use Pitroom and tell me what you can do for me, then show me one thing✓ If Cursor says it is using Pitroom or shows a Pitroom tool in the answer, you are connected
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 Node.js 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 Pitroom for VS Code on this computer, in this order: 1) Check Node.js with node -v. If it is missing, tell me to install it from https://nodejs.org/en/download; do not install it yourself. 2) Use only this config (already checked by PopNx MCP): { "servers": { "pitroom": { "type": "stdio", "command": "npx", "args": [ "-y", "pitroom", "mcp" ] } } } 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 Pitroom 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
node -vMac: press ⌘ + Space, type Terminal, press Enter
Windows: open Start, type Windows PowerShell, then Open
Not installed: Open the official download page, pick the LTS version and the click-through installer: .pkg on Mac · .msi on Windows. Double-click and follow it to the end. No curl command needed
Open the Node.js download page ↗
When it’s done, close Terminal, open it again and run the same command. You should see a version number: node -v
Install once; it works for everything that needs Node.js
Use Pitroom and tell me what you can do for me, then show me one thing✓ If VS Code says it is using Pitroom or shows a Pitroom tool in the answer, you are connected
Menu names checked against VS Code’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Claude Code
claude mcp add --scope user pitroom -- npx -y pitroom mcpClaude Desktop (claude_desktop_config.json)
{
"mcpServers": {
"pitroom": {
"command": "npx",
"args": [
"-y",
"pitroom",
"mcp"
]
}
}
}Cursor (~/.cursor/mcp.json)
{
"mcpServers": {
"pitroom": {
"command": "npx",
"args": [
"-y",
"pitroom",
"mcp"
]
}
}
}VS Code (mcp.json)
{
"servers": {
"pitroom": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"pitroom",
"mcp"
]
}
}
}These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
npm: pitroomBased 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 ATASTECH, which owns the repo
Code last changed 17 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
No entries on OSV.dev for pitroom@0.29.0
Checks only this package version, not every dependency · checked Nov 15, 2026
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 17 days ago, and the latest version (0.29.0) reached the registry 17 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js 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.
Cheaper and faster: hand the reading, fixes, tests and reviews to workers that run in parallel. Keep the decisions.
Model-agnostic · Verified answers · Receipts, not vibes · OpenCode / Codex / Claude Code / Gemini CLI / Qwen Code / Kilo Code / Antigravity workers
[Quick start](#quick-start) · Dashboard · Benchmarks · Workflow · Skills · Commands · Workers · Responsibility · Write an adapter
Your agent decides · Cheap workers do the typing · A second model reviews
pitroom dash, with sample data
Claude Code, Codex and friends spend premium tokens *reading*: grepping, opening files, scanning code they'll never quote.
Pitroom goes one step further:
Your agent stays in the driver's seat. A pit crew of cheap workers does the legwork in parallel, while your agent keeps going, and hands back only the answer, the exact diff and a receipt.
No model is hardcoded.
Pitroom uses your worker CLI's default model: a free tier, a local MLX/Ollama model or a cheap paid one. Switch there and Pitroom follows.
OpenCode, Codex CLI, Claude Code, Gemini CLI, Qwen Code, Kilo Code, Antigravity CLI and Cursor CLI (the last two beta on Linux and Windows).
One group can mix them, and a fallback chain can cross them (how adapters work).
Every path:line a worker cites is checked on disk. A cite without its directory (ipc.ts:218, src/main/ipc.ts:218) is found in the project, and a call such as Schema.parse:432 is not mistaken for a file.
Your agent trusts what checks out and skips re-reading it.
No commit, push, reset or bulk delete. A git guard stops the tricks.
In isolate mode nothing reaches your tree until you apply it.
12 more features
pitroom savings --card card.svg makes a shareable card.fallback) and a run that hits "model not found", 429 or quota errors moves to the next model automatically, also when a plan's usage limit stops a worker part way (the next one finishes the task). Still no model hardcoded: the chain is yours.pitroom crew starts several workers at once, pitroom watch --json streams one line per change so your agent follows them live, pitroom wait -g collects every answer, pitroom apply -g lands isolated patches in order. Up to 20 workers run at once by default (maxParallel, 30 at most), the rest queue, and the fallback chain absorbs free-tier rate limits; parallel writers are refused.cheap tier, OpenCode's free model; standard (Codex) and capable (Claude Code) are for tasks that need them, and an optional review tier names who reviews. Gemini CLI with a free Google AI Studio key is one more cheap worker (small daily quota per model). pitroom models shows what each worker offers, the effort levels (low … xhigh) each model accepts, what you say it costs (costs) and what it used; --effort sets the level per run. Details: Models, costs and effort.pitroom revert .sudo, no publishing, no secrets. A worker cannot land a deletion either: pitroom apply refuses a patch that deletes files unless your agent passes --allow-delete.--isolate runs the worker in a private copy of your current state (its own repository, sharing your objects read-only), uncommitted and untracked files included, then hands you a patch: pitroom apply (checked, refuses on conflict) or pitroom discard ..pitroom/ folder, no .gitignore edits, no branches. Records live in ~/.local/state/pitroom.using-pitroom, pitroom-research, -crew, -implement), a CLI, and a Claude Code / Codex plugin whose session-start hook loads the workflow. Claude Code, Codex, Gemini CLI, Cursor, or anything that can run a shell command.pitroom dash opens a local page of every run (the task, what the worker did step by step, its result and diff) with history and statistics, for the agent apps that show neither hooks nor a status line; pitroom history searches everything Pitroom ever ran. See Dashboard.Each run gets the worker's own safety mechanism set to the mode (for OpenCode, a permission profile injected through OPENCODE_CONFIG_CONTENT): no commit/push/reset/checkout/stash/clean/rebase, no bulk deletes, no sudo, a file-reading tool that refuses .env and key files (OpenCode and Claude Code workers), no web tools unless you pass --web, no subagents, no recursive delegation. Only allow/deny rules, so a headless run never stalls on a prompt. A git guard on the worker's PATH also stops sh -c "git push", env git reset, aliases and scripts from committing, pushing, resetting, stashing or touching your index. Your opencode.json is never touched. These safeguards reduce risk; they are not a security boundary (see Responsibility and SECURITY.md).
A real run on a free OpenCode Zen model: your agent reads ~554 tokens instead of 163,000.
$ pitroom run "Which function builds the read-only permission profile, and which bash commands does it allow?"
pitroom ✔ done · read · 30s · run 20260930-003902-3270 session ses_… · model opencode/muse-spark-1.3-contributor-free
SUMMARY: The read-only permission profile is built by readProfile() in src/profiles.ts:89. Its bash allow-list is READ_ONLY_BASH in src/profiles.ts:29-46. DETAILS:
git status*:31, git diff*:32, … rg *:40, wc *:41.rg *--pre*:43, git *--output*:44, git *--ext-diff*:45.FILES CHANGED: none
── receipt: worker processed 163k tokens in 6 steps (7 tool calls) · worker cost $0.000 · returned ~554 tokens, 294× compression · est. saved $0.152 vs Claude Sonnet
Every run prints a receipt, and pitroom savings adds them up (--card writes this shareable card; the numbers here are sample data, and a real measurement follows in Benchmarks):
pitroom dash --detach prints the address of a live page on 127.0.0.1 (this machine only; it reads your runs and changes nothing but the two actions below). It is for the places where hook messages and status lines do not reach, such as the Claude Code and Codex apps: open it in a browser or in the app's own browser pane. The skills tell your agent to start it and give you the address when it runs workers in the background.
The screenshots below show sample data (an imaginary shop-api project), not a real one.
Live. What is running now, and the latest runs. Running cards show a timer, the worker's last words and its animated pixel mascot (a finished card shows the worker's logo); finished ones show the result and, for reviews, the findings.
Cards, audits, history, Stats, and Stop/Discard
Click a card and it grows into a panel with the task, what the worker did step by step (files read, searches, commands, edits, with times, failed ones marked), its result, the files and diff it changed, and the details (model, tokens, cost, fallbacks, reference check).
Audits and skipped workers show on the card. A research answer that another worker re-checked (Audits) carries an audited · agrees / partly agrees / disagrees badge and, when it disagrees, the claims it disputes; a worker left out because its quota ran out is listed under the details ("Skipped … cooling down until 14:05", see pitroom cooldown).
History searches everything Pitroom ever ran (the full text of tasks, answers and steps), with filters by state, model and period; each run opens as the same card as on Live. Stats shows runs, success rate, time, tokens and savings, per worker and model and per day.
<img src="docs/dash-history.png" width="49%"