GitDiagram
Architecture diagrams, explanations and Mermaid source for public GitHub repositories.
Background sub-agents for Claude Code, Codex, Kimi and OpenCode, over MCP, with a spend cap.
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 Python (uv) 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 subtask for Claude on this computer, in this order: 1) Check uv with uv --version. If it is missing, tell me to install it from https://docs.astral.sh/uv/getting-started/installation/; do not install it yourself. 2) Use only this config (already checked by PopNx MCP): { "mcpServers": { "subtask": { "command": "uvx", "args": [ "subtask-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 subtask 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
uv --versionMac: press ⌘ + Space, type Terminal, press Enter
Windows: open Start, type Windows PowerShell, then Open
Not installed: uv has no click-through installer. Copy the one-line command for your system (macOS or Windows) from uv’s official page into Terminal · no separate Python install needed; uv downloads it when required
When it’s done, close Terminal, open it again and run the same command. You should see a version number: uv --version
Install once; it works for everything that needs uv
SettingsDeveloperEdit Config
{
"mcpServers": {
"subtask": {
"command": "uvx",
"args": [
"subtask-mcp"
]
}
}
}Use subtask and tell me what you can do for me, then show me one thing✓ If Claude says it is using subtask or shows a subtask 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 subtask yet
subtask runs on your computer, but ChatGPT can only connect servers that run on the web
A · Use an app that can connect subtask
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 Python (uv) 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 subtask for Claude Code on this computer, in this order: 1) Check uv with uv --version. If it is missing, tell me to install it from https://docs.astral.sh/uv/getting-started/installation/; do not install it yourself. 2) Use only this config (already checked by PopNx MCP): claude mcp add --scope user subtask -- uvx subtask-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 subtask 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
uv --versionMac: press ⌘ + Space, type Terminal, press Enter
Windows: open Start, type Windows PowerShell, then Open
Not installed: uv has no click-through installer. Copy the one-line command for your system (macOS or Windows) from uv’s official page into Terminal · no separate Python install needed; uv downloads it when required
When it’s done, close Terminal, open it again and run the same command. You should see a version number: uv --version
Install once; it works for everything that needs uv
Mac: press Command+Space and type Terminal · Windows: open PowerShell
claude mcp add --scope user subtask -- uvx subtask-mcpYou should see subtask listed as connected
Use subtask and tell me what you can do for me, then show me one thing✓ If Claude Code says it is using subtask or shows a subtask 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 Python (uv) 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 subtask for Cursor on this computer, in this order: 1) Check uv with uv --version. If it is missing, tell me to install it from https://docs.astral.sh/uv/getting-started/installation/; do not install it yourself. 2) Use only this config (already checked by PopNx MCP): { "mcpServers": { "subtask": { "command": "uvx", "args": [ "subtask-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 subtask 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
uv --versionMac: press ⌘ + Space, type Terminal, press Enter
Windows: open Start, type Windows PowerShell, then Open
Not installed: uv has no click-through installer. Copy the one-line command for your system (macOS or Windows) from uv’s official page into Terminal · no separate Python install needed; uv downloads it when required
When it’s done, close Terminal, open it again and run the same command. You should see a version number: uv --version
Install once; it works for everything that needs uv
Use subtask and tell me what you can do for me, then show me one thing✓ If Cursor says it is using subtask or shows a subtask 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 Python (uv) 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 subtask for VS Code on this computer, in this order: 1) Check uv with uv --version. If it is missing, tell me to install it from https://docs.astral.sh/uv/getting-started/installation/; do not install it yourself. 2) Use only this config (already checked by PopNx MCP): { "servers": { "subtask": { "type": "stdio", "command": "uvx", "args": [ "subtask-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 subtask 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
uv --versionMac: press ⌘ + Space, type Terminal, press Enter
Windows: open Start, type Windows PowerShell, then Open
Not installed: uv has no click-through installer. Copy the one-line command for your system (macOS or Windows) from uv’s official page into Terminal · no separate Python install needed; uv downloads it when required
When it’s done, close Terminal, open it again and run the same command. You should see a version number: uv --version
Install once; it works for everything that needs uv
Use subtask and tell me what you can do for me, then show me one thing✓ If VS Code says it is using subtask or shows a subtask 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
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 subtask -- uvx subtask-mcpClaude Desktop (claude_desktop_config.json)
{
"mcpServers": {
"subtask": {
"command": "uvx",
"args": [
"subtask-mcp"
]
}
}
}Cursor (~/.cursor/mcp.json)
{
"mcpServers": {
"subtask": {
"command": "uvx",
"args": [
"subtask-mcp"
]
}
}
}VS Code (mcp.json)
{
"servers": {
"subtask": {
"type": "stdio",
"command": "uvx",
"args": [
"subtask-mcp"
]
}
}
}These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Based 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 tedin7, which owns the repo
Code last changed today
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 subtask-mcp@0.5.9
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 today, and the latest version (0.5.9) reached the registry 12 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) 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.
A local delegation scheduler for coding agents. One MCP server (and a twin CLI) lets Claude Code, Codex, Kimi Code or OpenCode start work in parallel, wait for it with a single call, and read back a short summary with evidence. It picks an engine that can take the job, books money and slots safely across processes, and says honestly how isolated each run is.
start_many([{task: "Fix the flaky test in tests/test_sync.py", repo: "/src/app", verify: "pytest -q tests/test_sync.py"},
{task: "List every caller of parse_date()", kind: "read", readonly: true, cwd: "/src/app"}]) -> st-4f2a91 started · sonnet-api · branch subtask/st-4f2a91 · sandbox st-77c0de started · haiku-api · /src/app · readonly wait(["st-4f2a91", "st-77c0de"]) # Claude Code shows: Subtask · 01:16 · 1/2 ended — st-4f2a91 running tests: pytest -q -> st-4f2a91 done · sonnet-api · 6m · 0.412$ · verified · ...
result("st-4f2a91", evidence=True) # JSON: base/head, changed files, observed commands, verify exit code, cost
start_many + one wait replace a polling loop.engine="auto" filters engines that can enforce the requested isolation, are installed, fit the budget and have quota, then ranks them with an explicit utility (subtask routing explain).verify="..." runs your check on the commit the worker left; result(evidence=True) separates what subtask observed from what the worker reported.The distribution is subtask-mcp (the PyPI name subtask is an unrelated project). Full guide, per client, with native commands: docs/install.md.
uv tool install "git+https://github.com/tedin7/subtask@main" # or: uv tool install /path/to/checkout
subtask install --client all # prints the plan for every detected client subtask install --client all --yes # applies it: MCP server + skill subtask doctor --client all # checks app, config entry and a real handshake
subtask --version reports the installed Git commit when the installer records it. For local, editable, or registry installations without Git provenance it reports commit unknown.
Jev provides advisory workflow checks automatically, or only when requested:
subtask jev # policy, key availability and the current process's budget limits
subtask jev setup # guided setup; key input is hidden subtask jev auto # automatic routing, feedback and final delivery advice subtask jev manual # explicit review submissions only subtask jev off # block new Jev submissions
New installations start in manual mode. The policy and private key are shared by the configured clients. Enter keys through hidden subtask jev setup input or explicit stdin, never chat, argv or tool arguments. In auto, start_many appends routing advice, reply includes feedback advice, and final wait / result include evidence consistency and risk triage. Read this advice together with the existing baseline output. Routing and feedback preserve authorized work and worker instructions. manual requires explicit submissions; off blocks new ones.
These extra checks share the existing cap and deduplicate identical content. skipped, blocked and unknown are not passes; never retry an unknown send. Distinguish raw provider_choice from filtered assessment: a failed verification can veto supported deterministically, without being a Jev finding. Suggested next actions grant no authority, replace no checks, and trigger no automatic model fallback, merge, retry or release. See Jev setup and limits and the workflow study and its limits. These instructions describe the upcoming release; they do not certify a live install.
Claude Code plugin: claude plugin marketplace add tedin7/subtask then claude plugin install subtask@subtask. Codex: codex plugin marketplace add tedin7/subtask. API engines read ANTHROPIC_API_KEY from ~/.config/subtask/env (chmod 600).
| engine | pays with | read-only | isolation it can enforce |
|---|---|---|---|
haiku-api, sonnet-api, opus-api | API key, monthly cap | yes | sandbox (Claude Code OS sandbox) |
codex | Codex login (quota from local session files) | yes | sandbox (workspace-write), isolated |
opencode-go | opencode-go subscription | no | worktree, isolated |
kimi | Kimi login | no | worktree, isolated |
dsh | DeepSeek key, same cap (subtask-mcp[dsh]) | no | worktree |
opencode | OpenCode default provider (manual only) | no | worktree, isolated |
Add an engine without touching the core: an EngineAdapter registered under the subtask.engines entry point (see CONTRIBUTING.md).
worktree (default): a git worktree and branch per writing job. It prevents collisions; it is not a host sandbox.sandbox: the engine's own sandbox. Same user: a guard rail.isolated: bubblewrap. Read-only system, writable worktree and git dir only, a private HOME with only the engine's own state. Needs bwrap.untrusted: sandbox or stronger, and no network for the worker's commands.A job that cannot get the policy it asked for is refused, never downgraded. Output is redacted for common secret formats before it is saved or shown; redaction is a second layer, not a guarantee. See SECURITY.md.
| tool | what it does |
|---|---|
start(task, kind, repo, cwd, files, readonly, engine, max_usd, effort, base, max_turns, policy, verify, isolation, max_retries, adversarial, context_refs, auto_repomap, tier, invariants, allowed_paths, symbol_scope, oracle_cmd) | start one job (see below) |
start_many(tasks) | start several; partial success is listed per item. Items with id and depends_on form a group (grp-…) run as a DAG without extra turns; foreach= makes one copy per item of the parent's .subtask/fanout.json (at most 8), and dependents wait for every copy; after="any" starts when one parent succeeded |
integrate(ids, action="apply", auto_resolve=False) | worktree jobs back: diff, apply (all or nothing, uncommitted), discard; auto_resolve starts a reconciliation job on conflict |
consensus(prompt, engines, verify_cmd, isolation="worktree") | 2 to 4 engines solve it blind in their own worktrees, then one job compares their diffs as anonymous patches and writes one solution, checked by verify_cmd and the invariants; returns a group id |
bisect(good_ref, bad_ref, test_cmd, parallelism=4, auto_fix=False) | first commit that makes test_cmd fail, testing up to parallelism (max 8) commits per round in temporary worktrees; returns the commit, author and diff; auto_fix starts a verified fix job |
map_reduce(glob_pattern, prompt_template, batch_size=5, concurrency=3, verify_cmd, isolation="worktree") | one job per batch of files ({{files}} in the template), at most concurrency at a time; returns a group id |
wait(ids, timeout=300, mode="all", since=None, stall_timeout=None) | block until they end (any: the first; first_success: the first done and verified, the others are stopped); returns early on a stalled job; progress notifications while waiting; since cursor for clients without progress |
steer(id, action, instruction=None) | hint (queued, sent as a reply when the attempt ends), abort, retry (fresh job with the instruction) |
inspect(id, tail=80, grep=None) | raw log lines, only when the summary is not enough |
status(id) / result(id, full, evidence) | one line / summary or full text or JSON envelope |
reply(id, message) / stop(id) / cleanup(id) | continue / stop the work / remove a clean worktree (branch kept) |
engines() | capacity per engine with source, freshness and confidence, plus spend |
Options of start:
isolation="worktree": own worktree and branch (like repo=), plus SUBTASK_PORT (from 18100), SUBTASK_ID and a private TMPDIR. The result lists files_modified and diff_stat.verify + max_retries: a failed check resumes the job with the output; when every retry fails, a worktree goes back to its best attempt (scored from "N passed / N failed").adversarial=True: a Breaker job writes edge-case tests from the spec only; they are copied into the Builder's worktree and run with verify.context_refs: file:PATH[:A-B], git:diff[:REF], subtask:ID:summary|diff, resolved before start. auto_repomap=True adds tracked files with their top-level symbols (cached per HEAD).invariants (default ["no_test_deletion", "no_suppression"], [] turns them off): before verify counts, test functions may not decrease, no new skip/xfail markers, no new # type: ignore, # noqa or # pragma: no cover. A violation is a failed check with the reason, so a retry sees it.allowed_paths: files changed outside these paths are put back and the revert is committed.symbol_scope=["path.py::name", ...]: only those top-level functions or classes may change in those files. integrate then merges several jobs' edits to one Python file symbol by symbol; overlaps, import or constant changes, and symbols changed on the target meanwhile are a conflict, never a guess.oracle_cmd: after a passing verify, runs the command on the job's base and on its result at the same time and reports whether exit code and stdout match, plus duration_ms_before, duration_ms_after, speedup_pct.tier: fast (effort low), deep (effort high, kind hard), free_only. Past 75% of the monthly cap, auto and balanced go to free engines and the reply carries budget_warning.low, high and max effort. Subtask maps medium to high and xhigh to max for those models, which can consume more quota. New sessions retain the effective effort when resumed; custom model aliases keep the requested value.Memory: when a check fails and a retry fixes it, subtask stores a short lesson for that repository in $SUBTASK_HOME/engrams/ (at most 50, least recently used dropped). Jobs on the same paths get the top three. Groups have a blackboard file for shared notes; new notes show in wait(since=...).
CLI only: subtask board [--json] (the view the OpenCode plugin renders), subtask doctor, gc [--apply], du, roi, routing explain|calibrate, watch ID..., install, uninstall, and --model, --no-sandbox, --untrusted on start.
The gc preview reads recorded job states without settling workers; jobs recorded as active are kept. gc does not calculate file sizes, so its output reports folder counts rather than reclaimed bytes. Run subtask du separately for disk usage; scanning large stores can take time. A copy with files in .reports is kept until a collector leaves a receipt, the regular file .reports/.collected (any content; its mtime must be at least that of the newest report). Empty .reports needs no receipt.
| client | during a wait |
|---|---|
| Claude Code 2.1 (TUI) | live line under the tool call, verified |
| OpenCode 2.0 | notifications received, not shown: use wait(since=...) |
| Kimi Code 2.1 | client does not request progress: wait(since=...) |
| Codex 0.162 | not yet verified (account at its us