Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Delegate coding tasks from Claude Code, Codex or opencode to any model opencode can run.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
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Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"forge-delegate": {
"command": "npx",
"args": [
"-y",
"forge-delegate",
"serve"
]
}
}
}Run this in your terminal
claude mcp add forge-delegate -- npx -y forge-delegate servePaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"forge-delegate": {
"command": "npx",
"args": [
"-y",
"forge-delegate",
"serve"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"forge-delegate": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"forge-delegate",
"serve"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
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These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
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 7, 2026
The registry name was verified with the GitHub account MuhamadBarzani, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
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
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 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 –, and the latest version (1.2.4) reached the registry 11 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: Spec Driven Development, Remote Desktop Commander, SwarmMemo
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Talk with agent swarms: rooms, private messages and paid tasks for AI agents
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MCP server that delegates coding work from your primary agent (Claude Code, Codex, or opencode) to other AI models, so your main agent's context stays small. The high-volume typing happens in another model's context, usually a cheaper or free one, and only a summary comes back. Full agentic delegation via opencode for real work; direct API calls for second opinions.
Your main agent (the expensive one) keeps architecture, critical logic, and hard decisions. The cheap model grinds through the high-volume, low-risk work (boilerplate, repetitive edits, tests, lint/type fixes) and reports back.
┌──────────────────┐ MCP (stdio) ┌──────────────────┐ opencode run ┌──────────────────┐
│ Claude / Codex / │ ──────────────► │ forge-delegate │ ───────────────► │ opencode + cheap │ │ opencode (primary)│ │ (this server) │ --model cheap │ model │ └──────────────────┘ ◄────────────── └──────────────────┘ ◄─────────────── └──────────────────┘ result: text + session + token usage
Web configurator — pick model/targets/scope and get a ready-to-paste command (https://muhamadbarzani.github.io/forge-delegate/). The model picker is backed by the live models.dev catalog — searchable, with free/cheap filters and real prices, so you're picking from actual available models rather than guessing.
npx (recommended — works everywhere, no bash needed):
npx -y forge-delegate setup --model "opencode/deepseek-v4.1-flash-free" --targets "claude,codex,opencode"
That's it — npx bootstraps the package, and setup registers the MCP server with the agents you chose, sets your default model, and installs a small launcher that keeps the server up to date. Works on Windows (cmd/PowerShell), macOS, and Linux — no bash needed.
Run setup without flags and it walks you through the choices interactively (defaults in [brackets], Enter accepts). For the default model it lists every model your opencode can run and you pick one by number or name; pass any of the flags to skip that prompt. In an automated/non-terminal run it just uses sensible defaults.
GitHub Pages: enable it with *Settings → Pages → Deploy from a branch →
main//docs*.
The configurator lives at
docs/index.html.install.sh'sFORGE_DELEGATE_REPOdefault
(and the raw URL inside it) matters only if you self-host the fallback installer.
Working on a checkout yourself?
node cli.mjs setupdoes the same thing.
setup will:
--targets claude,codex,opencode).--model) so calls can omit model.startup_timeout_sec, tool_timeout_sec) above Codex's 10s/60s defaults so inline delegations aren't cut off.Routing and cost-policy guidance is injected by the MCP server itself into the agent's context via MCP instructions — no memory-file (CLAUDE.md/AGENTS.md) editing needed.
Then restart your agent and confirm the server is connected: /mcp in Claude Code, codex mcp, or opencode.
opencode run print help and exit successfully — so a pre-v2 binary fails silently. The server checks at startup and warns instead.opencode/* models** (e.g. opencode/deepseek-v4.1-flash-free) need no auth — zero setup.opencode auth login . forge-delegate reuses your opencode's credentials and never stores API keys. (Ollama needs no key, just the Ollama app running.)Use the npx route — no bash needed (works in cmd/PowerShell). All three targets, including native Windows Codex CLI, are supported.
--scope | Claude Code | Codex | opencode |
|---|---|---|---|
user (default) | ~/.claude.json — all projects | ~/.codex/config.toml — all projects | ~/.config/opencode/opencode.json — all projects |
project | .mcp.json in the project (needs one-time approval) | .codex/config.toml in the project (loads for trusted projects only) | opencode.json in the project |
opencode ships free no-auth models under opencode/:
npx -y forge-delegate setup --model "opencode/deepseek-v4.1-flash-free" --targets "claude,codex"
Other free options: opencode/mimo-v2.6-flash-free, opencode/nemotron-3.5-lightning-free. Free tiers are rate-limited; switch anytime with forge-delegate config set --model .
| Tool | What it does | Context cost |
|---|---|---|
ask_model | Second opinion from another model (direct API, no file access) | Small |
delegate | Model works autonomously via opencode's own tool loop — inline by default; background:true returns a job id to poll via check_delegation | Tiny→Medium |
check_delegation | Poll a background job (or list all with no id) | Tiny |
list_models | List local/keyless, direct-API, and agentic models | Small |
get_delegate_config | Read current configuration (default model, directory, autoApprove, profiles) | Tiny |
set_delegate_config | Change configuration at runtime — no reinstall | Tiny |
delegate is the context-saver: the external model gets its own tool loop executed by opencode locally. File contents never touch your main agent's context. Fast tasks return inline; long ones are auto-backgrounded by Claude Code (past ~2 min). Other hosts wait for an inline call, so the agent is told to pass background:true there for anything long.
Each delegation's result ends with the tokens it used and, when the provider reports prices, its cost. forge-delegate stats totals both per model.
| ✅ Delegate — high volume, low risk | ⛔ Keep on the primary agent |
|---|---|
| Tests for well-specified behavior | Architecture, system design, choosing abstractions |
| Boilerplate & scaffolding (CRUD, DTOs, fixtures, mocks) | Security-sensitive code (auth, crypto, secrets, permissions) |
| Mechanical edits across many files (renames, prop propagation, imports) | Concurrency, performance-critical paths, subtle correctness |
| Lint / formatting / type-error fixes | Ambiguous / underspecified requirements needing judgment |
| Docstrings, comments, README / changelog sections | Public API / interface design, breaking changes |
| Straightforward data transforms / migrations with a clear spec | Debugging unknown root causes |
| Obvious glue code / format conversions | Anything costly or hard to detect if wrong |
Full guide: docs/DELEGATION.md
delegate-work skillSetup also installs the skill for Claude Code (~/.claude/skills/delegate-work/, or /.claude/skills/ under --scope project) and for Codex (~/.agents/skills/delegate-work/, or /.agents/skills/). Skip it with --no-skill.
It exists because MCP server instructions are injected once at session start and get buried as the context fills — by turn 30 they lose to whatever is in front of the model. A skill description is re-matched against every user turn, so the delegation triggers ("write tests for", "rename X everywhere", "fix the lint errors") stay live for the whole session instead of decaying.
Stored in ~/.forge-delegate/config.json, read fresh on every call — change it anytime without reinstalling. Four ways:
get_delegate_config / set_delegate_config.forge-delegate config get, forge-delegate config set --model --timeout --dir --autoApprove false, forge-delegate config path.--model, --targets, --scope, --project-dir.| Field | Description | Default |
|---|---|---|
defaultModel | provider/model used when a call omits model | unset |
defaultAgent | opencode agent used for delegations | unset |
defaultVariant | default reasoning-effort variant | unset |
autoApprove | auto-approve permissions so headless delegations don't block | true |
timeoutMs | per-delegation timeout | 900000 (env FORGE_OPENCODE_TIMEOUT) |
defaultDirectory | default working directory for delegations | unset (server cwd) |
profiles | named presets { name: { model, agent, variant, autoApprove, directory } } | {} |
Every delegation tool also accepts per-call model, directory, agent, autoApprove, and profile overrides. Per-call values beat profile values beat config defaults.
opencode/deepseek-v4.1-flash-free, ...) plus anything you have logged in via opencode auth login .provider/model for OpenAI-compatible providers.opencode.json (@ai-sdk/openai-compatible + baseURL), callable as provider/model.ollama:llama3, local:qwen2.5-coder, no key needed.autoApprove: true runs delegations non-interactively with tool permissions granted — point them at repositories you trust and review the diffs. Set autoApprove: false to require manual approval.~/.forge-delegate/usage.jsonl; see forge-delegate stats.forge-delegate --version Print the installed version
forge-delegate setup Register with Claude Code / Codex / opencode forge-delegate serve Start the MCP server (used internally) forge-delegate config get | set | path forge-delegate status Show version, update mode, opencode logins, usage forge-delegate stats Show detailed usage statistics
setup on a published install writes ~/.forge-delegate/launcher.mjs and registers that path instead of npx. The launcher keeps a private install under ~/.forge-delegate/pkg, asks npm for the newest release at most every 6 hours, and installs newer same-major versions automatically. Installs use npm install --ignore-scripts, go through a staging directory, and fall back to the last good version if anything fails. A new version lands on the next agent start; the download itself happens in the background so startup is never delayed.
Disable automatic updates with FORGE_AUTO_UPDATE=0. A major release (2.0.0) is never installed automatically — re-run npx -y forge-delegate setup to take it deliberately.
The launcher is also the CLI entry point: node ~/.forge-delegate/launcher.mjs status reports the running version and update mode, and --version prints the version.
npx installs configured by hand are not covered by the launcher: npx keeps its cached copy forever, so clear it with rm -rf ~/.npm/_npx and restart. Running npx -y forge-delegate@latest setup migrates an npx install to the launcher; @latest gets its own npx cache slot, and if it still starts an old version, clear the cache first.
The primary install is npx -y forge-delegate setup, so the package must be on npm. Checklist:
npm run prepublishOnly — syntax-checks all entry files (runs automatically on publish).npm pack --dry-run — confirm the tarball contains only launcher.mjs, cli.mjs, server.mjs, lib.mjs, install.sh, docs/, skills/, README.md (via the files field), not node_modules.Only the beginning is shown; read the rest in the repo