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A live demo of the DC Hub Power Index (DCPI) that ALSO runs as an MCP server
(launch(mcp_server=True)) so Hugging Face Agents / smolagents and any MCP client
can query it. Seven tools: the two DCPI classics (dcpi_score, compare_markets)
plus five bridge tools (grid scoreboard, facility search, market ranking,
interconnection queue, hyperscaler deals) forwarded to DC Hub's canonical MCP
server. The complete DC Hub MCP — every facility, market and deal in the
index, plus real-time grid telemetry, fiber and gas — lives at
https://dchub.cloud/mcp. Connect that for the full dataset (10 calls/day free
anonymous; free key via its claim_free_key tool).
★ COUNTS ARE NOT TYPED IN THIS FILE. They resolve from DC Hub's canon endpoint
(/api/v1/canon/phrases) via _canon() below, because a typed count here rots
silently: this Space shipped a facilities figure ABOVE canon's citation-safe
floor — an OVER-claim, the one direction a floored count must never take. Docstrings are the exception and state no count at all: they are
the MCP tool schema, they are read once at import, and a network call in the
import path is its own defect.
Optional Space secret DCHUB_API_KEY (a dchub_ key) lifts the bridge tools to
full-tier responses; without it they ride the anonymous free tier.
UI NOTE: the 7 tool functions below are the MCP contract (names + docstrings
become the tool schema at /gradio_api/mcp/schema) — keep them stable. UI-only
events that reuse them (e.g. textbox .submit) pass api_name=False so they
never mint a duplicate MCP tool.
"""
import json
import os
import time
import uuid
import requests
import gradio as gr
API = "https://dchub.cloud"
FULL_MCP = "https://dchub.cloud/mcp"
SPACE_MCP = "https://dchubcloud-dchub.hf.space/gradio_api/mcp/sse"
TIMEOUT = 20
API_KEY = (os.environ.get("DCHUB_API_KEY") or "").strip()
UA = "huggingface-space-dchub-bridge/1.0 (+https://dchub.cloud)"
# ── Canon-derived public counts ────────────────────────────────────────────
# DC Hub publishes its own citation-safe floors at /api/v1/canon/phrases. They
# are floored DOWN from the live measurement and are never above reality, which
# is exactly the property a public, CC-BY-4.0 surface needs.
#
# Fail-open by construction: an unreadable canon yields "" for every phrase and
# the copy renders COUNT-FREE. That asymmetry is deliberate — a missing number
# is visible and self-correcting, a stale one is neither.
_CANON_TTL = 3600
_CANON_TIMEOUT = 6 # short: this runs once at Space boot, before the UI
_canon_cache = {"at": 0.0, "val": {}}
def _canon():
"""Live public floors: {'facilities','deals','markets','tools'} or {}."""
now = time.time()
if _canon_cache["val"] and (now - _canon_cache["at"]) < _CANON_TTL:
return _canon_cache["val"]
try:
r = requests.get(f"{API}/api/v1/canon/phrases",
timeout=_CANON_TIMEOUT, headers={"User-Agent": UA})
d = r.json() if r.ok else {}
val = {k: str(d[k]) for k in ("facilities", "deals", "markets", "tools")
if d.get(k)}
except Exception:
val = {}
if val:
_canon_cache.update(at=now, val=val)
return _canon_cache["val"]
def _phrase(key, noun):
"""'20,400+ facilities', or '' when canon cannot be read.
Callers must tolerate the empty string — that is the whole point. Build
sentences so an absent phrase leaves them grammatical, never mangled.
"""
v = _canon().get(key)
return f"{v} {noun}" if v else ""
def _tools_clause():
"""' + 83 tools', or '' — a clause that may vanish without breaking prose."""
p = _phrase("tools", "tools")
return f" + {p}" if p else ""
def _tools_strong():
"""'<strong>83 tools</strong>, ' or '' — trailing comma travels with it."""
p = _phrase("tools", "tools")
return f"<strong>{p}</strong>, " if p else ""
def _verdict(score):
try:
s = float(score)
except (TypeError, ValueError):
return "—"
if s >= 60:
return "🟢 BUILD"
if s >= 30:
return "🟡 CAUTION"
return "🔴 AVOID"
def _slug(market):
return (market or "").strip().lower().replace(",", "").replace(" ", "-")
# ── DCPI reads ─────────────────────────────────────────────────────────────
# /api/v1/dcpi/scores/<slug> answers a keyless caller with a PREVIEW: the
# BUILD / CAUTION / AVOID verdict and the market identity are free, but every
# number (composite_score, avg_kwh_cents, queue_wait_months, ...) comes back
# null with "_gated": true. Printing those nulls read as "None/100" and a "—"
# verdict, and compare_markets coerced them to 0.0 and ranked every market
# AVOID — Cheyenne (BUILD) included. So: use the API's own verdict when the
# score is locked, say plainly that the number needs a key, and quote the
# API's own _upgrade_cta rather than typing a price here.
_VERDICT_BADGE = {"BUILD": "🟢 BUILD", "CAUTION": "🟡 CAUTION", "AVOID": "🔴 AVOID"}
_VERDICT_ORDER = {"BUILD": 0, "CAUTION": 1, "AVOID": 2}
def _dcpi_get(market):
headers = {"User-Agent": UA}
if API_KEY:
headers["X-API-Key"] = API_KEY
return requests.get(f"{API}/api/v1/dcpi/scores/{_slug(market)}",
timeout=TIMEOUT, headers=headers)
def _num(v):
return v if isinstance(v, (int, float)) and not isinstance(v, bool) else None
def _dcpi_verdict_word(d):
"""'BUILD' / 'CAUTION' / 'AVOID' from the score, else the API's verdict, else ''."""
score = _num(d.get("composite_score"))
if score is not None:
return _verdict(score).split()[-1]
v = str(d.get("verdict") or "").strip().upper()
return v if v in _VERDICT_BADGE else ""
def _score_locked(d):
return _num(d.get("composite_score")) is None
def _key_note(d):
cta = (d.get("_upgrade_cta") or "").strip()
return ("The numeric score, power cost and time-to-power need a DC Hub API key"
+ (f". {cta}" if cta else ".")
+ f" Or connect the DC Hub MCP → **{FULL_MCP}**.")
def dcpi_score(market: str) -> str:
"""Get the DC Hub Power Index (DCPI) for a U.S. data-center market: a 0-100
power-availability score with a BUILD / CAUTION / AVOID verdict, average power
cost (cents/kWh), and modeled time-to-power (months). Answers "can I actually
get power to build a data center in this market, and how soon?".
Args:
market: A U.S. market name, e.g. "Northern Virginia", "Phoenix", "Columbus",
"Dallas", "Atlanta", "Cheyenne", "Omaha", "Tulsa".
Without a DC Hub API key the verdict is returned and the numeric score is
reported as needing a key (it is never printed as a number it isn't).
"""
try:
r = _dcpi_get(market)
if r.status_code == 404:
return (f"No DCPI data for **{market}**. Try a major U.S. market — Northern "
f"Virginia, Phoenix, Columbus, Dallas, Atlanta, Cheyenne, Omaha, Tulsa.")
r.raise_for_status()
d = r.json()
name = d.get("market_name", market.title())
where = ", ".join(x for x in (d.get("state"), d.get("iso")) if x)
head = f"### {name}" + (f" ({where})" if where else "") + " — DC Hub Power Index\n"
if _score_locked(d):
word = _dcpi_verdict_word(d)
verdict_line = (f"- **Verdict: {_VERDICT_BADGE[word]}**\n" if word
else "- Verdict: not in the keyless response\n")
return (
head + verdict_line +
f"- **Score: needs a key.** {_key_note(d)}\n\n"
f"_DC Hub (dchub.cloud) · CC-BY-4.0._"
)
score = d.get("composite_score")
ttp = d.get("queue_wait_months")
ttp_s = f"~{int(ttp)} months" if isinstance(ttp, (int, float)) else "n/a"
return (
head +
f"- **Verdict: {_verdict(score)}** · composite **{score}/100**\n"
f"- Modeled time-to-power: **{ttp_s}**\n"
f"- Avg power cost: **{d.get('avg_kwh_cents', '?')} ¢/kWh**\n"
f"- Excess-power headroom: {d.get('excess_power_score', '?')}/100 · "
f"grid constraint: {d.get('constraint_score', '?')}/100\n\n"
f"_Modeled estimate from public ISO/EIA/queue data · DC Hub (dchub.cloud) · CC-BY-4.0._\n\n"
f"_Full grid headroom, interconnection queue, fiber{_tools_clause()}: connect the DC Hub MCP → **{FULL_MCP}**._"
)
except Exception as e:
return f"DC Hub lookup failed ({e}). Query the full live MCP at {FULL_MCP}."
def compare_markets(markets: str) -> str:
"""Rank several U.S. data-center markets by the DC Hub Power Index (DCPI),
best power-availability (BUILD) first, to decide where to build.
Args:
markets: Comma-separated market names, e.g.
"Northern Virginia, Phoenix, Cheyenne, Omaha".
"""
rows, locked = [], None
for m in [x.strip() for x in (markets or "").split(",") if x.strip()][:8]:
try:
r = _dcpi_get(m)
if r.status_code == 200:
d = r.json()
word = _dcpi_verdict_word(d)
score = _num(d.get("composite_score"))
if score is None and locked is None:
locked = d
# Verdict first, then score (locked scores sort last within a verdict).
rows.append((_VERDICT_ORDER.get(word, 3), -(score if score is not None else -1),
d.get("market_name", m.title()), word, score,
d.get("avg_kwh_cents"), d.get("queue_wait_months")))
except Exception:
pass
if not rows:
return "No DCPI data for those markets. Try major U.S. metros."
rows.sort()
out = ["### DCPI ranking — best power-availability first\n"]
for _o, _s, name, word, score, cost, ttp in rows:
badge = _VERDICT_BADGE.get(word, "verdict n/a")
if score is None:
out.append(f"- {badge} **{name}** — score needs a key")
continue
ttp_s = f"~{int(ttp)}mo" if isinstance(ttp, (int, float)) else "n/a"
cost_s = f"{cost}¢/kWh" if _num(cost) is not None else "cost n/a"
out.append(f"- {badge} **{name}** — {score}/100 · {cost_s} · {ttp_s} to power")
if locked is not None:
out.append("\n_Ranked by verdict: " + _key_note(locked).replace("**", "") + "_")
out.append(f"\n_Full ranking across {_phrase('markets', 'markets') or 'every scored market'}: DC Hub MCP → {FULL_MCP}._")
return "\n".join(out)
# ── Bridge tools: forwarded to the canonical DC Hub MCP server ──────────────
def _call_tool(name: str, arguments: dict) -> str:
"""Single-shot JSON-RPC tools/call against the canonical DC Hub MCP server."""
headers = {
"Content-Type": "application/json",
"Accept": "application/json, text/event-stream",
"User-Agent": UA,
"X-MCP-Platform": "huggingface",
}
if API_KEY:
headers["X-API-Key"] = API_KEY
body = {
"jsonrpc": "2.0",
"id": str(uuid.uuid4()),
"method": "tools/call",
"params": {"name": name, "arguments": {k: v for k, v in arguments.items()
if v not in ("", None)}},
}
try:
r = requests.post(FULL_MCP, json=body, headers=headers, timeout=45)
text = r.text
if "data:" in text and text.lstrip().startswith("event:"):
for line in text.splitlines():
if line.startswith("data:"):
text = line[5:].strip()
break
payload = json.loads(text)
result = payload.get("result") or payload
content = result.get("content")
if isinstance(content, list):
out = "\n".join(c.get("text", "") for c in content if c.get("type") == "text")
else:
out = json.dumps(result, indent=2)
try:
return json.dumps(json.loads(out), indent=2)
except Exception:
return out
except Exception as e:
return json.dumps({"error": str(e)[:300],
"hint": f"DC Hub MCP unreachable — retry, or connect {FULL_MCP} directly"})
def grid_scoreboard() -> str:
"""Live ranked scoreboard of power grids (7 US ISOs + Great Britain, EU zones,
Taiwan, Japan, South Korea, Brazil, and more): fuel mix, renewable share, and
demand right now. Greenest grids first. No parameters."""
return _call_tool("get_grid_scoreboard", {})
def search_facilities(query: str = "", country: str = "", state: str | None = None,
operator: str | None = None, min_capacity_mw: float | None = None,
limit: int | None = 10) -> str:
"""Search DC Hub's global index of data-center facilities (many independently
verified) across 170+ countries.
Args:
query: Free-text search over facility name/operator/location.
country: ISO 3166-1 alpha-2 country code, e.g. US, GB, SG.
state: US state abbreviation, e.g. VA, TX.
operator: Operator/provider name, e.g. Equinix, Digital Realty.
min_capacity_mw: Minimum power capacity in megawatts.
limit: Max results (1-500).
Every argument is optional; pass only the filters you need.
"""
# Gradio marks an MCP/API argument required unless its UI component has an
# initial value or the Python default is None. State, Operator and Min
# capacity had neither, so a call with just {"query": ...} failed with
# "No value provided for required argument: state". The None defaults above
# are what make them optional in /gradio_api/mcp/schema.
return _call_tool("search_facilities", {
"query": query, "country": country, "state": state, "operator": operator,
"min_capacity_mw": min_capacity_mw or None, "limit": int(limit or 0) or 10})
def rank_markets(criteria: str = "most_capacity", region: str = "us",
limit: int = 10) -> str:
"""Rank data-center markets by a live criterion from the DC Hub Power Index.
Args:
criteria: One of cheapest_power, most_capacity, most_operators, fastest.
region: global, us, canada, eu, apac, or americas.
limit: Number of markets to return (1-50).
"""
return _call_tool("rank_markets", {"criteria": criteria, "region": region,
"limit": int(limit) or 10})
def interconnection_queue(iso: str = "") -> str:
"""US grid interconnection-queue intelligence — how much capacity is waiting to
connect, by ISO/RTO.
Args:
iso: Optional drill-down: ERCOT, PJM, MISO, CAISO, SPP, NYISO, or ISONE.
Empty = national overview.
"""
return _call_tool("get_interconnection_queue", {"iso": iso})
def hyperscaler_deals(limit: int = 10) -> str:
"""Recent hyperscaler / AI-capex deals from DC Hub's deal tracker.
Args:
limit: Number of recent deals to return.
"""
return _call_tool("hyperscaler_deals", {"limit": int(limit) or 10})
# ── UI ──────────────────────────────────────────────────────────────────────
# Everything below is presentation only — no new MCP tools are minted here
# (UI-only events pass api_name=False).
CSS = """
.gradio-container { max-width: 1080px !important; margin: 0 auto !important; }
.dc-hero {
border-radius: 14px;
padding: 26px 28px 22px;
margin-bottom: 4px;
background: linear-gradient(120deg, #0b1220 0%, #101c33 55%, #1a2a17 100%);
border: 1px solid rgba(250, 204, 21, .25);
}
.dc-hero h1 {
margin: 0 0 6px;
font-size: 1.65rem;
line-height: 1.2;
color: #f8fafc;
}
.dc-hero h1 .amp { color: #facc15; }
.dc-hero .sub {
margin: 0 0 14px;
font-size: 1rem;
color: #cbd5e1;
max-width: 62rem;
}
.dc-hero .sub a { color: #facc15; text-decoration: none; }
.dc-chips { display: flex; flex-wrap: wrap; gap: 8px; }
.dc-chip {
font-size: .8rem;
padding: 4px 11px;
border-radius: 999px;
background: rgba(148, 163, 184, .14);
border: 1px solid rgba(148, 163, 184, .28);
color: #e2e8f0;
white-space: nowrap;
}
.dc-chip.build { background: rgba(34, 197, 94, .14); border-color: rgba(34, 197, 94, .45); color: #86efac; }
.dc-chip.caution { background: rgba(234, 179, 8, .14); border-color: rgba(234, 179, 8, .45); color: #fde047; }
.dc-chip.avoid { background: rgba(239, 68, 68, .14); border-color: rgba(239, 68, 68, .45); color: #fca5a5; }
.dc-foot { text-align: center; font-size: .85rem; opacity: .8; margin-top: 6px; }
.dc-mcp-note { font-size: .9rem; margin: 2px 0 8px; }
"""
def _hero():
"""Built when the UI is constructed, so canon is read once per boot."""
_mk = _phrase("markets", "markets")
_fa = _phrase("facilities", "facilities")
_dl = _phrase("deals", "tracked deals")
_chips = "".join(
f'<span class="dc-chip">{c}</span>' for c in (_mk, _fa, "live grid telemetry", _dl, "CC-BY-4.0") if c)
return f"""
<div class="dc-hero">
<h1><span class="amp">⚡</span> DC Hub — Power Index</h1>
<p class="sub"><strong>Can you actually get power to build a data center here?</strong>
Live 0–100 power-availability scores for data-center markets worldwide, with a verdict,
power cost, and modeled time-to-power — from <a href="https://dchub.cloud">dchub.cloud</a>.</p>
<div class="dc-chips">
<span class="dc-chip build">🟢 BUILD ≥ 60</span>
<span class="dc-chip caution">🟡 CAUTION 30–59</span>
<span class="dc-chip avoid">🔴 AVOID < 30</span>
{_chips}
</div>
</div>
"""
def _claude_code_snippet():
_t = _phrase("tools", "tools")
_full = f"({_t}; 10 calls/day free, no key needed)" if _t else "(10 calls/day free, no key needed)"
return f"""# This Space (7 tools, free)
claude mcp add --transport sse dchub-power-index {SPACE_MCP}
# Full DC Hub MCP {_full}
claude mcp add --transport http dchub {FULL_MCP}"""
JSON_SNIPPET = f"""{{
"mcpServers": {{
"dchub-power-index": {{ "url": "{SPACE_MCP}" }},
"dchub": {{ "url": "{FULL_MCP}" }}
}}
}}"""
SMOLAGENTS_SNIPPET = f"""from smolagents import CodeAgent, InferenceClientModel
from smolagents.mcp_client import MCPClient
with MCPClient({{"url": "{SPACE_MCP}"}}) as tools:
agent = CodeAgent(tools=tools, model=InferenceClientModel())
agent.run("Which U.S. market should I build a 100MW data center in?")"""
# DeepSeek Harness (deepseek-ai/deepseek-harness) — its MCP client plugin is
# @deepseek-ai/dsh-mcp-client; transport streamable-http takes url + headers.
# ★ Points at FULL_MCP, not this Space: the harness can hold a key, so there is
# no reason to route it through a 7-tool bridge. DeepSeek's CONSUMER chat has
# no MCP UI at all — that is why this tab names the harness, not "DeepSeek".
DEEPSEEK_SNIPPET = f"""- id: mcp-dchub
name: '@deepseek-ai/dsh-mcp-client'
config:
serverName: dchub
transport: streamable-http
url: {FULL_MCP}"""
with gr.Blocks(title="DC Hub — Power Index",
theme=gr.themes.Soft(primary_hue="amber", neutral_hue="slate"),
css=CSS) as demo:
gr.HTML(_hero())
with gr.Accordion("🔌 Connect via MCP — Claude Code · Claude Desktop · Cursor · smolagents",
open=False):
gr.Markdown(
f"<p class='dc-mcp-note'>This Space <strong>is an MCP server</strong> "
f"(7 tools) at <code>{SPACE_MCP}</code>. The full DC Hub MCP — "
f"{_tools_strong()}real-time grid telemetry, fiber, gas, "
f"water, tax incentives, deal intelligence — is at "
f"<code>{FULL_MCP}</code> (10 calls/day free anonymous; mint a free "
f"key with its <code>claim_free_key</code> tool, or try it with zero "
f"setup at <a href='https://dchub.cloud/playground'>dchub.cloud/playground</a>).</p>")
gr.Markdown(
f"<p class='dc-mcp-note'>Per-client setup recipes — Claude, Cursor, "
f"VS Code, Cline, Windsurf, ChatGPT, Gemini, Perplexity, Grok, "
f"DeepSeek Harness — are at "
f"<a href='{API}/connect'>dchub.cloud/connect</a>, and the same list "
f"in agent form at <a href='{API}/ai-agents'>dchub.cloud/ai-agents</a>.</p>")
with gr.Tabs():
with gr.Tab("Claude Code"):
gr.Code(_claude_code_snippet(), language="shell", label="terminal")
with gr.Tab("Desktop · Cursor"):
gr.Code(JSON_SNIPPET, language="json", label="mcp config (JSON) — any MCP client")
with gr.Tab("DeepSeek Harness"):
gr.Code(DEEPSEEK_SNIPPET, language="yaml",
label="harness profile YAML — consumer DeepSeek chat has no MCP UI")
with gr.Tab("smolagents"):
gr.Code(SMOLAGENTS_SNIPPET, language="python", label="python — HF Agents / smolagents")
with gr.Tab("⚡ Score a market"):
inp = gr.Textbox(label="U.S. data-center market", value="Northern Virginia",
placeholder="Northern Virginia, Phoenix, Columbus, Cheyenne…",
info="One market name — get the verdict, score, cost, and time-to-power.")
btn = gr.Button("Get DCPI score", variant="primary")
out = gr.Markdown()
btn.click(dcpi_score, inp, out)
inp.submit(dcpi_score, inp, out, api_name=False)
gr.Examples([["Northern Virginia"], ["Phoenix"], ["Columbus"],
["Cheyenne"], ["Dallas"], ["Omaha"]], inp)
with gr.Tab("🏆 Compare markets"):
cinp = gr.Textbox(label="Markets (comma-separated)",
value="Northern Virginia, Phoenix, Cheyenne, Omaha, Dallas",
info="Up to 8 U.S. markets — ranked best power-availability first.")
cbtn = gr.Button("Rank by power availability", variant="primary")
cout = gr.Markdown()
cbtn.click(compare_markets, cinp, cout)
cinp.submit(compare_markets, cinp, cout, api_name=False)
gr.Examples([["Northern Virginia, Phoenix, Cheyenne, Omaha, Dallas"],
["Atlanta, Columbus, Tulsa"],
["Dallas, Austin, San Antonio"]], cinp)
with gr.Tab("🌍 Grid scoreboard"):
gr.Markdown("Live ranked grids — US ISOs + GB, EU, Taiwan, Japan, South Korea, "
"Brazil: fuel mix, renewable share, and demand **right now**. "
"Greenest first.")
gout = gr.Code(language="json", label="live scoreboard")
gr.Button("Live grid scoreboard (greenest first)", variant="primary").click(
grid_scoreboard, [], gout)
with gr.Tab("🔎 Search facilities"):
with gr.Row():
s_q = gr.Textbox(label="Query", value="Ashburn",
placeholder="name / operator / location")
s_c = gr.Textbox(label="Country (ISO-2)", value="US", placeholder="US, GB, SG…")
s_s = gr.Textbox(label="State", placeholder="VA, TX…")
with gr.Row():
s_o = gr.Textbox(label="Operator", placeholder="Equinix, Digital Realty…")
s_m = gr.Number(label="Min capacity (MW)", value=0)
s_l = gr.Number(label="Limit", value=10)
sout = gr.Code(language="json", label="facilities")
gr.Button("Search facilities", variant="primary").click(
search_facilities, [s_q, s_c, s_s, s_o, s_m, s_l], sout)
with gr.Tab("📊 Rank markets"):
with gr.Row():
r_c = gr.Dropdown(["most_capacity", "cheapest_power", "most_operators",
"fastest"], value="most_capacity", label="Criteria")
r_r = gr.Dropdown(["us", "global", "canada", "eu", "apac", "americas"],
value="us", label="Region")
r_l = gr.Number(label="Limit", value=10)
rout = gr.Code(language="json", label="ranking")
gr.Button("Rank markets", variant="primary").click(
rank_markets, [r_c, r_r, r_l], rout)
with gr.Tab("🔌 Interconnection queue"):
q_i = gr.Dropdown(["", "ERCOT", "PJM", "MISO", "CAISO", "SPP", "NYISO",
"ISONE"], value="", label="ISO",
info="How much capacity is waiting to connect. Empty = national overview.")
qout = gr.Code(language="json", label="queue intelligence")
gr.Button("Queue intelligence", variant="primary").click(
interconnection_queue, [q_i], qout)
with gr.Tab("💸 Hyperscaler deals"):
d_l = gr.Number(label="Limit", value=10,
info="Most recent hyperscaler / AI-capex deals from the DC Hub tracker.")
dout = gr.Code(language="json", label="deals")
gr.Button("Recent AI-capex deals", variant="primary").click(
hyperscaler_deals, [d_l], dout)
gr.HTML(
f"<div class='dc-foot'>Data: <a href='https://dchub.cloud'>DC Hub</a>, CC-BY-4.0 — "
f"the live infrastructure data layer for AI agents · "
f"<a href='{API}/playground'>playground</a> · "
f"<a href='{API}/signup'>free key</a> · "
f"<a href='{API}/connect'>connect</a> · "
f"<a href='{API}/ai-agents'>ai-agents</a></div>")
if __name__ == "__main__":
# mcp_server=True exposes all 7 tools as MCP tools at /gradio_api/mcp/sse —
# usable by HF Agents, smolagents, and any MCP client.
demo.launch(mcp_server=True)
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