diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index 4ab3c39..8ba4455 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -12,6 +12,8 @@ dependencies = [
     "numpy>=1.24.0",
     "websockets>=12.0",
     "schemdraw>=0.19",
+    "fastmcp>=3.0.0",
+    "httpx>=0.28.0",
 ]
 
 [project.optional-dependencies]
diff --git a/backend/src/spicebook/chat/__init__.py b/backend/src/spicebook/chat/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/backend/src/spicebook/chat/llm.py b/backend/src/spicebook/chat/llm.py
new file mode 100644
index 0000000..12463c4
--- /dev/null
+++ b/backend/src/spicebook/chat/llm.py
@@ -0,0 +1,149 @@
+"""LLM client for chat completions via the GPU gateway."""
+
+import asyncio
+import collections.abc
+import json
+import logging
+
+import httpx
+
+from spicebook.config import settings
+
+logger = logging.getLogger("spicebook.chat")
+
+SYSTEM_PROMPT = (
+    "/no_think\n"
+    "You are a circuit simulation assistant integrated into SpiceBook, "
+    "a notebook environment for SPICE circuit design and simulation. "
+    "Help users understand circuits, debug netlists, interpret simulation "
+    "results, and design new circuits. When the user is viewing a notebook, "
+    "you will receive its SPICE cells and notes as context. "
+    "Be precise and practical — reference specific components, nodes, "
+    "and values from their circuit when available. "
+    "Format responses with markdown for readability."
+)
+
+# Module-level client reuses TCP/TLS connections across requests.
+# Lock prevents race condition on lazy initialization.
+_chat_client: httpx.AsyncClient | None = None
+_client_lock = asyncio.Lock()
+
+
+async def _get_chat_client() -> httpx.AsyncClient:
+    global _chat_client
+    if _chat_client is not None and not _chat_client.is_closed:
+        return _chat_client
+    async with _client_lock:
+        # Double-check after acquiring lock
+        if _chat_client is not None and not _chat_client.is_closed:
+            return _chat_client
+        _chat_client = httpx.AsyncClient(
+            timeout=httpx.Timeout(
+                connect=10.0,
+                read=120.0,
+                write=10.0,
+                pool=10.0,
+            ),
+            limits=httpx.Limits(
+                max_connections=20,
+                max_keepalive_connections=10,
+            ),
+        )
+        return _chat_client
+
+
+async def close_client() -> None:
+    """Close the HTTP client. Called during app shutdown."""
+    global _chat_client
+    async with _client_lock:
+        if _chat_client is not None and not _chat_client.is_closed:
+            await _chat_client.aclose()
+            _chat_client = None
+
+
+async def chat_completion_stream(
+    context: str, question: str
+) -> collections.abc.AsyncIterator[tuple[str, str]]:
+    """Stream chat completion tokens from the GPU gateway.
+
+    Yields (kind, text) tuples where kind is 'content' or 'reasoning'.
+    """
+    messages = [
+        {"role": "system", "content": SYSTEM_PROMPT},
+    ]
+    if context:
+        messages.append({
+            "role": "user",
+            "content": f"Current notebook context:\n\n{context}\n\n---\n\nQuestion: {question}",
+        })
+    else:
+        messages.append({"role": "user", "content": question})
+
+    client = await _get_chat_client()
+    logger.debug(
+        "Chat stream: model=%s max_tokens=%d context_len=%d",
+        settings.gpu_chat_model, settings.chat_max_tokens, len(context),
+    )
+
+    async with client.stream(
+        "POST",
+        f"{settings.gpu_base_url}/chat/completions",
+        headers={
+            "Authorization": f"Bearer {settings.gpu_api_key}",
+            "Content-Type": "application/json",
+        },
+        json={
+            "model": settings.gpu_chat_model,
+            "messages": messages,
+            "temperature": 0.3,
+            "max_tokens": settings.chat_max_tokens,
+            "num_ctx": settings.chat_max_tokens,
+            "stream": True,
+        },
+    ) as resp:
+        if resp.status_code >= 400:
+            body = await resp.aread()
+            error_text = body[:500].decode("utf-8", errors="replace")
+            logger.error("LLM gateway returned %d: %s", resp.status_code, error_text)
+            raise httpx.HTTPStatusError(
+                f"LLM gateway error {resp.status_code}",
+                request=resp.request,
+                response=resp,
+            )
+        reasoning_count = 0
+        content_count = 0
+        try:
+            async for line in resp.aiter_lines():
+                if not line.startswith("data: "):
+                    continue
+                payload = line[6:]
+                if payload.strip() == "[DONE]":
+                    logger.debug(
+                        "Chat stream done: %d reasoning chunks, %d content chunks",
+                        reasoning_count, content_count,
+                    )
+                    return
+                try:
+                    chunk = json.loads(payload)
+                    delta = chunk["choices"][0]["delta"]
+                    content = delta.get("content")
+                    if content:
+                        content_count += 1
+                        yield ("content", content)
+                    elif delta.get("reasoning_content"):
+                        reasoning_count += 1
+                        yield ("reasoning", delta["reasoning_content"])
+                    finish = chunk["choices"][0].get("finish_reason")
+                    if finish == "length":
+                        logger.warning(
+                            "Chat stream truncated (finish_reason=length) "
+                            "after %d reasoning + %d content chunks",
+                            reasoning_count, content_count,
+                        )
+                except (json.JSONDecodeError, KeyError, IndexError):
+                    logger.debug("Unparseable SSE chunk: %s", payload[:200])
+                    continue
+        except GeneratorExit:
+            logger.debug("Chat stream cancelled after %d content chunks", content_count)
+            await resp.aclose()
+            return
diff --git a/backend/src/spicebook/config.py b/backend/src/spicebook/config.py
index afab240..a1ae263 100644
--- a/backend/src/spicebook/config.py
+++ b/backend/src/spicebook/config.py
@@ -16,6 +16,14 @@ class Settings:
         self.backend_host: str = os.environ.get("BACKEND_HOST", "0.0.0.0")
         self.backend_port: int = int(os.environ.get("BACKEND_PORT", "8000"))
 
+        # GPU LLM gateway (chat)
+        self.gpu_api_key: str = os.environ.get("GPU_API_KEY", "")
+        self.gpu_base_url: str = os.environ.get(
+            "GPU_BASE_URL", "https://spicebook.gpu.supported.systems/v1"
+        )
+        self.gpu_chat_model: str = os.environ.get("GPU_CHAT_MODEL", "qwen3")
+        self.chat_max_tokens: int = int(os.environ.get("CHAT_MAX_TOKENS", "8192"))
+
     @property
     def examples_dir(self) -> Path:
         return self.notebook_dir / "examples"
diff --git a/backend/src/spicebook/engine/__init__.py b/backend/src/spicebook/engine/__init__.py
index 894c30f..f8b0776 100644
--- a/backend/src/spicebook/engine/__init__.py
+++ b/backend/src/spicebook/engine/__init__.py
@@ -1,13 +1,15 @@
 """SPICE simulation engine registry."""
 
-from fastapi import HTTPException
-
 from spicebook.engine.base import SpiceEngine
 from spicebook.engine.ngspice import NgspiceEngine
 
 
+class UnsupportedEngineError(ValueError):
+    """Raised when an unknown engine name is requested."""
+
+
 def get_engine(engine_name: str) -> SpiceEngine:
     """Resolve a simulation engine by name."""
     if engine_name == "ngspice":
         return NgspiceEngine()
-    raise HTTPException(status_code=400, detail=f"Unsupported engine: '{engine_name}'")
+    raise UnsupportedEngineError(f"Unsupported engine: '{engine_name}'")
diff --git a/backend/src/spicebook/main.py b/backend/src/spicebook/main.py
index e01edd1..6a6faa1 100644
--- a/backend/src/spicebook/main.py
+++ b/backend/src/spicebook/main.py
@@ -4,22 +4,39 @@ import logging
 import os
 import shutil
 import sys
+from contextlib import asynccontextmanager
 
 import uvicorn
 from fastapi import FastAPI, Request, Response
 from fastapi.middleware.cors import CORSMiddleware
+from fastmcp.utilities.lifespan import combine_lifespans
 
+from spicebook.chat.llm import close_client
 from spicebook.config import settings
-from spicebook.routers import compose, notebooks, schematics, simulation, waveforms
+from spicebook.mcp import mcp
+from spicebook.routers import chat, compose, notebooks, schematics, simulation, waveforms
 
 logger = logging.getLogger("spicebook")
 
 
+@asynccontextmanager
+async def lifespan(app: FastAPI):
+    _configure_logging()
+    _validate_ngspice()
+    _ensure_directories()
+    yield
+    await close_client()
+
+
+mcp_app = mcp.http_app(path="/", stateless_http=True)
+
+
 def create_app() -> FastAPI:
     application = FastAPI(
         title="SpiceBook",
         description="Notebook interface for SPICE circuit simulation",
         version="2026.02.13",
+        lifespan=combine_lifespans(lifespan, mcp_app.lifespan),
     )
 
     # CORS -- allow dev frontends + configurable extra origins
@@ -66,16 +83,14 @@ def create_app() -> FastAPI:
     application.include_router(schematics.router)
     application.include_router(simulation.router)
     application.include_router(waveforms.router)
+    application.include_router(chat.router)
 
     @application.get("/health")
     async def health():
         return {"status": "ok", "version": "2026.02.13"}
 
-    @application.on_event("startup")
-    async def startup():
-        _configure_logging()
-        _validate_ngspice()
-        _ensure_directories()
+    # Mount MCP server at /mcp
+    application.mount("/mcp", mcp_app)
 
     return application
 
diff --git a/backend/src/spicebook/mcp/__init__.py b/backend/src/spicebook/mcp/__init__.py
new file mode 100644
index 0000000..d69025a
--- /dev/null
+++ b/backend/src/spicebook/mcp/__init__.py
@@ -0,0 +1,15 @@
+from fastmcp import FastMCP
+
+mcp = FastMCP(
+    "SpiceBook",
+    instructions=(
+        "MCP server for SpiceBook circuit simulation notebooks. "
+        "Create, manage, and simulate SPICE circuit notebooks. "
+        "Use list_notebooks to browse, get_notebook to fetch details, "
+        "simulate_netlist for standalone simulations, and run_cell "
+        "to execute notebook cells."
+    ),
+)
+
+# Register tools, resources, and prompts
+import spicebook.mcp.tools  # noqa: E402, F401
diff --git a/backend/src/spicebook/mcp/tools.py b/backend/src/spicebook/mcp/tools.py
new file mode 100644
index 0000000..2aa6bb9
--- /dev/null
+++ b/backend/src/spicebook/mcp/tools.py
@@ -0,0 +1,197 @@
+"""MCP tools wrapping SpiceBook storage and engine functions."""
+
+import json
+import logging
+import tempfile
+from pathlib import Path
+
+from spicebook.config import settings
+from spicebook.engine import get_engine
+from spicebook.mcp import mcp
+from spicebook.storage.filesystem import (
+    create_notebook,
+    delete_notebook,
+    list_notebooks,
+    load_notebook,
+    save_notebook,
+)
+
+logger = logging.getLogger("spicebook.mcp")
+
+
+@mcp.tool()
+def list_all_notebooks() -> str:
+    """List all SpiceBook notebooks with metadata.
+
+    Returns a JSON array of notebook summaries including id, title, engine,
+    tags, cell count, and modification date.
+    """
+    summaries = list_notebooks(settings.notebook_dir)
+    return json.dumps(
+        [s.model_dump() for s in summaries],
+        indent=2,
+    )
+
+
+@mcp.tool()
+def get_notebook(notebook_id: str) -> str:
+    """Fetch a complete SpiceBook notebook by its ID.
+
+    Returns the full notebook JSON including all cells, metadata, and outputs.
+
+    Args:
+        notebook_id: The unique notebook identifier (slug-based, e.g. 'rc-filter-a1b2c3d4')
+    """
+    nb = load_notebook(settings.notebook_dir, notebook_id)
+    if nb is None:
+        return json.dumps({"error": f"Notebook '{notebook_id}' not found"})
+    return nb.model_dump_json(indent=2)
+
+
+@mcp.tool()
+def create_new_notebook(title: str, engine: str = "ngspice") -> str:
+    """Create a new empty SpiceBook notebook.
+
+    Args:
+        title: Human-readable title for the notebook (e.g. 'Low-Pass RC Filter')
+        engine: Simulation engine to use ('ngspice' or 'ltspice')
+    """
+    nb_id, nb = create_notebook(settings.notebook_dir, title, engine)
+    return json.dumps({"id": nb_id, "notebook": json.loads(nb.model_dump_json())})
+
+
+@mcp.tool()
+def delete_user_notebook(notebook_id: str) -> str:
+    """Delete a user-created notebook. Example notebooks cannot be deleted.
+
+    Args:
+        notebook_id: The notebook ID to delete
+    """
+    deleted = delete_notebook(settings.notebook_dir, notebook_id)
+    if deleted:
+        return json.dumps({"deleted": True, "notebook_id": notebook_id})
+    return json.dumps({
+        "deleted": False,
+        "error": f"Notebook '{notebook_id}' not found or is an example",
+    })
+
+
+@mcp.tool()
+async def simulate_netlist(netlist: str, engine: str = "ngspice") -> str:
+    """Run a standalone SPICE simulation on a netlist string.
+
+    Args:
+        netlist: Complete SPICE netlist text (must include .end directive)
+        engine: Simulation engine to use ('ngspice')
+    """
+    eng = get_engine(engine)
+    with tempfile.TemporaryDirectory() as tmpdir:
+        result = await eng.run(netlist, Path(tmpdir))
+    return result.model_dump_json(indent=2)
+
+
+@mcp.tool()
+async def run_cell(notebook_id: str, cell_id: str) -> str:
+    """Run a SPICE cell within a notebook and save results.
+
+    Args:
+        notebook_id: The notebook containing the cell
+        cell_id: The ID of the SPICE cell to execute
+    """
+    nb = load_notebook(settings.notebook_dir, notebook_id)
+    if nb is None:
+        return json.dumps({"error": f"Notebook '{notebook_id}' not found"})
+
+    cell = next((c for c in nb.cells if c.id == cell_id), None)
+    if cell is None:
+        return json.dumps({"error": f"Cell '{cell_id}' not found in notebook"})
+    if cell.type.value != "spice":
+        return json.dumps({"error": f"Cell '{cell_id}' is type '{cell.type.value}', not 'spice'"})
+
+    eng = get_engine(nb.metadata.engine)
+    with tempfile.TemporaryDirectory() as tmpdir:
+        result = await eng.run(cell.source, Path(tmpdir))
+
+    # Update cell outputs (preserve schematics)
+    from datetime import datetime, timezone
+
+    from spicebook.models.notebook import CellOutput
+
+    sim_output = CellOutput(
+        output_type="simulation_result" if result.success else "error",
+        data={
+            "success": result.success,
+            "waveform": result.waveform.model_dump() if result.waveform else None,
+            "log": result.log,
+            "error": result.error,
+            "elapsed_seconds": result.elapsed_seconds,
+        },
+        timestamp=datetime.now(timezone.utc).isoformat(),
+    )
+
+    preserved = [o for o in cell.outputs if o.output_type == "schematic"]
+    cell.outputs = [sim_output, *preserved]
+    save_notebook(settings.notebook_dir, notebook_id, nb)
+
+    return result.model_dump_json(indent=2)
+
+
+# ── Resource ──────────────────────────────────────────────────────
+
+
+@mcp.resource("spicebook://status")
+def spicebook_status() -> str:
+    """SpiceBook server status: notebook count, available engines, and storage path."""
+    summaries = list_notebooks(settings.notebook_dir)
+    engines = ["ngspice"]
+    if settings.ltspice_dir:
+        engines.append("ltspice")
+    return json.dumps({
+        "notebook_count": len(summaries),
+        "engines": engines,
+        "notebook_dir": str(settings.notebook_dir.resolve()),
+    })
+
+
+# ── Prompt ────────────────────────────────────────────────────────
+
+
+@mcp.prompt()
+def circuit_assistant(topic: str = "general") -> str:
+    """Guided circuit design workflow prompt for SpiceBook.
+
+    Args:
+        topic: Focus area — 'general', 'filter', 'amplifier', 'power', 'digital'
+    """
+    topics = {
+        "general": (
+            "You are a circuit design assistant working with SpiceBook notebooks. "
+            "Help the user design, simulate, and analyze circuits. Start by asking "
+            "what kind of circuit they want to build, then guide them through "
+            "component selection, netlist creation, and simulation analysis."
+        ),
+        "filter": (
+            "You are a filter design specialist. Help the user design passive or "
+            "active filters (low-pass, high-pass, band-pass, notch). Guide them "
+            "through cutoff frequency selection, component calculations, and "
+            "AC analysis interpretation using SpiceBook."
+        ),
+        "amplifier": (
+            "You are an amplifier design specialist. Help the user design "
+            "transistor or op-amp amplifier circuits. Guide them through "
+            "biasing, gain calculations, frequency response, and transient "
+            "analysis using SpiceBook."
+        ),
+        "power": (
+            "You are a power supply design specialist. Help the user design "
+            "voltage regulators, converters, and power distribution circuits. "
+            "Guide them through component selection, efficiency analysis, and "
+            "transient response using SpiceBook."
+        ),
+        "digital": (
+            "You are a digital circuit design specialist. Help the user design "
+            "logic gates, flip-flops, and timing circuits using SPICE models. "
+            "Guide them through timing analysis and signal integrity using SpiceBook."
+        ),
+    }
+    return topics.get(topic, topics["general"])
diff --git a/backend/src/spicebook/models/chat.py b/backend/src/spicebook/models/chat.py
new file mode 100644
index 0000000..a5858e3
--- /dev/null
+++ b/backend/src/spicebook/models/chat.py
@@ -0,0 +1,18 @@
+"""Pydantic models for the chat streaming endpoint."""
+
+from pydantic import BaseModel, Field
+
+
+class NotebookContext(BaseModel):
+    """Context about the notebook the user is currently viewing."""
+
+    notebook_id: str = Field("", max_length=200)
+    title: str = Field("", max_length=200)
+    engine: str = Field("ngspice", max_length=50)
+
+
+class ChatStreamRequest(BaseModel):
+    """Request body for the SSE chat streaming endpoint."""
+
+    question: str = Field(..., min_length=1, max_length=2000)
+    notebook: NotebookContext | None = None
diff --git a/backend/src/spicebook/routers/chat.py b/backend/src/spicebook/routers/chat.py
new file mode 100644
index 0000000..e43e8d7
--- /dev/null
+++ b/backend/src/spicebook/routers/chat.py
@@ -0,0 +1,109 @@
+"""SSE streaming chat endpoint for the SpiceBook chat widget."""
+
+import asyncio
+import json
+import logging
+
+import httpx
+from fastapi import APIRouter
+from fastapi.responses import StreamingResponse
+
+from spicebook.chat.llm import chat_completion_stream
+from spicebook.config import settings
+from spicebook.models.chat import ChatStreamRequest
+from spicebook.storage.filesystem import load_notebook
+
+logger = logging.getLogger("spicebook.chat")
+
+router = APIRouter(prefix="/api/chat", tags=["chat"])
+
+
+def _sse_event(event: str, data: dict | list) -> str:
+    payload = json.dumps(data, separators=(",", ":"))
+    return f"event: {event}\ndata: {payload}\n\n"
+
+
+def _build_notebook_context(req: ChatStreamRequest) -> str:
+    """Extract SPICE cells and markdown notes from the notebook for LLM context."""
+    if not req.notebook or not req.notebook.notebook_id:
+        return ""
+
+    nb = load_notebook(settings.notebook_dir, req.notebook.notebook_id)
+    if nb is None:
+        return ""
+
+    parts = [f'Notebook: "{nb.metadata.title}" (engine: {nb.metadata.engine})']
+
+    for i, cell in enumerate(nb.cells):
+        if cell.type.value == "spice" and cell.source.strip():
+            parts.append(f"\n--- SPICE Cell {i + 1} ---\n{cell.source.strip()}")
+            # Include latest simulation result summary if available
+            for output in cell.outputs:
+                if output.output_type in ("simulation_result", "error"):
+                    success = output.data.get("success", False)
+                    if not success and output.data.get("error"):
+                        parts.append(f"  [Simulation error: {output.data['error']}]")
+                    elif success and output.data.get("waveform"):
+                        wf = output.data["waveform"]
+                        var_names = [v.get("name", "") for v in wf.get("variables", [])]
+                        sig_list = ", ".join(var_names)
+                        pts = wf.get("points", 0)
+                        parts.append(f"  [Simulation OK: {pts} points, signals: {sig_list}]")
+                    break
+        elif cell.type.value == "markdown" and cell.source.strip():
+            # Include markdown notes (truncated)
+            text = cell.source.strip()[:500]
+            parts.append(f"\n--- Notes ---\n{text}")
+
+    return "\n".join(parts)
+
+
+@router.post("/stream")
+async def chat_stream(req: ChatStreamRequest):
+    """SSE streaming endpoint for the chat widget."""
+
+    async def generate():
+        # Build context from the notebook if available
+        context = _build_notebook_context(req)
+
+        question = req.question
+        if req.notebook and req.notebook.title:
+            nb_title = req.notebook.title
+            nb_engine = req.notebook.engine
+            question = (
+                f'[User is viewing notebook: "{nb_title}" ({nb_engine})]\n\n'
+                + req.question
+            )
+
+        yield _sse_event("status", {"text": "Analyzing circuit context\u2026"})
+
+        try:
+            async for kind, text in chat_completion_stream(context, question):
+                yield _sse_event(
+                    "reasoning" if kind == "reasoning" else "token",
+                    {"text": text},
+                )
+        except (
+            httpx.HTTPStatusError,
+            httpx.ConnectError,
+            httpx.ReadTimeout,
+            httpx.PoolTimeout,
+            httpx.ConnectTimeout,
+        ) as exc:
+            logger.warning("Chat stream failed: %s", exc)
+            yield _sse_event("error", {"text": "Chat service unavailable"})
+            return
+        except asyncio.CancelledError:
+            logger.debug("Chat stream cancelled by client disconnect")
+            return
+
+        yield _sse_event("done", {})
+
+    return StreamingResponse(
+        generate(),
+        media_type="text/event-stream",
+        headers={
+            "Cache-Control": "no-cache",
+            "X-Accel-Buffering": "no",
+        },
+    )
diff --git a/backend/src/spicebook/routers/compose.py b/backend/src/spicebook/routers/compose.py
index 1222d1f..6c5f12b 100644
--- a/backend/src/spicebook/routers/compose.py
+++ b/backend/src/spicebook/routers/compose.py
@@ -9,7 +9,7 @@ from pathlib import Path
 from fastapi import APIRouter, HTTPException
 
 from spicebook.config import settings
-from spicebook.engine import get_engine
+from spicebook.engine import UnsupportedEngineError, get_engine
 from spicebook.models.notebook import (
     Cell,
     CellOutput,
@@ -57,7 +57,10 @@ async def compose_notebook(req: ComposeNotebookRequest):
     )
 
     if req.run:
-        engine = get_engine(req.engine)
+        try:
+            engine = get_engine(req.engine)
+        except UnsupportedEngineError as exc:
+            raise HTTPException(status_code=400, detail=str(exc))
         for cell in notebook.cells:
             if cell.type != CellType.SPICE:
                 continue
diff --git a/backend/src/spicebook/routers/simulation.py b/backend/src/spicebook/routers/simulation.py
index 1c9b879..8e41433 100644
--- a/backend/src/spicebook/routers/simulation.py
+++ b/backend/src/spicebook/routers/simulation.py
@@ -7,7 +7,7 @@ from pathlib import Path
 from fastapi import APIRouter, HTTPException
 
 from spicebook.config import settings
-from spicebook.engine import get_engine
+from spicebook.engine import UnsupportedEngineError, get_engine
 from spicebook.models.notebook import CellOutput, CellType
 from spicebook.models.simulation import SimulationRequest, SimulationResponse
 from spicebook.storage.filesystem import load_notebook, save_notebook
@@ -18,7 +18,10 @@ router = APIRouter(prefix="/api", tags=["simulation"])
 @router.post("/simulate", response_model=SimulationResponse)
 async def simulate(req: SimulationRequest):
     """Run a standalone SPICE simulation."""
-    engine = get_engine(req.engine)
+    try:
+        engine = get_engine(req.engine)
+    except UnsupportedEngineError as exc:
+        raise HTTPException(status_code=400, detail=str(exc))
 
     with tempfile.TemporaryDirectory(prefix="spicebook-sim-") as tmpdir:
         result = await engine.run(req.netlist, Path(tmpdir))
@@ -54,7 +57,10 @@ async def run_cell(notebook_id: str, cell_id: str):
     if not cell.source.strip():
         raise HTTPException(status_code=400, detail="Cell source is empty")
 
-    engine = get_engine(nb.metadata.engine)
+    try:
+        engine = get_engine(nb.metadata.engine)
+    except UnsupportedEngineError as exc:
+        raise HTTPException(status_code=400, detail=str(exc))
 
     with tempfile.TemporaryDirectory(prefix="spicebook-sim-") as tmpdir:
         result = await engine.run(cell.source, Path(tmpdir))
diff --git a/backend/src/spicebook/storage/filesystem.py b/backend/src/spicebook/storage/filesystem.py
index df1e102..a80ca18 100644
--- a/backend/src/spicebook/storage/filesystem.py
+++ b/backend/src/spicebook/storage/filesystem.py
@@ -19,6 +19,18 @@ logger = logging.getLogger(__name__)
 
 SPICEBOOK_EXT = ".spicebook"
 
+_SAFE_ID_RE = re.compile(r"^[a-z0-9][a-z0-9\-]{0,198}[a-z0-9]$")
+
+
+def validate_notebook_id(notebook_id: str) -> str:
+    """Validate notebook_id is a safe filesystem slug. Raises ValueError if not."""
+    if not _SAFE_ID_RE.match(notebook_id):
+        raise ValueError(
+            f"Invalid notebook ID: {notebook_id!r}. "
+            "Must be lowercase alphanumeric with hyphens, 2-200 chars."
+        )
+    return notebook_id
+
 
 def _now_iso() -> str:
     return datetime.now(timezone.utc).isoformat()
@@ -123,6 +135,7 @@ def list_notebooks(directory: Path) -> list[NotebookSummary]:
 
 def load_notebook(directory: Path, notebook_id: str) -> Notebook | None:
     """Load a notebook by ID, searching user/ then examples/ subdirectories."""
+    validate_notebook_id(notebook_id)
     for sub in ["user", "examples"]:
         path = directory / sub / f"{notebook_id}{SPICEBOOK_EXT}"
         if path.is_file():
@@ -132,6 +145,7 @@ def load_notebook(directory: Path, notebook_id: str) -> Notebook | None:
 
 def save_notebook(directory: Path, notebook_id: str, notebook: Notebook) -> None:
     """Save a notebook to the user/ subdirectory (updates modified timestamp)."""
+    validate_notebook_id(notebook_id)
     user_dir = directory / "user"
     user_dir.mkdir(parents=True, exist_ok=True)
 
@@ -174,6 +188,7 @@ def delete_notebook(directory: Path, notebook_id: str) -> bool:
 
     Returns True if deleted, False if not found.
     """
+    validate_notebook_id(notebook_id)
     path = directory / "user" / f"{notebook_id}{SPICEBOOK_EXT}"
     if path.is_file():
         path.unlink()
diff --git a/backend/uv.lock b/backend/uv.lock
index 0634707..743de0c 100644
--- a/backend/uv.lock
+++ b/backend/uv.lock
@@ -2,6 +2,18 @@ version = 1
 revision = 3
 requires-python = ">=3.12"
 
+[[package]]
+name = "aiofile"
+version = "3.9.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "caio" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/67/e2/d7cb819de8df6b5c1968a2756c3cb4122d4fa2b8fc768b53b7c9e5edb646/aiofile-3.9.0.tar.gz", hash = "sha256:e5ad718bb148b265b6df1b3752c4d1d83024b93da9bd599df74b9d9ffcf7919b", size = 17943, upload-time = "2024-10-08T10:39:35.846Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/50/25/da1f0b4dd970e52bf5a36c204c107e11a0c6d3ed195eba0bfbc664c312b2/aiofile-3.9.0-py3-none-any.whl", hash = "sha256:ce2f6c1571538cbdfa0143b04e16b208ecb0e9cb4148e528af8a640ed51cc8aa", size = 19539, upload-time = "2024-10-08T10:39:32.955Z" },
+]
+
 [[package]]
 name = "annotated-doc"
 version = "0.0.4"
@@ -33,6 +45,60 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/38/0e/27be9fdef66e72d64c0cdc3cc2823101b80585f8119b5c112c2e8f5f7dab/anyio-4.12.1-py3-none-any.whl", hash = "sha256:d405828884fc140aa80a3c667b8beed277f1dfedec42ba031bd6ac3db606ab6c", size = 113592, upload-time = "2026-01-06T11:45:19.497Z" },
 ]
 
+[[package]]
+name = "attrs"
+version = "25.4.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/6b/5c/685e6633917e101e5dcb62b9dd76946cbb57c26e133bae9e0cd36033c0a9/attrs-25.4.0.tar.gz", hash = "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11", size = 934251, upload-time = "2025-10-06T13:54:44.725Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl", hash = "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373", size = 67615, upload-time = "2025-10-06T13:54:43.17Z" },
+]
+
+[[package]]
+name = "authlib"
+version = "1.6.8"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cryptography" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/6b/6c/c88eac87468c607f88bc24df1f3b31445ee6fc9ba123b09e666adf687cd9/authlib-1.6.8.tar.gz", hash = "sha256:41ae180a17cf672bc784e4a518e5c82687f1fe1e98b0cafaeda80c8e4ab2d1cb", size = 165074, upload-time = "2026-02-14T04:02:17.941Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9b/73/f7084bf12755113cd535ae586782ff3a6e710bfbe6a0d13d1c2f81ffbbfa/authlib-1.6.8-py2.py3-none-any.whl", hash = "sha256:97286fd7a15e6cfefc32771c8ef9c54f0ed58028f1322de6a2a7c969c3817888", size = 244116, upload-time = "2026-02-14T04:02:15.579Z" },
+]
+
+[[package]]
+name = "beartype"
+version = "0.22.9"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/c7/94/1009e248bbfbab11397abca7193bea6626806be9a327d399810d523a07cb/beartype-0.22.9.tar.gz", hash = "sha256:8f82b54aa723a2848a56008d18875f91c1db02c32ef6a62319a002e3e25a975f", size = 1608866, upload-time = "2025-12-13T06:50:30.72Z" }
+wheels = [
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+]
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+[[package]]
+name = "cachetools"
+version = "7.0.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d4/07/56595285564e90777d758ebd383d6b0b971b87729bbe2184a849932a3736/cachetools-7.0.1.tar.gz", hash = "sha256:e31e579d2c5b6e2944177a0397150d312888ddf4e16e12f1016068f0c03b8341", size = 36126, upload-time = "2026-02-10T22:24:05.03Z" }
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+]
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+[[package]]
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+version = "0.9.25"
+source = { registry = "https://pypi.org/simple" }
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+    { url = "https://files.pythonhosted.org/packages/a3/9f/f21af50e72117eb528c422d4276cbac11fb941b1b812b182e0a9c70d19c5/caio-0.9.25-cp313-cp313-manylinux2010_x86_64.manylinux2014_x86_64.manylinux_2_12_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:0998210a4d5cd5cb565b32ccfe4e53d67303f868a76f212e002a8554692870e6", size = 81900, upload-time = "2025-12-26T15:22:21.919Z" },
+    { url = "https://files.pythonhosted.org/packages/69/ca/a08fdc7efdcc24e6a6131a93c85be1f204d41c58f474c42b0670af8c016b/caio-0.9.25-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:fab6078b9348e883c80a5e14b382e6ad6aabbc4429ca034e76e730cf464269db", size = 36978, upload-time = "2025-12-26T15:21:41.055Z" },
+    { url = "https://files.pythonhosted.org/packages/5e/6c/d4d24f65e690213c097174d26eda6831f45f4734d9d036d81790a27e7b78/caio-0.9.25-cp314-cp314-manylinux2010_x86_64.manylinux2014_x86_64.manylinux_2_12_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:44a6b58e52d488c75cfaa5ecaa404b2b41cc965e6c417e03251e868ecd5b6d77", size = 81832, upload-time = "2025-12-26T15:22:22.757Z" },
+    { url = "https://files.pythonhosted.org/packages/86/93/1f76c8d1bafe3b0614e06b2195784a3765bbf7b0a067661af9e2dd47fc33/caio-0.9.25-py3-none-any.whl", hash = "sha256:06c0bb02d6b929119b1cfbe1ca403c768b2013a369e2db46bfa2a5761cf82e40", size = 19087, upload-time = "2025-12-26T15:22:00.221Z" },
+]
+
 [[package]]
 name = "certifi"
 version = "2026.1.4"
@@ -42,6 +108,63 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e6/ad/3cc14f097111b4de0040c83a525973216457bbeeb63739ef1ed275c1c021/certifi-2026.1.4-py3-none-any.whl", hash = "sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c", size = 152900, upload-time = "2026-01-04T02:42:40.15Z" },
 ]
 
+[[package]]
+name = "cffi"
+version = "2.0.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pycparser", marker = "implementation_name != 'PyPy'" },
+]
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+    { url = "https://files.pythonhosted.org/packages/ee/ca/be7bca14cf21513bdf9c0606aba17d1f389ea2b6987035eb4f62bd923f25/rpds_py-0.30.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:e5d3e6b26f2c785d65cc25ef1e5267ccbe1b069c5c21b8cc724efee290554419", size = 408340, upload-time = "2025-11-30T20:24:00.2Z" },
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+    { url = "https://files.pythonhosted.org/packages/85/70/92482ccffb96f5441aab93e26c4d66489eb599efdcf96fad90c14bbfb976/rpds_py-0.30.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:dbd936cde57abfee19ab3213cf9c26be06d60750e60a8e4dd85d1ab12c8b1f40", size = 556030, upload-time = "2025-11-30T20:24:10.956Z" },
+    { url = "https://files.pythonhosted.org/packages/20/53/7c7e784abfa500a2b6b583b147ee4bb5a2b3747a9166bab52fec4b5b5e7d/rpds_py-0.30.0-cp314-cp314t-win32.whl", hash = "sha256:dc824125c72246d924f7f796b4f63c1e9dc810c7d9e2355864b3c3a73d59ade0", size = 211570, upload-time = "2025-11-30T20:24:12.735Z" },
+    { url = "https://files.pythonhosted.org/packages/d0/02/fa464cdfbe6b26e0600b62c528b72d8608f5cc49f96b8d6e38c95d60c676/rpds_py-0.30.0-cp314-cp314t-win_amd64.whl", hash = "sha256:27f4b0e92de5bfbc6f86e43959e6edd1425c33b5e69aab0984a72047f2bcf1e3", size = 226532, upload-time = "2025-11-30T20:24:14.634Z" },
+]
+
 [[package]]
 name = "ruff"
 version = "0.15.1"
@@ -455,12 +1188,27 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/a0/ab/b281071bc11555670a82c538e4be35e7f5ad5e4cb4de7ac356a05a4b2c6a/schemdraw-0.22-py3-none-any.whl", hash = "sha256:fb294fe086b89a7dc9bedce43dc39014a9b9e369864eab438f22009c9f0e1175", size = 148359, upload-time = "2025-11-30T23:42:04.794Z" },
 ]
 
+[[package]]
+name = "secretstorage"
+version = "3.5.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cryptography" },
+    { name = "jeepney" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/1c/03/e834bcd866f2f8a49a85eaff47340affa3bfa391ee9912a952a1faa68c7b/secretstorage-3.5.0.tar.gz", hash = "sha256:f04b8e4689cbce351744d5537bf6b1329c6fc68f91fa666f60a380edddcd11be", size = 19884, upload-time = "2025-11-23T19:02:53.191Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b7/46/f5af3402b579fd5e11573ce652019a67074317e18c1935cc0b4ba9b35552/secretstorage-3.5.0-py3-none-any.whl", hash = "sha256:0ce65888c0725fcb2c5bc0fdb8e5438eece02c523557ea40ce0703c266248137", size = 15554, upload-time = "2025-11-23T19:02:51.545Z" },
+]
+
 [[package]]
 name = "spicebook"
 version = "2026.2.13"
 source = { editable = "." }
 dependencies = [
     { name = "fastapi" },
+    { name = "fastmcp" },
+    { name = "httpx" },
     { name = "numpy" },
     { name = "pydantic" },
     { name = "schemdraw" },
@@ -479,6 +1227,8 @@ dev = [
 [package.metadata]
 requires-dist = [
     { name = "fastapi", specifier = ">=0.115.0" },
+    { name = "fastmcp", specifier = ">=3.0.0" },
+    { name = "httpx", specifier = ">=0.28.0" },
     { name = "httpx", marker = "extra == 'dev'", specifier = ">=0.27" },
     { name = "numpy", specifier = ">=1.24.0" },
     { name = "pydantic", specifier = ">=2.0" },
@@ -491,6 +1241,19 @@ requires-dist = [
 ]
 provides-extras = ["dev"]
 
+[[package]]
+name = "sse-starlette"
+version = "3.2.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+    { name = "starlette" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/8b/8d/00d280c03ffd39aaee0e86ec81e2d3b9253036a0f93f51d10503adef0e65/sse_starlette-3.2.0.tar.gz", hash = "sha256:8127594edfb51abe44eac9c49e59b0b01f1039d0c7461c6fd91d4e03b70da422", size = 27253, upload-time = "2026-01-17T13:11:05.62Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/96/7f/832f015020844a8b8f7a9cbc103dd76ba8e3875004c41e08440ea3a2b41a/sse_starlette-3.2.0-py3-none-any.whl", hash = "sha256:5876954bd51920fc2cd51baee47a080eb88a37b5b784e615abb0b283f801cdbf", size = 12763, upload-time = "2026-01-17T13:11:03.775Z" },
+]
+
 [[package]]
 name = "starlette"
 version = "0.52.1"
@@ -695,3 +1458,12 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/9f/3e/28135a24e384493fa804216b79a6a6759a38cc4ff59118787b9fb693df93/websockets-16.0-cp314-cp314t-win_amd64.whl", hash = "sha256:b14dc141ed6d2dde437cddb216004bcac6a1df0935d79656387bd41632ba0bbd", size = 178531, upload-time = "2026-01-10T09:23:35.016Z" },
     { url = "https://files.pythonhosted.org/packages/6f/28/258ebab549c2bf3e64d2b0217b973467394a9cea8c42f70418ca2c5d0d2e/websockets-16.0-py3-none-any.whl", hash = "sha256:1637db62fad1dc833276dded54215f2c7fa46912301a24bd94d45d46a011ceec", size = 171598, upload-time = "2026-01-10T09:23:45.395Z" },
 ]
+
+[[package]]
+name = "zipp"
+version = "3.23.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/e3/02/0f2892c661036d50ede074e376733dca2ae7c6eb617489437771209d4180/zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166", size = 25547, upload-time = "2025-06-08T17:06:39.4Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2e/54/647ade08bf0db230bfea292f893923872fd20be6ac6f53b2b936ba839d75/zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e", size = 10276, upload-time = "2025-06-08T17:06:38.034Z" },
+]
diff --git a/docker-compose.dev.yml b/docker-compose.dev.yml
index ca9b857..5a75488 100644
--- a/docker-compose.dev.yml
+++ b/docker-compose.dev.yml
@@ -19,8 +19,14 @@ services:
       - caddy
     labels:
       caddy: "${SPICEBOOK_DOMAIN:-spicebook.localhost}"
-      caddy.@api.path: "/api/* /health /docs /openapi.json /redoc"
+      caddy.@api.path: "/api/* /health /docs /openapi.json /redoc /mcp/*"
       caddy.reverse_proxy_0: "@api {{upstreams 8000}}"
+      caddy.reverse_proxy_0.flush_interval: "-1"
+      caddy.reverse_proxy_0.transport: "http"
+      caddy.reverse_proxy_0.transport.read_timeout: "0"
+      caddy.reverse_proxy_0.transport.write_timeout: "0"
+      caddy.reverse_proxy_0.stream_timeout: "24h"
+      caddy.reverse_proxy_0.stream_close_delay: "5s"
 
   frontend:
     build:
diff --git a/docker-compose.prod.yml b/docker-compose.prod.yml
index 40d5001..6ddf302 100644
--- a/docker-compose.prod.yml
+++ b/docker-compose.prod.yml
@@ -11,8 +11,14 @@ services:
       - caddy
     labels:
       caddy: "${SPICEBOOK_DOMAIN:-spicebook.localhost}"
-      caddy.@api.path: "/api/* /health /docs /openapi.json /redoc"
+      caddy.@api.path: "/api/* /health /docs /openapi.json /redoc /mcp/*"
       caddy.reverse_proxy_0: "@api {{upstreams 8000}}"
+      caddy.reverse_proxy_0.flush_interval: "-1"
+      caddy.reverse_proxy_0.transport: "http"
+      caddy.reverse_proxy_0.transport.read_timeout: "0"
+      caddy.reverse_proxy_0.transport.write_timeout: "0"
+      caddy.reverse_proxy_0.stream_timeout: "24h"
+      caddy.reverse_proxy_0.stream_close_delay: "5s"
 
   frontend:
     build:
diff --git a/frontend/src/components/chat/ChatWidget.tsx b/frontend/src/components/chat/ChatWidget.tsx
new file mode 100644
index 0000000..f781069
--- /dev/null
+++ b/frontend/src/components/chat/ChatWidget.tsx
@@ -0,0 +1,398 @@
+import { useCallback, useEffect, useRef, useState } from 'react';
+import {
+  Zap,
+  X,
+  Plus,
+  History,
+  MessageSquare,
+  Send,
+  Trash2,
+} from 'lucide-react';
+import { useChatStore } from '../../lib/chat-store';
+import type { ChatMessage } from '../../lib/chat-store';
+import { streamChat } from '../../lib/chat-api';
+import { useNotebookStore } from '../../lib/notebook-store';
+import '../../styles/chat-widget.css';
+
+// ── Lightweight markdown ────────────────────────────────
+
+function escapeHtml(text: string): string {
+  return text
+    .replace(/&/g, '&amp;')
+    .replace(/</g, '&lt;')
+    .replace(/>/g, '&gt;')
+    .replace(/"/g, '&quot;');
+}
+
+function renderMarkdown(text: string): string {
+  let html = escapeHtml(text);
+  // Code blocks (``` ... ```)
+  html = html.replace(/```(\w*)\n([\s\S]*?)```/g, (_m, _lang, code) => {
+    return `<pre><code>${code.trim()}</code></pre>`;
+  });
+  html = html.replace(/\*\*(.+?)\*\*/g, '<strong>$1</strong>');
+  html = html.replace(/(?<!\*)\*([^*]+?)\*(?!\*)/g, '<em>$1</em>');
+  html = html.replace(/`([^`]+?)`/g, '<code>$1</code>');
+  html = html.replace(
+    /\[([^\]]+?)\]\((https?:\/\/[^)]+?)\)/g,
+    '<a href="$2" target="_blank" rel="noopener noreferrer">$1</a>',
+  );
+  html = html.replace(/\n/g, '<br>');
+  return html;
+}
+
+// ── Components ──────────────────────────────────────────
+
+function MessageBubble({ msg, isStreaming }: { msg: ChatMessage; isStreaming?: boolean }) {
+  return (
+    <div className={`chat-bubble ${msg.role}`}>
+      {msg.role === 'assistant' ? (
+        <>
+          <span dangerouslySetInnerHTML={{ __html: renderMarkdown(msg.text) }} />
+          {isStreaming && <span className="chat-cursor" />}
+        </>
+      ) : (
+        msg.text
+      )}
+    </div>
+  );
+}
+
+function HistoryView({
+  onBack,
+}: {
+  onBack: () => void;
+}) {
+  const conversations = useChatStore((s) => s.conversations);
+  const activeId = useChatStore((s) => s.activeConversationId);
+  const setActive = useChatStore((s) => s.setActiveConversation);
+  const deleteConv = useChatStore((s) => s.deleteConversation);
+  const [pendingDeleteId, setPendingDeleteId] = useState<string | null>(null);
+  const pendingTimer = useRef<ReturnType<typeof setTimeout> | null>(null);
+
+  const handleDelete = useCallback(
+    (id: string, e: React.MouseEvent) => {
+      e.stopPropagation();
+      if (pendingDeleteId === id) {
+        // Second click — confirm
+        if (pendingTimer.current) clearTimeout(pendingTimer.current);
+        setPendingDeleteId(null);
+        deleteConv(id);
+      } else {
+        // First click — arm
+        if (pendingTimer.current) clearTimeout(pendingTimer.current);
+        setPendingDeleteId(id);
+        pendingTimer.current = setTimeout(() => setPendingDeleteId(null), 3000);
+      }
+    },
+    [pendingDeleteId, deleteConv],
+  );
+
+  useEffect(() => {
+    return () => {
+      if (pendingTimer.current) clearTimeout(pendingTimer.current);
+    };
+  }, []);
+
+  if (conversations.length === 0) {
+    return (
+      <div className="chat-history-list">
+        <div className="chat-empty">No conversations yet</div>
+      </div>
+    );
+  }
+
+  return (
+    <div className="chat-history-list">
+      {conversations.map((c) => (
+        <button
+          key={c.id}
+          className={`chat-history-item ${c.id === activeId ? 'active' : ''}`}
+          onClick={() => {
+            setActive(c.id);
+            onBack();
+          }}
+        >
+          <MessageSquare size={14} />
+          <span className="chat-history-title">{c.title}</span>
+          <span className="chat-history-count">{c.messages.length}</span>
+          <span
+            className={`chat-history-delete ${pendingDeleteId === c.id ? 'confirm' : ''}`}
+            onClick={(e) => handleDelete(c.id, e)}
+            title={pendingDeleteId === c.id ? 'Click again to delete' : 'Delete conversation'}
+          >
+            <Trash2 size={12} />
+          </span>
+        </button>
+      ))}
+    </div>
+  );
+}
+
+// ── Main Widget ─────────────────────────────────────────
+
+export default function ChatWidget() {
+  const panelOpen = useChatStore((s) => s.panelOpen);
+  const streaming = useChatStore((s) => s.streaming);
+  const togglePanel = useChatStore((s) => s.togglePanel);
+  const closePanel = useChatStore((s) => s.closePanel);
+  const createConversation = useChatStore((s) => s.createConversation);
+  const addUserMessage = useChatStore((s) => s.addUserMessage);
+  const addAssistantMessage = useChatStore((s) => s.addAssistantMessage);
+  const appendToLastAssistant = useChatStore((s) => s.appendToLastAssistant);
+  const setStreaming = useChatStore((s) => s.setStreaming);
+  const getActiveConversation = useChatStore((s) => s.getActiveConversation);
+  const activeConversationId = useChatStore((s) => s.activeConversationId);
+
+  // Notebook context from the notebook editor (if on a notebook page)
+  const notebookId = useNotebookStore((s) => s.notebookId);
+  const notebook = useNotebookStore((s) => s.notebook);
+
+  const [input, setInput] = useState('');
+  const [statusText, setStatusText] = useState('');
+  const [showHistory, setShowHistory] = useState(false);
+  const [reasoningText, setReasoningText] = useState('');
+  const [reasoningTime, setReasoningTime] = useState(0);
+
+  const messagesEndRef = useRef<HTMLDivElement>(null);
+  const inputRef = useRef<HTMLInputElement>(null);
+  const abortRef = useRef<AbortController | null>(null);
+
+  const activeConv = getActiveConversation();
+  const messages = activeConv?.messages ?? [];
+
+  // Auto-scroll on new messages
+  useEffect(() => {
+    messagesEndRef.current?.scrollIntoView({ behavior: 'smooth' });
+  }, [messages.length, streaming]);
+
+  // Focus input when panel opens
+  useEffect(() => {
+    if (panelOpen && !showHistory) {
+      setTimeout(() => inputRef.current?.focus(), 100);
+    }
+  }, [panelOpen, showHistory]);
+
+  // Keyboard: Escape to close
+  useEffect(() => {
+    function handleEscape(e: KeyboardEvent) {
+      if (e.key === 'Escape' && panelOpen) {
+        closePanel();
+      }
+    }
+    document.addEventListener('keydown', handleEscape);
+    return () => document.removeEventListener('keydown', handleEscape);
+  }, [panelOpen, closePanel]);
+
+  const handleSend = useCallback(async () => {
+    const question = input.trim();
+    if (!question || streaming) return;
+
+    // Ensure there's an active conversation
+    if (!activeConversationId) {
+      createConversation();
+    }
+
+    setInput('');
+    addUserMessage(question);
+    addAssistantMessage('');
+    setStreaming(true);
+    setStatusText('');
+    setReasoningText('');
+    setReasoningTime(0);
+
+    const abortController = new AbortController();
+    abortRef.current = abortController;
+
+    const reasoningStart = Date.now();
+
+    try {
+      const notebookCtx = notebookId && notebook
+        ? {
+            notebook_id: notebookId,
+            title: notebook.metadata.title,
+            engine: notebook.metadata.engine,
+          }
+        : null;
+
+      for await (const evt of streamChat({
+        question,
+        notebook: notebookCtx,
+        signal: abortController.signal,
+      })) {
+        switch (evt.event) {
+          case 'status':
+            setStatusText((evt.data as { text: string }).text);
+            break;
+          case 'token':
+            appendToLastAssistant((evt.data as { text: string }).text);
+            setStatusText('');
+            break;
+          case 'reasoning':
+            setReasoningText((prev) => prev + (evt.data as { text: string }).text);
+            setReasoningTime(Math.round((Date.now() - reasoningStart) / 1000));
+            break;
+          case 'error':
+            appendToLastAssistant(
+              `\n\n*Error: ${(evt.data as { text: string }).text}*`,
+            );
+            break;
+          case 'done':
+            break;
+        }
+      }
+    } catch (err) {
+      if (err instanceof DOMException && err.name === 'AbortError') {
+        // User cancelled — that's fine
+      } else {
+        appendToLastAssistant(
+          `\n\n*Error: ${err instanceof Error ? err.message : 'Connection failed'}*`,
+        );
+      }
+    } finally {
+      setStreaming(false);
+      setStatusText('');
+      abortRef.current = null;
+    }
+  }, [
+    input, streaming, activeConversationId, notebookId, notebook,
+    createConversation, addUserMessage, addAssistantMessage,
+    appendToLastAssistant, setStreaming,
+  ]);
+
+  const handleKeyDown = useCallback(
+    (e: React.KeyboardEvent) => {
+      if (e.key === 'Enter' && !e.shiftKey) {
+        e.preventDefault();
+        handleSend();
+      }
+    },
+    [handleSend],
+  );
+
+  const handleNewConversation = useCallback(() => {
+    // If streaming, abort first
+    if (abortRef.current) {
+      abortRef.current.abort();
+      abortRef.current = null;
+      setStreaming(false);
+    }
+    createConversation();
+    setShowHistory(false);
+    setReasoningText('');
+    setReasoningTime(0);
+    setTimeout(() => inputRef.current?.focus(), 100);
+  }, [createConversation, setStreaming]);
+
+  return (
+    <>
+      {/* Floating action button */}
+      <button
+        className={`chat-fab ${panelOpen ? 'active' : ''}`}
+        onClick={togglePanel}
+        aria-label="Toggle chat"
+        title="Circuit assistant"
+      >
+        {panelOpen ? <X size={20} /> : <Zap size={20} />}
+      </button>
+
+      {/* Chat panel */}
+      {panelOpen && (
+        <div className="chat-panel">
+          {/* Header */}
+          <div className="chat-header">
+            <Zap size={16} className="text-blue-500" />
+            <span className="chat-header-title">
+              {showHistory
+                ? 'Conversations'
+                : activeConv?.title ?? 'Circuit Assistant'}
+            </span>
+            <button
+              className="chat-header-btn"
+              onClick={handleNewConversation}
+              title="New conversation"
+            >
+              <Plus size={16} />
+            </button>
+            <button
+              className="chat-header-btn"
+              onClick={() => setShowHistory(!showHistory)}
+              title={showHistory ? 'Back to chat' : 'Conversation history'}
+            >
+              {showHistory ? <MessageSquare size={16} /> : <History size={16} />}
+            </button>
+            <button
+              className="chat-header-btn"
+              onClick={closePanel}
+              title="Close"
+            >
+              <X size={16} />
+            </button>
+          </div>
+
+          {/* Body */}
+          {showHistory ? (
+            <HistoryView onBack={() => setShowHistory(false)} />
+          ) : (
+            <>
+              <div className="chat-messages">
+                {messages.length === 0 && !streaming && (
+                  <div className="chat-empty">
+                    Ask about circuits, netlists, or simulation results
+                  </div>
+                )}
+                {messages.map((msg, i) => (
+                  <MessageBubble
+                    key={`${msg.timestamp}-${i}`}
+                    msg={msg}
+                    isStreaming={
+                      streaming &&
+                      i === messages.length - 1 &&
+                      msg.role === 'assistant'
+                    }
+                  />
+                ))}
+                {reasoningText && streaming && (
+                  <details className="chat-reasoning">
+                    <summary>Thinking{reasoningTime > 0 ? ` (${reasoningTime}s)` : '…'}</summary>
+                    <div className="chat-reasoning-body">{reasoningText}</div>
+                  </details>
+                )}
+                {statusText && (
+                  <div className="chat-status">{statusText}</div>
+                )}
+                <div ref={messagesEndRef} />
+              </div>
+
+              {/* Input */}
+              <div className="chat-input-bar">
+                <input
+                  ref={inputRef}
+                  className="chat-input"
+                  type="text"
+                  placeholder={
+                    notebookId
+                      ? 'Ask about this circuit…'
+                      : 'Ask a circuit question…'
+                  }
+                  value={input}
+                  onChange={(e) => setInput(e.target.value)}
+                  onKeyDown={handleKeyDown}
+                  disabled={streaming}
+                />
+                <button
+                  className="chat-send-btn"
+                  onClick={handleSend}
+                  disabled={streaming || !input.trim()}
+                  title="Send"
+                >
+                  <Send size={16} />
+                </button>
+              </div>
+            </>
+          )}
+        </div>
+      )}
+    </>
+  );
+}
diff --git a/frontend/src/layouts/NotebookLayout.astro b/frontend/src/layouts/NotebookLayout.astro
index 3951e07..83278ce 100644
--- a/frontend/src/layouts/NotebookLayout.astro
+++ b/frontend/src/layouts/NotebookLayout.astro
@@ -2,6 +2,7 @@
 import { Seo } from 'astro-seo-meta';
 import type { SEOProps } from '../lib/seo';
 import { SEO_DEFAULTS } from '../lib/seo';
+import ChatWidget from '../components/chat/ChatWidget';
 
 interface Props extends SEOProps {
   title?: string;
@@ -51,6 +52,7 @@ const canonicalUrl = canonicalPath
   </head>
   <body class="bg-slate-950 text-slate-200 min-h-screen antialiased">
     <slot />
+    <ChatWidget client:load />
     <script>
       // Clean up stale service workers — SpiceBook doesn't use one
       if ('serviceWorker' in navigator) {
diff --git a/frontend/src/lib/api.ts b/frontend/src/lib/api.ts
index f80cc9a..69f3609 100644
--- a/frontend/src/lib/api.ts
+++ b/frontend/src/lib/api.ts
@@ -7,7 +7,7 @@ import type {
   CreateNotebookResponse,
 } from './types';
 
-const API_BASE = (() => {
+export const API_BASE = (() => {
   // PUBLIC_API_URL controls where API requests go:
   //   - Dev (local): 'http://localhost:8099'
   //   - Production:  '' (empty = same origin, Caddy routes /api/* to backend)
diff --git a/frontend/src/lib/chat-api.ts b/frontend/src/lib/chat-api.ts
new file mode 100644
index 0000000..bc4583b
--- /dev/null
+++ b/frontend/src/lib/chat-api.ts
@@ -0,0 +1,86 @@
+/**
+ * SSE client for the SpiceBook chat streaming endpoint.
+ * Yields parsed server-sent events as an async generator.
+ */
+
+import { API_BASE } from './api';
+
+export interface SSEEvent {
+  event: string;
+  data: Record<string, unknown>;
+}
+
+export interface ChatStreamOptions {
+  question: string;
+  notebook?: {
+    notebook_id: string;
+    title: string;
+    engine: string;
+  } | null;
+  signal?: AbortSignal;
+}
+
+function parseSSEBlock(raw: string): SSEEvent | null {
+  let event = '';
+  let data = '';
+
+  for (const line of raw.split('\n')) {
+    if (line.startsWith('event: ')) {
+      event = line.slice(7);
+    } else if (line.startsWith('data: ')) {
+      data = line.slice(6);
+    }
+  }
+
+  if (!event || !data) return null;
+
+  try {
+    return { event, data: JSON.parse(data) };
+  } catch {
+    return null;
+  }
+}
+
+export async function* streamChat(opts: ChatStreamOptions): AsyncGenerator<SSEEvent> {
+  const body: Record<string, unknown> = { question: opts.question };
+  if (opts.notebook) {
+    body.notebook = opts.notebook;
+  }
+
+  const resp = await fetch(`${API_BASE}/api/chat/stream`, {
+    method: 'POST',
+    headers: { 'Content-Type': 'application/json' },
+    body: JSON.stringify(body),
+    signal: opts.signal,
+  });
+
+  if (!resp.ok) {
+    throw new Error(`Chat request failed: HTTP ${resp.status}`);
+  }
+
+  const reader = resp.body?.getReader();
+  if (!reader) throw new Error('No response body');
+
+  const decoder = new TextDecoder();
+  let buffer = '';
+
+  try {
+    while (true) {
+      const { done, value } = await reader.read();
+      if (done) break;
+
+      buffer += decoder.decode(value, { stream: true });
+
+      let boundary: number;
+      while ((boundary = buffer.indexOf('\n\n')) !== -1) {
+        const raw = buffer.slice(0, boundary);
+        buffer = buffer.slice(boundary + 2);
+
+        const evt = parseSSEBlock(raw);
+        if (evt) yield evt;
+      }
+    }
+  } finally {
+    reader.releaseLock();
+  }
+}
diff --git a/frontend/src/lib/chat-store.ts b/frontend/src/lib/chat-store.ts
new file mode 100644
index 0000000..820cb46
--- /dev/null
+++ b/frontend/src/lib/chat-store.ts
@@ -0,0 +1,170 @@
+/**
+ * Zustand store for SpiceBook chat conversations.
+ * Persists to localStorage with conversation history management.
+ */
+
+import { create } from 'zustand';
+import { persist } from 'zustand/middleware';
+
+export interface ChatMessage {
+  role: 'user' | 'assistant';
+  text: string;
+  timestamp: number;
+}
+
+export interface Conversation {
+  id: string;
+  title: string;
+  messages: ChatMessage[];
+  createdAt: number;
+  updatedAt: number;
+}
+
+const MAX_CONVERSATIONS = 20;
+const MAX_MESSAGES = 50;
+
+interface ChatStore {
+  conversations: Conversation[];
+  activeConversationId: string | null;
+  panelOpen: boolean;
+  streaming: boolean;
+
+  // Actions
+  openPanel: () => void;
+  closePanel: () => void;
+  togglePanel: () => void;
+  createConversation: () => string;
+  setActiveConversation: (id: string) => void;
+  addUserMessage: (text: string) => void;
+  addAssistantMessage: (text: string) => void;
+  appendToLastAssistant: (text: string) => void;
+  setStreaming: (streaming: boolean) => void;
+  deleteConversation: (id: string) => void;
+  getActiveConversation: () => Conversation | null;
+}
+
+function generateId(): string {
+  return crypto.randomUUID().slice(0, 8);
+}
+
+function titleFromQuestion(question: string): string {
+  const trimmed = question.trim().slice(0, 50);
+  return trimmed.length < question.trim().length ? `${trimmed}…` : trimmed;
+}
+
+export const useChatStore = create<ChatStore>()(
+  persist(
+    (set, get) => ({
+      conversations: [],
+      activeConversationId: null,
+      panelOpen: false,
+      streaming: false,
+
+      openPanel: () => set({ panelOpen: true }),
+      closePanel: () => set({ panelOpen: false }),
+      togglePanel: () => set((s) => ({ panelOpen: !s.panelOpen })),
+
+      createConversation: () => {
+        const id = generateId();
+        const now = Date.now();
+        const conv: Conversation = {
+          id,
+          title: 'New conversation',
+          messages: [],
+          createdAt: now,
+          updatedAt: now,
+        };
+
+        set((s) => {
+          const conversations = [conv, ...s.conversations].slice(0, MAX_CONVERSATIONS);
+          return { conversations, activeConversationId: id };
+        });
+
+        return id;
+      },
+
+      setActiveConversation: (id: string) => set({ activeConversationId: id }),
+
+      addUserMessage: (text: string) => {
+        const now = Date.now();
+        set((s) => {
+          const convId = s.activeConversationId;
+          if (!convId) return s;
+
+          return {
+            conversations: s.conversations.map((c) => {
+              if (c.id !== convId) return c;
+              const messages = [...c.messages, { role: 'user' as const, text, timestamp: now }]
+                .slice(-MAX_MESSAGES);
+              const title = c.messages.length === 0 ? titleFromQuestion(text) : c.title;
+              return { ...c, messages, title, updatedAt: now };
+            }),
+          };
+        });
+      },
+
+      addAssistantMessage: (text: string) => {
+        const now = Date.now();
+        set((s) => {
+          const convId = s.activeConversationId;
+          if (!convId) return s;
+
+          return {
+            conversations: s.conversations.map((c) => {
+              if (c.id !== convId) return c;
+              const messages = [
+                ...c.messages,
+                { role: 'assistant' as const, text, timestamp: now },
+              ].slice(-MAX_MESSAGES);
+              return { ...c, messages, updatedAt: now };
+            }),
+          };
+        });
+      },
+
+      appendToLastAssistant: (text: string) => {
+        set((s) => {
+          const convId = s.activeConversationId;
+          if (!convId) return s;
+
+          return {
+            conversations: s.conversations.map((c) => {
+              if (c.id !== convId) return c;
+              const messages = [...c.messages];
+              const last = messages[messages.length - 1];
+              if (last && last.role === 'assistant') {
+                messages[messages.length - 1] = { ...last, text: last.text + text };
+              }
+              return { ...c, messages, updatedAt: Date.now() };
+            }),
+          };
+        });
+      },
+
+      setStreaming: (streaming: boolean) => set({ streaming }),
+
+      deleteConversation: (id: string) => {
+        set((s) => {
+          const conversations = s.conversations.filter((c) => c.id !== id);
+          const activeConversationId =
+            s.activeConversationId === id
+              ? conversations[0]?.id ?? null
+              : s.activeConversationId;
+          return { conversations, activeConversationId };
+        });
+      },
+
+      getActiveConversation: () => {
+        const s = get();
+        return s.conversations.find((c) => c.id === s.activeConversationId) ?? null;
+      },
+    }),
+    {
+      name: 'spicebook-chat',
+      partialize: (state) => ({
+        conversations: state.conversations,
+        activeConversationId: state.activeConversationId,
+      }),
+    },
+  ),
+);
diff --git a/frontend/src/pages/index.astro b/frontend/src/pages/index.astro
index 17f5d76..eac9b71 100644
--- a/frontend/src/pages/index.astro
+++ b/frontend/src/pages/index.astro
@@ -72,7 +72,7 @@ try {
     <PipelineStrip />
   </section>
 
-  <!-- Resistor Color Code Reference link -->
+  <!-- Reference links -->
   <section class="section-fade">
     <div class="max-w-6xl mx-auto px-6 py-6 flex flex-col sm:flex-row items-center gap-4 sm:gap-6">
       <a href="/reference/resistor-colors"
@@ -103,6 +103,35 @@ try {
         </div>
         <Icon name="lucide:chevron-right" class="w-4 h-4 text-slate-600 group-hover:text-slate-400 transition-colors" />
       </a>
+
+      <a href="https://mcltspice.warehack.ing" target="_blank" rel="noopener noreferrer"
+         class="inline-flex items-center gap-4 px-5 py-3 rounded-lg border border-slate-700
+                hover:border-slate-500 hover:bg-slate-800/40 transition-colors group">
+        <!-- Inline IC chip SVG: DIP package with 6 pin traces -->
+        <svg viewBox="0 0 120 32" class="w-24 h-8 flex-shrink-0" xmlns="http://www.w3.org/2000/svg" aria-label="IC chip representing MCP tools">
+          <!-- Left pin traces -->
+          <line x1="0" y1="8" x2="28" y2="8" stroke="rgba(20,184,166,0.5)" stroke-width="1.5"/>
+          <line x1="0" y1="16" x2="28" y2="16" stroke="rgba(20,184,166,0.5)" stroke-width="1.5"/>
+          <line x1="0" y1="24" x2="28" y2="24" stroke="rgba(20,184,166,0.5)" stroke-width="1.5"/>
+          <!-- Chip body -->
+          <rect x="28" y="3" width="64" height="26" rx="3" ry="3" fill="rgba(20,184,166,0.08)" stroke="rgba(20,184,166,0.6)" stroke-width="1.5"/>
+          <!-- Pin-1 notch -->
+          <path d="M28,12 A4,4 0 0,1 28,20" fill="none" stroke="rgba(20,184,166,0.4)" stroke-width="1"/>
+          <!-- Right pin traces -->
+          <line x1="92" y1="8" x2="120" y2="8" stroke="rgba(20,184,166,0.5)" stroke-width="1.5"/>
+          <line x1="92" y1="16" x2="120" y2="16" stroke="rgba(20,184,166,0.5)" stroke-width="1.5"/>
+          <line x1="92" y1="24" x2="120" y2="24" stroke="rgba(20,184,166,0.5)" stroke-width="1.5"/>
+        </svg>
+        <div>
+          <span class="text-sm font-semibold text-slate-200 group-hover:text-slate-100">
+            mcltspice MCP Server
+          </span>
+          <span class="block text-xs text-slate-500">
+            37 tools for LTspice automation
+          </span>
+        </div>
+        <Icon name="lucide:chevron-right" class="w-4 h-4 text-slate-600 group-hover:text-slate-400 transition-colors" />
+      </a>
     </div>
   </section>
 
diff --git a/frontend/src/styles/chat-widget.css b/frontend/src/styles/chat-widget.css
new file mode 100644
index 0000000..ba98d92
--- /dev/null
+++ b/frontend/src/styles/chat-widget.css
@@ -0,0 +1,387 @@
+/* SpiceBook Chat Widget — dark-only, floating panel */
+
+.chat-fab {
+  position: fixed;
+  bottom: 1.5rem;
+  right: 1.5rem;
+  z-index: 1000;
+  width: 3rem;
+  height: 3rem;
+  border-radius: 50%;
+  border: 1px solid var(--color-sb-border);
+  background: var(--color-sb-surface);
+  color: var(--color-sb-accent);
+  cursor: pointer;
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  transition: background 0.15s, border-color 0.15s, transform 0.15s;
+  box-shadow: 0 4px 12px rgba(0, 0, 0, 0.4);
+}
+
+.chat-fab:hover {
+  background: var(--color-sb-cell);
+  border-color: var(--color-sb-accent);
+  transform: scale(1.05);
+}
+
+.chat-fab.active {
+  background: var(--color-sb-accent);
+  color: var(--color-sb-text-bright);
+  border-color: var(--color-sb-accent);
+}
+
+/* Panel */
+.chat-panel {
+  position: fixed;
+  bottom: 5rem;
+  right: 1.5rem;
+  z-index: 1000;
+  width: 24rem;
+  max-height: 70vh;
+  display: flex;
+  flex-direction: column;
+  background: var(--color-sb-bg);
+  border: 1px solid var(--color-sb-border);
+  border-radius: 0.75rem;
+  box-shadow: 0 8px 32px rgba(0, 0, 0, 0.5);
+  overflow: hidden;
+  animation: chat-slide-up 0.2s ease-out;
+}
+
+@keyframes chat-slide-up {
+  from {
+    opacity: 0;
+    transform: translateY(12px);
+  }
+  to {
+    opacity: 1;
+    transform: translateY(0);
+  }
+}
+
+/* Header */
+.chat-header {
+  display: flex;
+  align-items: center;
+  gap: 0.5rem;
+  padding: 0.75rem 1rem;
+  border-bottom: 1px solid var(--color-sb-border);
+  background: var(--color-sb-surface);
+  flex-shrink: 0;
+}
+
+.chat-header-title {
+  flex: 1;
+  font-size: 0.8125rem;
+  font-weight: 600;
+  color: var(--color-sb-text-bright);
+  overflow: hidden;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+}
+
+.chat-header-btn {
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  width: 1.75rem;
+  height: 1.75rem;
+  border-radius: 0.375rem;
+  border: none;
+  background: transparent;
+  color: var(--color-sb-muted);
+  cursor: pointer;
+  transition: background 0.1s, color 0.1s;
+  flex-shrink: 0;
+}
+
+.chat-header-btn:hover {
+  background: var(--color-sb-cell);
+  color: var(--color-sb-text);
+}
+
+/* Messages */
+.chat-messages {
+  flex: 1;
+  overflow-y: auto;
+  padding: 0.75rem;
+  display: flex;
+  flex-direction: column;
+  gap: 0.625rem;
+  min-height: 200px;
+}
+
+.chat-messages::-webkit-scrollbar {
+  width: 4px;
+}
+
+.chat-messages::-webkit-scrollbar-thumb {
+  background: var(--color-sb-border);
+  border-radius: 2px;
+}
+
+.chat-bubble {
+  max-width: 88%;
+  padding: 0.5rem 0.75rem;
+  border-radius: 0.75rem;
+  font-size: 0.8125rem;
+  line-height: 1.5;
+  word-wrap: break-word;
+  overflow-wrap: break-word;
+}
+
+.chat-bubble.user {
+  align-self: flex-end;
+  background: var(--color-sb-accent);
+  color: white;
+  border-bottom-right-radius: 0.25rem;
+}
+
+.chat-bubble.assistant {
+  align-self: flex-start;
+  background: var(--color-sb-cell);
+  color: var(--color-sb-text);
+  border-bottom-left-radius: 0.25rem;
+}
+
+.chat-bubble.assistant strong {
+  color: var(--color-sb-text-bright);
+}
+
+.chat-bubble.assistant code {
+  font-family: var(--font-mono);
+  font-size: 0.75rem;
+  background: var(--color-sb-code-bg);
+  padding: 0.0625rem 0.25rem;
+  border-radius: 3px;
+  color: #93c5fd;
+}
+
+.chat-bubble.assistant pre {
+  background: var(--color-sb-code-bg);
+  border: 1px solid var(--color-sb-border);
+  border-radius: 0.375rem;
+  padding: 0.5rem;
+  margin: 0.375rem 0;
+  overflow-x: auto;
+  font-family: var(--font-mono);
+  font-size: 0.75rem;
+}
+
+.chat-bubble.assistant pre code {
+  background: transparent;
+  padding: 0;
+}
+
+/* Status messages */
+.chat-status {
+  text-align: center;
+  font-size: 0.6875rem;
+  color: var(--color-sb-muted);
+  padding: 0.25rem 0;
+  font-style: italic;
+}
+
+/* Reasoning (collapsed) */
+.chat-reasoning {
+  font-size: 0.6875rem;
+  color: var(--color-sb-muted);
+  margin-bottom: 0.25rem;
+}
+
+.chat-reasoning summary {
+  cursor: pointer;
+  color: var(--color-sb-muted);
+  font-size: 0.6875rem;
+}
+
+.chat-reasoning summary:hover {
+  color: var(--color-sb-text);
+}
+
+.chat-reasoning-body {
+  margin-top: 0.25rem;
+  padding: 0.375rem 0.5rem;
+  background: var(--color-sb-surface);
+  border-radius: 0.375rem;
+  border: 1px solid var(--color-sb-border);
+  max-height: 200px;
+  overflow-y: auto;
+  white-space: pre-wrap;
+  word-break: break-word;
+}
+
+/* Streaming cursor */
+.chat-cursor {
+  display: inline-block;
+  width: 2px;
+  height: 1em;
+  background: var(--color-sb-accent);
+  animation: chat-blink 1s step-end infinite;
+  vertical-align: text-bottom;
+  margin-left: 1px;
+}
+
+@keyframes chat-blink {
+  50% { opacity: 0; }
+}
+
+/* Input */
+.chat-input-bar {
+  display: flex;
+  align-items: center;
+  gap: 0.5rem;
+  padding: 0.625rem 0.75rem;
+  border-top: 1px solid var(--color-sb-border);
+  background: var(--color-sb-surface);
+  flex-shrink: 0;
+}
+
+.chat-input {
+  flex: 1;
+  background: var(--color-sb-bg);
+  border: 1px solid var(--color-sb-border);
+  border-radius: 0.5rem;
+  padding: 0.5rem 0.75rem;
+  font-size: 0.8125rem;
+  color: var(--color-sb-text);
+  outline: none;
+  font-family: var(--font-sans);
+  transition: border-color 0.15s;
+}
+
+.chat-input::placeholder {
+  color: var(--color-sb-muted);
+}
+
+.chat-input:focus {
+  border-color: var(--color-sb-accent);
+}
+
+.chat-send-btn {
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  width: 2rem;
+  height: 2rem;
+  border-radius: 0.5rem;
+  border: none;
+  background: var(--color-sb-accent);
+  color: white;
+  cursor: pointer;
+  transition: background 0.15s;
+  flex-shrink: 0;
+}
+
+.chat-send-btn:hover:not(:disabled) {
+  background: var(--color-sb-accent-hover);
+}
+
+.chat-send-btn:disabled {
+  opacity: 0.4;
+  cursor: not-allowed;
+}
+
+/* History view */
+.chat-history-list {
+  flex: 1;
+  overflow-y: auto;
+  padding: 0.5rem;
+  display: flex;
+  flex-direction: column;
+  gap: 0.25rem;
+  min-height: 200px;
+}
+
+.chat-history-item {
+  display: flex;
+  align-items: center;
+  gap: 0.5rem;
+  padding: 0.5rem 0.625rem;
+  border-radius: 0.5rem;
+  cursor: pointer;
+  transition: background 0.1s;
+  border: none;
+  background: transparent;
+  color: var(--color-sb-text);
+  text-align: left;
+  font-size: 0.8125rem;
+  width: 100%;
+}
+
+.chat-history-item:hover {
+  background: var(--color-sb-cell);
+}
+
+.chat-history-item.active {
+  background: var(--color-sb-cell);
+  border: 1px solid var(--color-sb-border);
+}
+
+.chat-history-title {
+  flex: 1;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+}
+
+.chat-history-count {
+  font-size: 0.6875rem;
+  color: var(--color-sb-muted);
+  flex-shrink: 0;
+}
+
+.chat-history-delete {
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  width: 1.5rem;
+  height: 1.5rem;
+  border-radius: 0.25rem;
+  border: none;
+  background: transparent;
+  color: var(--color-sb-muted);
+  cursor: pointer;
+  flex-shrink: 0;
+  opacity: 0;
+  transition: opacity 0.1s, color 0.1s;
+}
+
+.chat-history-item:hover .chat-history-delete {
+  opacity: 1;
+}
+
+.chat-history-delete:hover {
+  color: var(--color-sb-danger);
+}
+
+.chat-history-delete.confirm {
+  color: var(--color-sb-danger);
+  opacity: 1;
+}
+
+.chat-empty {
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  flex: 1;
+  color: var(--color-sb-muted);
+  font-size: 0.8125rem;
+  font-style: italic;
+}
+
+/* Responsive: smaller screens */
+@media (max-width: 480px) {
+  .chat-panel {
+    width: calc(100vw - 2rem);
+    right: 1rem;
+    bottom: 4.5rem;
+    max-height: 60vh;
+  }
+
+  .chat-fab {
+    bottom: 1rem;
+    right: 1rem;
+  }
+}