Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Model-agnostic MCP control plane for HAI: bounded missions, owner-gated actions, drift checks.
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.
HAI_HOME, HAI_OWNER_HOME, HAI_TRANSPORT, HAI_HTTP_HOST, HAI_HTTP_PORT, HAI_HTTP_TOKENValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
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Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"hai": {
"command": "uvx",
"args": [
"hai-mcp"
],
"env": {
"HAI_HOME": "your-value",
"HAI_OWNER_HOME": "your-value",
"HAI_TRANSPORT": "your-value",
"HAI_HTTP_HOST": "your-value",
"HAI_HTTP_PORT": "your-value",
"HAI_HTTP_TOKEN": "your-value"
}
}
}
}Run this in your terminal
claude mcp add hai --env HAI_HOME=your-value --env HAI_OWNER_HOME=your-value --env HAI_TRANSPORT=your-value --env HAI_HTTP_HOST=your-value --env HAI_HTTP_PORT=your-value --env HAI_HTTP_TOKEN=your-value -- uvx hai-mcpFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"hai": {
"command": "uvx",
"args": [
"hai-mcp"
],
"env": {
"HAI_HOME": "your-value",
"HAI_OWNER_HOME": "your-value",
"HAI_TRANSPORT": "your-value",
"HAI_HTTP_HOST": "your-value",
"HAI_HTTP_PORT": "your-value",
"HAI_HTTP_TOKEN": "your-value"
}
}
}
}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": {
"hai": {
"type": "stdio",
"command": "uvx",
"args": [
"hai-mcp"
],
"env": {
"HAI_HOME": "your-value",
"HAI_OWNER_HOME": "your-value",
"HAI_TRANSPORT": "your-value",
"HAI_HTTP_HOST": "your-value",
"HAI_HTTP_PORT": "your-value",
"HAI_HTTP_TOKEN": "your-value"
}
}
}
}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.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
HAI_HOME envHAI_OWNER_HOME envHAI_TRANSPORT envHAI_HTTP_HOST envHAI_HTTP_PORT envThese 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 8, 2026
The registry name was verified with the GitHub account smlfg, 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.
You need to fill in: HAI_HTTP_TOKEN
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 (0.1.0) reached the registry 26 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: Spec Driven Development, Remote Desktop Commander, Thalovant MCP
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ 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.
Connect MCP clients to Thalovant control-plane and hub runtime APIs over stdio or Streamable HTTP.
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HAI-MCP · Model-agnostic MCP control-plane for the Human Agent Interface (HAI) approach
Agents are now driving shells, editors, browsers, and CI. Most of them work without a human in the loop long enough for the human to lose the thread. HAI — the Human Agent Interface — is an opinionated, evidence-based way to keep agentic work observable, bounded, owner-gated, and recoverable so a human can still *own* the work even when an agent is doing it.
HAI-MCP is the open-source, model-agnostic implementation of that approach. It is one of the pieces of Samuel Fleig's HAI stack — the part that any Model-Context-Protocol-speaking client can talk to, regardless of which LLM sits behind it.
Canonical site: https://www.human-agent-interface.com/ ·
About Samuel: https://www.human-agent-interface.com/samuel/
MCP — the Model Context Protocol — is a standard JSON-RPC interface that lets a tool server expose tools, resources, and prompts to an LLM-backed client (Claude Code, Codex, Cursor, Grok, OpenCode, Hermes, …). The client discovers the server's tools and calls them during a conversation; the server stays stateless from the model's point of view.
A control-plane server is one that does not do the work itself — it governs how work is authorised, scoped, recorded, and handed back to the human. Concretely, an MCP control-plane:
| Concern | What HAI-MCP exposes for it |
|---|---|
| Mission contract | hai_open_mission, hai_get_contract, hai_recontract |
| Session leasing | hai_authorize_session — time-bounded, contract-versioned |
| Activity classification | hai_check_activity / hai_drift_check — on-contract vs. off-contract |
| Focus & lanes | hai_set_focus, hai_status — at most 2 ACTIVE lanes |
| Owner gate | one-time nonces out-of-band (HAI_OWNER_HOME or ntfy), or Touch ID on macOS, for accept / recontract / abandon |
| Evidence & closure | hai_proof, hai_close_mission, hai_stop |
| Inbox & intake | hai_intake, hai_distill, hai_park, hai_park_item |
| Recovery | hai_checkpoint, hai_recover |
HAI-MCP is deliberately not an agent runtime. It never calls an LLM, never runs shell, never pushes to git, and never deletes files. It is the judge — agents call it to ask *"may I?"* and to record *"I did"*.
String "2" is refused for an Integer field; the server stays reachable instead of silently mangling types.hai_authorize_session binds a lease to a mission id, a contract version, a duration, a role, a contribution, and a claimed criterion set.hai_check_activity classifies planned or observed activity against the contract without ever calling an LLM.HAI_OWNER_HOME / file, or ntfy). The client never sees the code. The code is bound to the exact change, single-use, expiring; only the hash is stored in HAI_HOME.owner_ack flag — an honor system, surfaced as such by hai_health.hai_bind_project joins a logical project_id to a device-local directory behind owner_ack + reason.streamable-http with optional bearer-token binding (loopback only by default).hai_checkpoint snapshots context; hai_recover returns the smallest recovery next action.Requires Python ≥ 3.12 and uv.
git clone https://github.com/smlfg/hai-mcp.git
cd hai-mcp uv sync --all-extras uv run hai-mcp # stdio transport, default
Streamable-HTTP transport:
HAI_TRANSPORT=streamable-http \
HAI_HTTP_HOST=127.0.0.1 \ HAI_HTTP_PORT=8765 \ HAI_HTTP_TOKEN="$(openssl rand -hex 32)" \ uv run hai-mcp
HTTP binding to non-loopback hosts is refused unless
HAI_HTTP_TOKENis
set. See
docs/OWNER_GATE.mdand the--helpoutput.
The server is transport-agnostic; every MCP client gets the same 23 tools. Drop the snippet into the client's MCP config and restart.
{
"mcpServers": { "hai": { "command": "uv", "args": [ "run", "--directory", "/absolute/path/to/hai-mcp", "hai-mcp" ], "env": { "HAI_HOME": "/home/you/.hai", "HAI_OWNER_HOME": "/home/you/.hai-owner" } } } }
Cursor plugin: this repo is also a Cursor plugin (.cursor-plugin/plugin.json + mcp.json). It starts the server from PyPI with uvx hai-mcp, state goes to ~/.hai and ~/.hai-owner by default. Requires uv.
Manual config:
{
"mcpServers": { "hai": { "command": "uv", "args": [ "run", "--directory", "/absolute/path/to/hai-mcp", "hai-mcp" ], "env": { "HAI_HOME": "/home/you/.hai", "HAI_OWNER_HOME": "/home/you/.hai-owner" } } } }
Same shape — point at the uv run --directory … hai-mcp command and pass the two env vars. More snippets live in docs/client-snippets/.
A typical agent loop calls HAI-MCP before it acts and after it acts.
hai_mission_start(
problem = "Refactor the evaluator harness to be deterministic.", artifact = "Pull request titled 'evaluator: deterministic harness'.", done_criteria = [ {"id": "C1", "description": "Two A/B cases produce identical verdicts on three reruns."}, {"id": "C2", "description": "Harness runs offline; no live network calls."}, ], owner = "samuel", time_limit_hours = 6, non_goals = ["Do not touch the MCP server.", "Do not change contract shapes."], constraints = {"python": ">=3.12", "branch": "slice/eval-determinism"}, )
hai_authorize_session(
mission_id = " ", contract_version = 1, agent_identity = "codex-cli", role = "implementer", contribution = "Deterministic A/B harness", expected_result = "Green pytest with frozen inputs.", duration_minutes = 90, criterion_ids = ["C1", "C2"], device_id = "mbp-mirgraatin", harness_id = "codex-cli/0.45", )
hai_check_activity(
session_id = " ", activity_step = "Replace random.seed with a seeded fixture in tests/test_eval_ab.py", criterion_id = "C1", affected_paths = ["tests/test_eval_ab.py", "tests/fixtures/ab/case1.json"], )
hai_proof(
mission_id = " ", contract_version = 1, outcome_summary = "A/B cases produce identical verdicts on three reruns; harness offline.", evidence = { "C1": {"command": "pytest tests/test_eval_ab.py -q", "exit_code": 0, "reruns": [0, 0, 0]}, "C2": {"command": "pytest tests/test_eval_ab.py -q --offline", "exit_code": 0}, }, )
For hai_accept_next_step, hai_recontract, or abandoning a mission, the first call without owner_code asks the owner out of band.
HAI_OWNER_HOME or an ntfy topic. Relaying it back as owner_code= completes the action. The client never sees the code; only its hash is stored in HAI_HOME.HAI_OWNER_CHANNEL=touchid on the server. The server shows a Touch ID prompt and returns status: owner_approved. Call the same tool again with the same arguments (no code) to apply that exact change. Optional: HAI_OWNER_TOUCHID_TIMEOUT (default 60), HAI_OWNER_TOUCHID_HELPER (a compiled binary), and HAI_OWNER_TOUCHID_FALLBACK=file only when Touch ID cannot run.The approval is bound to the exact change and is single-use. On a Mac, uv run python scripts/manual_touchid.py prompt and … gate exercise the real sensor; CI mocks the helper. Detail: docs/OWNER_GATE.md.
$HAI_HOME — default ~/.hai$HAI_OWNER_HOME — default ~/.hai-owner (deliberately outside HAI_HOME so the agent cannot read it) /Projek-Managment/ (legacy) or device mount + relative prefixes when a project_id is boundHAI_HOME/core/projects.jsonAll writes are resolved and confined to these roots.
hai-mcp/
├── docs/ │ ├── TOOL_CONTRACT.md # normative tool contract (gates, errors, schemas) │ ├── OWNER_GATE.md # nonce + ack_legacy owner-gate spec │ ├── BUILD_HANDOFF.md │ ├── client-snippets/ # ready-to-paste mcp.json snippets │ ├── eval/ # A/B harness contract │ ├── plans/ # dated design slices │ └── visuals/ # mission-lifecycle banner assets ├── scripts/ # stdio smoke + impact-eval runner ├── src/hai_mcp/ # the server └── tests/ # 203 tests
HAI-MCP is intentionally narrow. It does not:
hai_check_activity / hai_proof.Only the beginning is shown; read the rest in the repo