Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Beschreibung vom Entwickler (englisches Original)
Model-agnostic MCP control plane for HAI: bounded missions, owner-gated actions, drift checks.
Diese drei werden nie zu einer Punktzahl zusammengefasst: Meinungen, Messungen und Beliebtheit sind verschiedene Dinge.
Für diesen Server haben wir noch keine Zusammenfassung in einfacher Sprache geschrieben. Unten stehen die Fakten, die wir aus der Registry gelesen haben.
Wähle die KI-App, die du nutzt, und kopiere die Einstellungen.
HAI_HOME, HAI_OWNER_HOME, HAI_TRANSPORT, HAI_HTTP_HOST, HAI_HTTP_PORT, HAI_HTTP_TOKENAls geheim markierte Werte sind Schlüssel zu deinem Konto. Gib sie nie weiter und füge sie nie in einen Chat ein.
Du brauchst
Welche App nutzt du?
Wähle oben deine App. Wir merken sie uns, damit der Button beim nächsten Mal „In … installieren“ anzeigt.
Öffne Claude Desktop → Settings → Developer → Edit Config und füge dies in claude_desktop_config.json ein
{
"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"
}
}
}
}Führe das in deinem Terminal aus
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-mcpTrag die leeren Werte ein, bevor du ihn startest.
In .cursor/mcp.json in deinem Projekt oder in ~/.cursor/mcp.json einfügen
{
"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"
}
}
}
}Dein Browser fragt, ob er die App öffnen darf, dann zeigt die App die Einstellungen und bittet dich um Bestätigung. Schlüsselwerte bleiben leer, damit du sie selbst einträgst.
In .vscode/mcp.json in deinem Projekt einfügen
{
"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"
}
}
}
}Dein Browser fragt, ob er die App öffnen darf, dann zeigt die App die Einstellungen und bittet dich um Bestätigung. Schlüsselwerte bleiben leer, damit du sie selbst einträgst.
Dieser Server läuft auf deinem Computer, und ChatGPT kann sich nur mit Servern im Internet verbinden. Wähle eine andere App.
Deine Auswahl bleibt in einem Cookie auf diesem Gerät; kein Konto nötig.
HAI_HOME envHAI_OWNER_HOME envHAI_TRANSPORT envHAI_HTTP_HOST envHAI_HTTP_PORT envDiese Einstellungen werden aus dem Registry-Eintrag des Entwicklers erzeugt. Wenn in der README etwas anderes steht, folge der README.
Läuft auf deinem Computer; die Tool-Liste erscheint nach der Installation in deiner KI-App.
Wir prüfen Informationen, die jeder sehen kann; den Code haben wir nicht gelesen. Checks, die nicht zutreffen, werden nicht mitgezählt. · Geprüft am 7. Nov. 2026
Der Registry-Name wurde mit dem GitHub-Konto smlfg bestätigt, dem das Repo gehört
Dieses Repo haben wir noch nicht von GitHub gelesen
Dieses Repo haben wir noch nicht von GitHub gelesen
Dieser Server läuft auf deinem Computer; es gibt keinen Endpunkt im Internet
Läuft auf deinem Computer und nutzt stattdessen lokale Einstellungen
Läuft auf deinem Computer; Tool-Listen können wir nur von Endpunkten im Internet lesen
Verglichen mit allen aktiven Servern dieser Kategorie in der Registry. Sterne zählen nur, wenn dem Herausgeber das Repo gehört.
Er hat 1 von 1 zutreffenden Basischecks bestanden. Den Code haben wir nicht gelesen. Bevor du einen Schlüssel oder Token hinzufügst, sieh nach, welche Zugriffe der Server verlangt, und nutze einen Schlüssel, der nur die Berechtigungen hat, die du brauchst.
Das musst du eintragen: HAI_HTTP_TOKEN
Er läuft auf deinem Computer. Deine KI-App startet ihn bei Bedarf, und die Daten laufen nicht über die Server des Entwicklers (außer der Server ruft selbst einen Onlinedienst auf).
Das GitHub-Repo wurde zuletzt – geändert, und die neueste Version (0.1.0) kam vor 25 Tagen in die Registry.
Apps, die MCP unterstützen, etwa Claude Desktop, Claude Code, Cursor und VS Code. Außerdem brauchst du Python (uv) auf deinem Computer.
In derselben Kategorie: Spec Driven Development, Remote Desktop Commander, MemberVault MCP by usefulapi
Server derselben Kategorie von anderen Entwicklern, sortiert nach Sternen.
So liest du eine Karte:★ GitHub-SterneiDrei Säulen: Bewertungen · Checks · NutzungiAktualisiert = neueste Version in der Registry veröffentlichti
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.
List courses; add users to courses, remove course access or delete users in MemberVault.
Unverändert aus dem Repo des Entwicklers übernommen. PopNx MCP hat den Inhalt weder geprüft noch empfiehlt es ihn. HTML, Bilder und Skripte wurden entfernt. Links führen von dieser Website weg.
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.Nur der Anfang wird gezeigt; den Rest findest du im Repo