Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Shared session bus for Claude, Codex, Copilot, Cursor, Gemini, AGY, Grok, and OpenCode.
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": {
"magents": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/abnegate/magents:0.14.2"
]
}
}
}Run this in your terminal
claude mcp add magents -- docker run -i --rm ghcr.io/abnegate/magents:0.14.2Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"magents": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/abnegate/magents:0.14.2"
]
}
}
}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": {
"magents": {
"type": "stdio",
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/abnegate/magents:0.14.2"
]
}
}
}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 abnegate, 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 (0.14.2) reached the registry 23 days 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: Spec Driven Development, Remote Desktop Commander, First Sale Scout
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.
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Claude Code, Codex, Copilot, Cursor, Gemini, AGY, Grok, and OpenCode already keep transcripts on disk. magents is the shared API over those sessions - an MCP server plus a small CLI - so one agent can pick up where another left off without you recapping, ping a *specific live chat* when you are not sitting in the middle, or start an independent persisted chat for a complete task.
It is not a second copy of history and not a fire-and-forget council. Existing chats stay the default unit of work; new chats are for independent work that benefits from its own session and working directory.
Install · Plugins · What you can do · Quick start · Tools · CLI · Releases
You already run more than one coding agent. The pain is not "more models" - it is context trapped in another window.
| Pain | What magents does |
|---|---|
| You switched hosts mid-task | Read the live session and continue *here* |
| Agent A hit a wall Agent B owns | Inject into that live chat without you as the messenger |
| A subtask can run alone | Spawn a headless persisted session with a complete prompt + reply path |
1. Handoff without a new thread You were in Claude on the disaster-recovery branch. Now you are in Grok. Ask Grok what they were doing; it reads the live session and continues. No paste buffer. No "new chat, here's the context."
2. Send when you are not the messenger Three agents running. Claude hits a wall Codex owns. Claude injects into that Codex thread and keeps going - especially useful when the sender already has the failing query, file, and constraint you would otherwise reconstruct.
3. Spawn independent work When a task can proceed alone, start a new headless persisted session with a complete prompt, an isolated working directory when files could collide, and a request to reply through magents. Spawned agents keep their host's native approval policy - spawning does not add an approval bypass.
brew install abnegate/tap/magents
magents install --all
curl -fsSL https://abnegate.github.io/apt-repo/pubkey.gpg | sudo gpg --dearmor -o /usr/share/keyrings/abnegate.gpg
echo "deb [signed-by=/usr/share/keyrings/abnegate.gpg] https://abnegate.github.io/apt-repo stable main" | sudo tee /etc/apt/sources.list.d/abnegate.list sudo apt update && sudo apt install magents magents install --all
From Releases:
curl -LSsf -o magents \
"https://github.com/abnegate/magents/releases/latest/download/magents-$(uname -m | sed 's/arm64/aarch64/')-$(uname -s | tr 'A-Z' 'a-z' | sed 's/darwin/apple-darwin/;s/linux/unknown-linux-musl/')" chmod +x magents ./magents install --all
Assets: magents-x86_64-unknown-linux-musl, magents-aarch64-unknown-linux-musl, magents-aarch64-apple-darwin, magents-x86_64-apple-darwin.
docker pull ghcr.io/abnegate/magents:latest
docker run --rm --user "$(id -u):$(id -g)" \ -v "$HOME:$HOME" -e HOME \ ghcr.io/abnegate/magents list --live
cargo install magents --locked
magents install --all
cargo install --path .
magents install --all
Host plugins package the magents skill plus an MCP entry that runs magents mcp. Install the CLI first (brew install abnegate/tap/magents), then load the matching folder under plugins/.
| Host | Path |
|---|---|
| Claude Code | plugins/claude |
| Codex | plugins/codex |
| Cursor | plugins/cursor |
| Gemini CLI | repo root (gemini-extension.json) |
| AGY CLI / Antigravity | plugins/agy |
Gemini CLI installs the extension straight from this repository:
gemini extensions install https://github.com/abnegate/magents
AGY CLI installs the plugin from plugins/agy (manifest, MCP, and skills):
agy plugin install https://github.com/abnegate/magents/plugins/agy
Details and marketplace notes: plugins/README.md.
magents install --all registers the stdio MCP server with each installed host, skipping hosts whose required binaries are unavailable:
grok mcp add magents -- magents mcp)claude mcp add --scope user magents -- magents mcp)codex mcp add magents -- magents mcp)~/.cursor/mcp.json)$XDG_CONFIG_HOME/opencode/opencode.json, default ~/.config/opencode)gemini mcp add -s user magents magents mcp)copilot mcp add magents -- magents mcp)agy mcp add magents magents mcp)It also writes the magents and learn skills under supported hosts' skills directories (~/.grok/skills/{magents,learn}, ~/.claude/skills/{magents,learn}, ~/.cursor/skills/{magents,learn}, and the OpenCode / Gemini / AGY / Copilot equivalents). /learn reads every local agent's sessions, not only Grok.
For Grok and Codex only, point a host at the binary yourself:
[mcp_servers.magents]
command = "/path/to/magents" args = ["mcp"]
For Cline, open MCP Servers → Configure MCP Servers and add this to cline_mcp_settings.json:
{
"mcpServers": { "magents": { "command": "magents", "args": ["mcp"] } } }
Restart the agent session (or refresh /mcps) so the tools appear.
Try:
magents list --live
magents digest grok:latest magents handoff grok:latest --reason "continuing in grok"
| Tool | Purpose |
|---|---|
list_sessions | Live and recent sessions; filter by cwd / branch |
get_session | Lookup by id, title, live name, pid, or agent:ref |
read_transcript | Compact inert handoff (last request, last action, recent turns) |
search_transcripts | Full-text search across those transcripts |
search_memories | Phrase search over Claude / Codex / Grok memory markdown |
create_memory | Write a note into Claude / Codex / Grok first-party memory |
spawn_session | Start a new headless persisted session for independent work |
send_message | Deliver a user turn to an existing chat |
handoff | Compact this session and inject it into another live chat |
inbox / ack / await_reply / reply | Mailbox for cross-session replies |
session_digest | Compact last request / action / cwd / branch / clipped turns |
files_touched | Paths another session edited |
stop_session | Stop a magents-supervised spawn or resume |
read_memory | Read one Claude / Codex / Grok memory markdown file |
get_note / put_note | Magents-owned shared scratch for a working directory |
whoami | Detect this connection; resolve session via env, socket, or unique cwd |
learn_collect | Collect compact records from every local agent's full history for /learn, or estimate a run |
learn_state | Read or update /learn state, decisions, and trash |
Refs can be prefixed: claude:disaster recovery, grok:latest, codex: , cursor:latest, opencode: , gemini:latest, agy: , copilot: .
magents list --live
magents list --agent grok --query edge magents get 'claude:disaster recovery' magents read grok:latest -n 20 magents digest grok:latest magents search "dedicated databases" --agent claude magents spawn codex --prompt-file /path/to/task.md --cwd /path/to/isolated-worktree magents send grok:latest "handoff: the DR runbook is in docs/RUNBOOK.md" magents handoff grok:latest --reason "continuing in grok" magents whoami magents learn estimate magents learn collect magents learn plan magents learn collect --since-last magents learn state
Pass --output json on any command for stable machine-readable stdout.
magents with no args on a piped stdin starts the MCP server.
magents spawn reads the complete task from stdin by default (--prompt-file supported). Prompt text is never a process argument.
list_sessions / read_transcript / search_transcripts / search_memories are the handoff. create_memory writes into another harness's first-party memory (Claude, Codex, or Grok).
Choose the write path by where the work should happen:
cwd when edits could collide. Success means launch accepted (accepted: true, status: "starting"), not that the task finished.send_message always appends to the mailbox, then prefers a native live path and otherwise starts a supervised headless resume:
| Surface | Delivery route |
|---|---|
| Claude Desktop | UDS user turn (/tmp/cc-socks/ .sock), then tmux or supervised claude -p --verbose --resume |
| Claude CLI | UDS when available, then tmux or supervised resume |
| Grok | Supervised grok --cwd --resume --output-format streaming-json --prompt-file /dev/stdin |
| Codex Desktop / VS Code | Length-prefixed JSON-RPC on ~/.codex/ipc/ipc.sock, then supervised codex exec ... resume |
| Codex CLI | Supervised codex exec --json -C resume - |
| Cursor | Supervised cursor-agent -p --output-format stream-json --resume --workspace |
| OpenCode | Supervised opencode run --format json --session , started in the session cwd (with PWD set) |
| Gemini CLI | Supervised gemini --resume --output-format stream-json |
| AGY CLI / Antigravity | Supervised agy --input-format stream-json --output-format stream-json --conversation |
| GitHub Copilot CLI | Supervised copilot --resume= --output-format json |
Supervised routes pass the user turn through stdin and do not expose transcript text, tokens, or raw host output in the response. Spawn never adds approval bypasses (--dangerously-skip-permissions, --yolo, --full-auto, etc.).
Session discovery sources: Claude ~/.claude and ~/.claude-* (plus Desktop Claude / Claude-* session dirs), Grok ~/.grok/active_sessions.json, Codex sqlite + rollout JSONL, Cursor agent-transcripts, OpenCode SQLite (opencode.db and channel databases, v1 session and v2 session_v2 / session_message tables), Gemini journals, AGY CLI conversations / brain plus Antigravity desktop conversation_summaries, Copilot session-state. Claude sessions include a profile field when they come from a named home (work for ~/.claude-work). Resume and live inject use that home's CLAUDE_CONFIG_DIR.
cargo test --locked --all-targets
cargo llvm-cov --locked --all-targets --ignore-filename-regex 'src/main.rs|/rustlib/' --fail-under-lines 98
CI runs format, clippy (-D warnings), the full test suite, and a 98% line-coverage gate.
MIT