diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index 8be1ecc..dd5becc 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -1,6 +1,6 @@
 version: 2
 updates:
-  - package-ecosystem: pip
+  - package-ecosystem: uv
     directory: /
     schedule:
       interval: weekly
diff --git a/.github/workflows/cd.yml b/.github/workflows/cd.yml
index 0fd3c05..f225f83 100644
--- a/.github/workflows/cd.yml
+++ b/.github/workflows/cd.yml
@@ -5,6 +5,11 @@ on:
     branches: [main, develop]
   workflow_dispatch:
 
+env:
+  _PAPERSCOUT_TESTING: "1"
+  SLACK_BOT_TOKEN: xoxb-ci-placeholder
+  SLACK_SIGNING_SECRET: ci-placeholder-secret
+
 permissions:
   contents: read
 
@@ -19,16 +24,17 @@ jobs:
     steps:
       - uses: actions/checkout@v6
 
-      - uses: actions/setup-python@v6
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
         with:
+          version: "0.8.3"
           python-version: "3.12"
-          cache: pip
 
       - name: Install dependencies
-        run: pip install -e ".[dev]"
+        run: uv sync --frozen --extra dev
 
       - name: Run tests
-        run: python -m pytest tests/ --cov=paperscout --cov-fail-under=90 -v
+        run: uv run python -m pytest tests/ --cov=paperscout --cov-fail-under=90 -v
 
   deploy:
     name: Deploy
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index f4de721..d16c871 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -6,20 +6,40 @@ on:
   pull_request:
     branches: [main, develop]
 
+env:
+  _PAPERSCOUT_TESTING: "1"
+  SLACK_BOT_TOKEN: xoxb-ci-placeholder
+  SLACK_SIGNING_SECRET: ci-placeholder-secret
+
 jobs:
+  lockfile:
+    name: Lockfile (uv)
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v6
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          version: "0.8.3"
+
+      - name: Verify uv.lock matches pyproject.toml
+        run: uv lock --check
+
   lint:
     name: Lint (pre-commit)
     runs-on: ubuntu-latest
+    needs: lockfile
     steps:
       - uses: actions/checkout@v6
 
-      - uses: actions/setup-python@v6
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
         with:
-          python-version: "3.12"
-          cache: pip
+          version: "0.8.3"
 
       - name: Install dependencies
-        run: pip install -e ".[dev]"
+        run: uv sync --frozen --extra dev
 
       - name: Cache pre-commit environments
         uses: actions/cache@v5
@@ -28,11 +48,12 @@ jobs:
           key: pre-commit-${{ runner.os }}-${{ hashFiles('.pre-commit-config.yaml') }}
 
       - name: Run pre-commit
-        run: pre-commit run --all-files
+        run: uv run pre-commit run --all-files
 
   test:
     name: Test (Python ${{ matrix.python-version }})
     runs-on: ubuntu-latest
+    needs: lockfile
 
     strategy:
       fail-fast: false
@@ -42,17 +63,18 @@ jobs:
     steps:
       - uses: actions/checkout@v6
 
-      - uses: actions/setup-python@v6
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
         with:
+          version: "0.8.3"
           python-version: ${{ matrix.python-version }}
-          cache: pip
 
       - name: Install dependencies
-        run: pip install -e ".[dev]"
+        run: uv sync --frozen --extra dev
 
       - name: Run tests with coverage
         run: |
-          python -m pytest tests/ \
+          uv run python -m pytest tests/ \
             --cov=paperscout \
             --cov-report=term-missing \
             --cov-report=xml \
@@ -61,7 +83,7 @@ jobs:
 
       - name: Write coverage summary
         if: always()
-        run: python -m coverage report --format=markdown >> $GITHUB_STEP_SUMMARY
+        run: uv run python -m coverage report --format=markdown >> $GITHUB_STEP_SUMMARY
 
       - name: Upload coverage artifact
         if: matrix.python-version == '3.12'
@@ -70,3 +92,22 @@ jobs:
           name: coverage-xml
           path: coverage.xml
           retention-days: 7
+
+  benchmark:
+    name: Probe cycle benchmark (regression)
+    runs-on: ubuntu-latest
+    needs: lockfile
+    steps:
+      - uses: actions/checkout@v6
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          version: "0.8.3"
+          python-version: "3.12"
+
+      - name: Install dependencies
+        run: uv sync --frozen --extra dev
+
+      - name: Run probe benchmark (mock HTTP)
+        run: uv run pytest benchmarks/ -m benchmark -v --tb=short
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 62366c4..b55e701 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -22,14 +22,35 @@ Thank you for your interest in improving paperscout. This document describes how
 
 ## Local checks
 
-Install the package in editable mode with dev dependencies:
+Install **[uv](https://docs.astral.sh/uv/)** (recommended) and sync the locked dev environment from the repo root:
+
+```bash
+uv sync --extra dev
+```
+
+This installs the project and all dev tools from [`uv.lock`](uv.lock) (see **Dependency lockfile** below). Alternatively, with a classic venv:
 
 ```bash
 python -m venv .venv
 source .venv/bin/activate   # Windows Git Bash: source .venv/Scripts/activate
 pip install -e ".[dev]"
+# if using a classic venv instead of uv:
+pre-commit install
+pre-commit run --all-files
 ```
 
+### Dependency lockfile
+
+Runtime and dev dependencies are pinned in **`uv.lock`**, generated from [`pyproject.toml`](pyproject.toml). CI runs `uv lock --check` so the lockfile cannot drift.
+
+**To add or upgrade a dependency:**
+
+1. Edit [`pyproject.toml`](pyproject.toml) (`dependencies` or `[project.optional-dependencies] dev`).
+2. Regenerate the lockfile: `uv lock`
+3. Commit both `pyproject.toml` and `uv.lock`.
+
+**To verify locally before pushing:** `uv lock --check`
+
 ### Tests and coverage
 
 ```bash
@@ -37,18 +58,18 @@ pip install -e ".[dev]"
 # or: make check
 ```
 
-CI runs `pre-commit run --all-files` for pushes/PRs on configured branches (currently `main` and `develop`; see `.github/workflows/ci.yml`).
+CI uses **`uv sync --frozen --extra dev`** then **`uv run`** for tests and pre-commit (see `.github/workflows/ci.yml`).
 
 ### Lint and format (Ruff + pre-commit)
 
 We use **[pre-commit](https://pre-commit.com/)** with **[Ruff](https://docs.astral.sh/ruff/)** for linting and formatting.
 
 ```bash
-pre-commit install
-pre-commit run --all-files
+uv run pre-commit install
+uv run pre-commit run --all-files
 ```
 
-CI runs `pre-commit run --all-files` on every push and pull request (see the `lint` job in `.github/workflows/ci.yml`).
+CI runs `uv run pre-commit run --all-files` on every push and pull request (see the `lint` job in `.github/workflows/ci.yml`).
 
 ## Expectations for changes
 
diff --git a/Dockerfile b/Dockerfile
index a8b8078..98566fb 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,14 +1,18 @@
+# Reproducible install: dependency graph from uv.lock (--frozen) with bytecode compile.
 FROM python:3.12-slim AS builder
 
 RUN apt-get update && apt-get install -y --no-install-recommends \
         gcc libpq-dev \
     && rm -rf /var/lib/apt/lists/*
 
+COPY --from=ghcr.io/astral-sh/uv:0.8.3 /uv /usr/local/bin/uv
+
 WORKDIR /build
-COPY pyproject.toml .
+COPY pyproject.toml uv.lock ./
 COPY src/ src/
 
-RUN pip install --no-cache-dir .
+ENV UV_COMPILE_BYTECODE=1
+RUN uv sync --frozen --no-dev --no-editable
 
 
 FROM python:3.12-slim
@@ -20,9 +24,12 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
 RUN useradd --create-home --shell /bin/bash paperscout
 
 WORKDIR /app
-COPY --from=builder /usr/local/lib/python3.12/site-packages /usr/local/lib/python3.12/site-packages
-COPY --from=builder /usr/local/bin /usr/local/bin
+COPY --from=builder /build/.venv /app/.venv
 COPY src/ src/
+
+ENV PATH="/app/.venv/bin:$PATH" \
+    VIRTUAL_ENV="/app/.venv"
+
 RUN mkdir -p /app/data && chown paperscout:paperscout /app/data
 
 USER paperscout
diff --git a/benchmarks/baseline.json b/benchmarks/baseline.json
new file mode 100644
index 0000000..750d151
--- /dev/null
+++ b/benchmarks/baseline.json
@@ -0,0 +1,5 @@
+{
+  "wall_seconds_median": 0.0243,
+  "regression_threshold_pct": 20,
+  "min_request_count": 6
+}
diff --git a/benchmarks/conftest.py b/benchmarks/conftest.py
new file mode 100644
index 0000000..ae22312
--- /dev/null
+++ b/benchmarks/conftest.py
@@ -0,0 +1,61 @@
+"""Pytest configuration for probe-cycle benchmarks (not collected with default ``tests/``)."""
+
+from __future__ import annotations
+
+import os
+import sys
+from pathlib import Path
+
+# Benchmarks do not load ``tests/conftest.py``; mirror slack/test env so ``paperscout.config`` can import.
+os.environ.setdefault("_PAPERSCOUT_TESTING", "1")
+os.environ.setdefault("SLACK_BOT_TOKEN", "xoxb-benchmark")
+os.environ.setdefault("SLACK_SIGNING_SECRET", "benchmark-secret")
+
+import pytest
+
+# Repo root so ``from tests.conftest import ...`` resolves when only ``benchmarks/`` is targeted.
+_ROOT = Path(__file__).resolve().parents[1]
+if str(_ROOT) not in sys.path:
+    sys.path.insert(0, str(_ROOT))
+
+
+def pytest_addoption(parser):
+    parser.addoption(
+        "--bench-http-concurrency",
+        type=int,
+        default=5,
+        help="HTTP concurrency cap for ISOProber during benchmark (maps to Settings.http_concurrency).",
+    )
+    parser.addoption(
+        "--bench-poll-interval-minutes",
+        type=int,
+        default=30,
+        help="Settings.poll_interval_minutes (recorded in metrics; scheduler not exercised here).",
+    )
+    parser.addoption(
+        "--bench-per-request-delay-ms",
+        type=float,
+        default=0.15,
+        help="Simulated server delay per HEAD/GET in the mock transport (milliseconds).",
+    )
+
+
+def pytest_configure(config):
+    if config.getoption("--bench-http-concurrency") <= 0:
+        raise pytest.UsageError("--bench-http-concurrency must be positive")
+    if config.getoption("--bench-poll-interval-minutes") <= 0:
+        raise pytest.UsageError("--bench-poll-interval-minutes must be positive")
+    if config.getoption("--bench-per-request-delay-ms") < 0:
+        raise pytest.UsageError("--bench-per-request-delay-ms must be non-negative")
+    config.addinivalue_line(
+        "markers",
+        "benchmark: probe cycle performance / regression (run via ``pytest benchmarks/ -m benchmark``).",
+    )
+
+
+@pytest.fixture
+def fake_pool():
+    """Fresh in-memory pool (same as ``tests/conftest``)."""
+    from tests.conftest import FakePool
+
+    return FakePool()
diff --git a/benchmarks/test_probe_cycle.py b/benchmarks/test_probe_cycle.py
new file mode 100644
index 0000000..56cf211
--- /dev/null
+++ b/benchmarks/test_probe_cycle.py
@@ -0,0 +1,173 @@
+"""Probe-cycle benchmark and regression gate (mock HTTP transport; no isocpp.org traffic)."""
+
+from __future__ import annotations
+
+import asyncio
+import json
+import threading
+import time
+from collections.abc import Awaitable, Callable
+from datetime import datetime, timedelta, timezone
+from email.utils import format_datetime
+from pathlib import Path
+from unittest.mock import MagicMock, patch
+
+import httpx
+import pytest
+from tests.conftest import FakePool, make_test_settings
+
+from paperscout.sources import ISOProber, WG21Index
+from paperscout.storage import ProbeState, UserWatchlist
+
+# Captured at import time so ``patch('paperscout.sources.httpx.AsyncClient', ...)`` cannot recurse.
+_REAL_HTTPX_ASYNC_CLIENT = httpx.AsyncClient
+
+
+def _mock_wl(paper_nums: list[int] | None = None) -> MagicMock:
+    wl = MagicMock(spec=UserWatchlist)
+    wl.get_all_watched_paper_nums.return_value = set(paper_nums or [])
+    return wl
+
+
+BASELINE_PATH = Path(__file__).resolve().parent / "baseline.json"
+
+
+def _percentile(sorted_vals: list[float], p: float) -> float:
+    if not sorted_vals:
+        return 0.0
+    if len(sorted_vals) == 1:
+        return sorted_vals[0]
+    k = (len(sorted_vals) - 1) * (p / 100.0)
+    lo = int(k)
+    hi = min(lo + 1, len(sorted_vals) - 1)
+    return sorted_vals[lo] + (k - lo) * (sorted_vals[hi] - sorted_vals[lo])
+
+
+def _make_metrics() -> dict:
+    return {
+        "request_count": 0,
+        "latencies_sec": [],
+        "peak_concurrent": 0,
+        "active": 0,
+        "lock": threading.Lock(),
+    }
+
+
+def _build_mock_handler(
+    metrics: dict,
+    per_request_delay_sec: float,
+) -> Callable[[httpx.Request], Awaitable[httpx.Response]]:
+    lm_recent = datetime.now(timezone.utc) - timedelta(hours=2)
+
+    async def handler(request: httpx.Request) -> httpx.Response:
+        path = request.url.path
+        t0 = time.perf_counter()
+        with metrics["lock"]:
+            metrics["active"] += 1
+            metrics["peak_concurrent"] = max(metrics["peak_concurrent"], metrics["active"])
+        try:
+            await asyncio.sleep(per_request_delay_sec)
+            metrics["request_count"] += 1
+            if request.method == "GET" and path.endswith((".pdf", ".html")):
+                return httpx.Response(200, text="<html><body>x</body></html>")
+            if request.method != "HEAD":
+                return httpx.Response(404)
+            headers = {"last-modified": format_datetime(lm_recent, usegmt=True)}
+            return httpx.Response(200, headers=headers)
+        finally:
+            with metrics["lock"]:
+                metrics["active"] -= 1
+                metrics["latencies_sec"].append(time.perf_counter() - t0)
+
+    return handler
+
+
+def _build_prober(
+    fake_pool,
+    http_concurrency: int,
+    poll_interval_minutes: int,
+) -> ISOProber:
+    index = WG21Index(fake_pool)
+    index._max_p = 100
+    index._max_rev = {99: 0, 100: 0}
+    index._sorted_p_nums = [99, 100]
+    state = ProbeState(fake_pool)
+    wl = _mock_wl([9999])
+    cfg = make_test_settings(
+        http_concurrency=http_concurrency,
+        poll_interval_minutes=poll_interval_minutes,
+        hot_lookback_months=0,
+        hot_revision_depth=1,
+        frontier_window_above=0,
+        frontier_window_below=0,
+        gap_max_rev=0,
+        cold_cycle_divisor=100,
+        http_timeout_seconds=30,
+        http_use_http2=False,
+    )
+    return ISOProber(index, state, user_watchlist=wl, cfg=cfg)
+
+
+async def _run_one_cycle(
+    prober: ISOProber,
+    per_request_delay_sec: float,
+) -> dict:
+    metrics = _make_metrics()
+    transport = httpx.MockTransport(_build_mock_handler(metrics, per_request_delay_sec))
+
+    real_async_client = _REAL_HTTPX_ASYNC_CLIENT
+
+    def client_factory(**kwargs):
+        kwargs.pop("transport", None)
+        return real_async_client(transport=transport, **kwargs)
+
+    with patch("paperscout.sources.httpx.AsyncClient", side_effect=client_factory):
+        t_wall0 = time.perf_counter()
+        await prober.run_cycle()
+        wall = time.perf_counter() - t_wall0
+
+    lat = sorted(metrics["latencies_sec"])
+    return {
+        "wall_seconds": wall,
+        "request_count": metrics["request_count"],
+        "peak_concurrent": metrics["peak_concurrent"],
+        "latency_p50_sec": _percentile(lat, 50),
+        "latency_p95_sec": _percentile(lat, 95),
+        "latency_p99_sec": _percentile(lat, 99),
+    }
+
+
+@pytest.mark.benchmark
+@pytest.mark.asyncio
+async def test_probe_cycle_regression(request):
+    """Runs ``ISOProber.run_cycle`` against a mock transport; fails if wall time regresses vs baseline."""
+    http_conc = request.config.getoption("--bench-http-concurrency")
+    poll_min = request.config.getoption("--bench-poll-interval-minutes")
+    delay_ms = request.config.getoption("--bench-per-request-delay-ms")
+    delay_sec = delay_ms / 1000.0
+
+    # Median of 3 wall-clock samples (fresh pool each iteration so discovered URLs
+    # do not collapse the probe list on subsequent runs).
+    walls: list[float] = []
+    last_metrics: dict = {}
+    for _ in range(3):
+        pool = FakePool()
+        prober = _build_prober(pool, http_conc, poll_min)
+        m = await _run_one_cycle(prober, delay_sec)
+        walls.append(m["wall_seconds"])
+        last_metrics = m
+    walls.sort()
+    median_wall = walls[1]
+
+    baseline = json.loads(BASELINE_PATH.read_text(encoding="utf-8"))
+    threshold_pct = float(baseline.get("regression_threshold_pct", 20))
+    baseline_wall = float(baseline["wall_seconds_median"])
+    max_wall = baseline_wall * (1.0 + threshold_pct / 100.0)
+
+    assert median_wall <= max_wall, (
+        f"Probe-cycle wall time regression: median={median_wall:.4f}s > "
+        f"allowed {max_wall:.4f}s (baseline {baseline_wall:.4f}s + {threshold_pct}%)"
+    )
+
+    # Sanity: we exercised HEAD/GET traffic.
+    assert last_metrics["request_count"] >= int(baseline.get("min_request_count", 10))
diff --git a/docs/probe-performance.md b/docs/probe-performance.md
new file mode 100644
index 0000000..ab6feef
--- /dev/null
+++ b/docs/probe-performance.md
@@ -0,0 +1,50 @@
+# Probe cycle performance baseline
+
+This document describes the **synthetic** probe-cycle benchmark under [`benchmarks/`](../benchmarks/). It does **not** hit isocpp.org; it uses `httpx.MockTransport` so CI and contributors get a stable, repeatable signal.
+
+## What is measured
+
+Each run executes `ISOProber.run_cycle()` with a small fixed index + watchlist (same shape as [`tests/test_sources.py`](../tests/test_sources.py) `TestISOProberRunCycle`). The mock server returns **200** with a recent `Last-Modified` header for every `HEAD`, and **200** HTML for `GET` when front text is fetched for recent hits (deterministic request counts for regression).
+
+| Metric                  | Meaning                                                |
+| ----------------------- | ------------------------------------------------------ |
+| Wall seconds            | Total time for one `run_cycle()`                       |
+| Request count           | Mock `HEAD` + `GET` calls                              |
+| Peak concurrent         | Max in-flight requests (bounded by `http_concurrency`) |
+| Latency p50 / p95 / p99 | Per-request handler time in the mock                   |
+
+## Baseline artifact
+
+[`benchmarks/baseline.json`](../benchmarks/baseline.json) stores `wall_seconds_median` (with headroom for CI noise), `regression_threshold_pct` (default **20%**), and `min_request_count`.
+
+The regression test takes the **median of three** wall-clock samples (each with a **fresh** in-memory DB pool so discovered URLs do not shrink the probe list between samples).
+
+## Parameter knobs
+
+Run locally:
+
+```bash
+uv run pytest benchmarks/ -m benchmark -v \
+  --bench-http-concurrency=8 \
+  --bench-poll-interval-minutes=30 \
+  --bench-per-request-delay-ms=0.15
+```
+
+- **`--bench-http-concurrency`** — maps to `Settings.http_concurrency` (async client semaphore).
+- **`--bench-poll-interval-minutes`** — stored in `Settings.poll_interval_minutes` for parity with production config (the scheduler is not exercised here).
+- **`--bench-per-request-delay-ms`** — artificial delay inside the mock handler to simulate network latency.
+
+## What is “normal” vs degraded
+
+- **Normal:** The benchmark completes within `baseline.wall_seconds_median × (1 + threshold%)`.
+- **Degraded / investigate:** A sustained wall-clock increase **above that cap** after unrelated changes, or a large drop in `request_count` without intentional test changes (may indicate probes are being skipped earlier than expected).
+- **Not comparable:** Changing default benchmark CLI knobs or `baseline.json` without regenerating from a known-good tree.
+
+## Updating the baseline
+
+After an intentional performance change (or recalibrating mock delay defaults):
+
+1. Temporarily relax or remove the assertion, or run the harness in a scratch script.
+2. Record stable median-of-three wall times with default CLI options on `ubuntu-latest` or locally.
+3. Set `wall_seconds_median` in `baseline.json` to a value with modest slack (e.g. ~10–25% above the raw median) so CI host variance does not flake.
+4. Commit `baseline.json` with the PR that justifies the new envelope.
diff --git a/pyproject.toml b/pyproject.toml
index 7687f70..1db4818 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -22,8 +22,10 @@ dev = [
     "pytest",
     "pytest-asyncio",
     "pytest-cov",
+    "pytest-benchmark",
     "pre-commit",
     "ruff",
+    "mypy",
 ]
 
 [tool.hatch.build.targets.wheel]
@@ -32,6 +34,9 @@ packages = ["src/paperscout"]
 [tool.pytest.ini_options]
 asyncio_mode = "auto"
 testpaths = ["tests"]
+markers = [
+    "benchmark: ISO probe cycle performance regression (run: pytest benchmarks/ -m benchmark)",
+]
 
 [tool.coverage.run]
 source = ["paperscout"]
@@ -65,3 +70,26 @@ ignore = [
 
 [tool.ruff.format]
 quote-style = "double"
+
+[tool.mypy]
+python_version = "3.10"
+strict = false
+warn_unused_ignores = true
+warn_return_any = true
+warn_unused_configs = true
+disallow_untyped_defs = false
+check_untyped_defs = true
+no_implicit_optional = true
+show_error_codes = true
+plugins = ["pydantic.mypy"]
+
+[[tool.mypy.overrides]]
+module = [
+    "slack_bolt.*",
+    "slack_sdk.*",
+    "httpx.*",
+    "httpcore.*",
+    "psycopg2.*",
+    "fitz.*",
+]
+ignore_missing_imports = true
diff --git a/run b/run
index 83ddedf..ca981dc 100644
--- a/run
+++ b/run
@@ -13,20 +13,37 @@ target="${1:-help}"
 
 case "$target" in
   install)
-    "$PYTHON" -m pip install -e ".[dev]"
+    if command -v uv >/dev/null 2>&1; then
+      uv sync --extra dev
+    else
+      "$PYTHON" -m pip install -e ".[dev]"
+    fi
     ;;
 
   test)
-    "$PYTHON" -m pytest tests/ -v
+    if command -v uv >/dev/null 2>&1; then
+      uv run pytest tests/ -v
+    else
+      "$PYTHON" -m pytest tests/ -v
+    fi
     ;;
 
   cov)
-    "$PYTHON" -m pytest tests/ \
-      --cov=paperscout \
-      --cov-report=term-missing \
-      --cov-report=xml \
-      --cov-fail-under=90 \
-      -v
+    if command -v uv >/dev/null 2>&1; then
+      uv run pytest tests/ \
+        --cov=paperscout \
+        --cov-report=term-missing \
+        --cov-report=xml \
+        --cov-fail-under=90 \
+        -v
+    else
+      "$PYTHON" -m pytest tests/ \
+        --cov=paperscout \
+        --cov-report=term-missing \
+        --cov-report=xml \
+        --cov-fail-under=90 \
+        -v
+    fi
     ;;
 
   check)
diff --git a/src/paperscout/__main__.py b/src/paperscout/__main__.py
index 2303661..e282f10 100644
--- a/src/paperscout/__main__.py
+++ b/src/paperscout/__main__.py
@@ -5,6 +5,7 @@
 import asyncio
 import logging
 import logging.handlers
+import os
 import sys
 import threading
 from datetime import datetime, timezone
@@ -93,6 +94,16 @@ async def _async_main() -> None:
         log.error("DATABASE_URL is not set — cannot start")
         sys.exit(1)
 
+    if os.environ.get("_PAPERSCOUT_TESTING") != "1" and (
+        not (settings.slack_bot_token or "").strip()
+        or not (settings.slack_signing_secret or "").strip()
+    ):
+        log.error(
+            "Slack is not configured: SLACK_BOT_TOKEN and SLACK_SIGNING_SECRET must be "
+            "non-empty — cannot start"
+        )
+        sys.exit(1)
+
     launch_time = datetime.now(timezone.utc)
 
     pool = init_pool(settings.database_url)
diff --git a/src/paperscout/config.py b/src/paperscout/config.py
index b470d11..057980d 100644
--- a/src/paperscout/config.py
+++ b/src/paperscout/config.py
@@ -2,11 +2,14 @@
 
 from __future__ import annotations
 
+import os
 from pathlib import Path
 
-from pydantic import Field
+from pydantic import Field, model_validator
 from pydantic_settings import BaseSettings, SettingsConfigDict
 
+from .errors import ConfigurationError
+
 
 class Settings(BaseSettings):
     """Application settings loaded from environment and optional ``.env``."""
@@ -101,5 +104,20 @@ class Settings(BaseSettings):
     # Days of log files to keep (one file per day).
     log_retention_days: int = 7
 
+    @model_validator(mode="after")
+    def _require_slack_credentials_unless_testing(self) -> Settings:
+        """Slack tokens must be set for real runs; pytest sets ``_PAPERSCOUT_TESTING=1``."""
+        if os.environ.get("_PAPERSCOUT_TESTING") == "1":
+            return self
+        if (
+            not (self.slack_bot_token or "").strip()
+            or not (self.slack_signing_secret or "").strip()
+        ):
+            raise ConfigurationError(
+                "Slack is not configured: SLACK_BOT_TOKEN and SLACK_SIGNING_SECRET must be "
+                "set to non-empty values (see README / deployment docs)."
+            )
+        return self
+
 
 settings = Settings()
diff --git a/src/paperscout/errors.py b/src/paperscout/errors.py
index f16e9e3..675e9e2 100644
--- a/src/paperscout/errors.py
+++ b/src/paperscout/errors.py
@@ -11,4 +11,9 @@ class FailureCategory(str, enum.Enum):
     RATE_LIMIT = "RATE_LIMIT"
     NETWORK = "NETWORK"
     TIMEOUT = "TIMEOUT"
+    CONFIGURATION = "CONFIGURATION"
     UNKNOWN = "UNKNOWN"
+
+
+class ConfigurationError(Exception):
+    """Permanent misconfiguration (credentials, required integration settings)."""
diff --git a/src/paperscout/health.py b/src/paperscout/health.py
index bc6d077..26597a2 100644
--- a/src/paperscout/health.py
+++ b/src/paperscout/health.py
@@ -8,6 +8,7 @@
 from collections.abc import Callable
 from datetime import datetime, timezone
 from http.server import BaseHTTPRequestHandler, HTTPServer
+from typing import Any, cast
 
 from . import __version__
 
@@ -33,7 +34,11 @@ def do_GET(self) -> None:
         from .config import settings
 
         last_poll = getattr(self.state, "last_poll", None)
-        get_disc = getattr(self.state, "get_all_discovered", lambda: {})
+        get_disc: Callable[[], dict[str, Any]] = getattr(
+            self.state,
+            "get_all_discovered",
+            cast(Callable[[], dict[str, Any]], lambda: {}),
+        )
         discovered = get_disc()
 
         base = {
diff --git a/src/paperscout/models.py b/src/paperscout/models.py
index 8263c13..948bc71 100644
--- a/src/paperscout/models.py
+++ b/src/paperscout/models.py
@@ -2,10 +2,14 @@
 
 from __future__ import annotations
 
+import logging
 import re
 from dataclasses import dataclass, field
 from datetime import datetime
 from enum import Enum
+from typing import Any
+
+log = logging.getLogger(__name__)
 
 
 class PaperPrefix(str, Enum):
@@ -92,19 +96,54 @@ def revision(self) -> int | None:
         return int(m.group(3)) if m else None
 
     @staticmethod
-    def from_index_entry(key: str, entry: dict) -> Paper:
+    def from_index_entry(key: str, entry: dict[str, Any]) -> Paper:
         """Build a ``Paper`` from a wg21.link index key and value dict."""
+        paper_type = PaperType.PAPER
+        if "type" in entry:
+            raw = entry["type"]
+            if isinstance(raw, str):
+                try:
+                    paper_type = PaperType(raw)
+                except ValueError:
+                    log.warning(
+                        "Unknown index paper type %r for key %s — defaulting to %s",
+                        raw,
+                        key,
+                        PaperType.PAPER.value,
+                    )
+            else:
+                log.warning(
+                    "Invalid index paper type %r (expected str) for key %s — defaulting to %s",
+                    raw,
+                    key,
+                    PaperType.PAPER.value,
+                )
+        author_val = entry.get("author", "")
+        submitter_val = entry.get("submitter", "")
+        author_s = author_val if isinstance(author_val, str) else ""
+        submitter_s = submitter_val if isinstance(submitter_val, str) else ""
+        issues_raw = entry.get("issues", []) or []
+        issues_list: list[str]
+        if isinstance(issues_raw, list):
+            issues_list = [str(x) for x in issues_raw]
+        else:
+            issues_list = []
+
+        def _s(field: str, default: str = "") -> str:
+            v = entry.get(field, default)
+            return v if isinstance(v, str) else default
+
         return Paper(
             id=key,
-            title=entry.get("title", ""),
-            author=entry.get("author", "") or entry.get("submitter", ""),
-            date=entry.get("date", ""),
-            paper_type=PaperType(entry["type"]) if "type" in entry else PaperType.PAPER,
-            subgroup=entry.get("subgroup", ""),
-            url=entry.get("link", ""),
-            long_link=entry.get("long_link", ""),
-            github_url=entry.get("github_url", ""),
-            issues=entry.get("issues", []) or [],
+            title=_s("title"),
+            author=author_s or submitter_s,
+            date=_s("date"),
+            paper_type=paper_type,
+            subgroup=_s("subgroup"),
+            url=_s("link"),
+            long_link=_s("long_link"),
+            github_url=_s("github_url"),
+            issues=issues_list,
         )
 
 
diff --git a/src/paperscout/monitor.py b/src/paperscout/monitor.py
index 1a3d35c..4f5f849 100644
--- a/src/paperscout/monitor.py
+++ b/src/paperscout/monitor.py
@@ -12,7 +12,7 @@
 import httpx
 
 from .config import Settings, settings
-from .errors import FailureCategory
+from .errors import ConfigurationError, FailureCategory
 from .models import Paper, PerUserMatches, ProbeHit
 from .sources import ISOProber, WG21Index
 from .storage import ProbeState, UserWatchlist
@@ -287,6 +287,14 @@ async def run_forever(self) -> None:
             t0 = time.monotonic()
             try:
                 await self.poll_once()
+            except ConfigurationError as exc:
+                log.critical(
+                    "POLL-FATAL  failure_category=%s  poll=%d  %s",
+                    FailureCategory.CONFIGURATION.value,
+                    self._poll_count,
+                    exc,
+                )
+                return
             except httpx.TimeoutException as exc:
                 log.error(
                     "POLL-ERROR  failure_category=%s  poll=%d  %s",
diff --git a/src/paperscout/storage.py b/src/paperscout/storage.py
index 37c4b3d..1a02615 100644
--- a/src/paperscout/storage.py
+++ b/src/paperscout/storage.py
@@ -8,13 +8,15 @@
 import time
 from collections.abc import Generator
 from contextlib import contextmanager
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any, cast
 
 from .models import PerUserMatches
 
 if TYPE_CHECKING:
     from psycopg2.pool import ThreadedConnectionPool
 
+    from .models import Paper, ProbeHit
+
 log = logging.getLogger(__name__)
 
 # isocpp.org draft URLs (same path shape as ISOProber)
@@ -69,9 +71,9 @@ def is_fresh(self) -> bool:
                 row = cur.fetchone()
         if row is None:
             return False
-        return (time.time() - row[0]) < self.ttl_seconds
+        return bool((time.time() - float(row[0])) < self.ttl_seconds)
 
-    def read(self) -> dict | None:
+    def read(self) -> dict[str, Any] | None:
         with _conn(self._pool) as conn:
             with conn.cursor() as cur:
                 cur.execute(
@@ -84,18 +86,23 @@ def read(self) -> dict | None:
         data = row[0]
         if isinstance(data, str):
             try:
-                return json.loads(data)
+                parsed = json.loads(data)
+                if isinstance(parsed, dict):
+                    return cast(dict[str, Any], parsed)
+                return None
             except json.JSONDecodeError as exc:
                 log.warning("Failed to parse cached index JSON: %s", exc)
                 return None
-        return data  # psycopg2 returns JSONB as a Python dict already
+        if isinstance(data, dict):
+            return cast(dict[str, Any], data)
+        return None
 
-    def read_if_fresh(self) -> dict | None:
+    def read_if_fresh(self) -> dict[str, Any] | None:
         if self.is_fresh():
             return self.read()
         return None
 
-    def write(self, data: dict) -> None:
+    def write(self, data: dict[str, Any]) -> None:
         payload = json.dumps(data, ensure_ascii=False)
         with _conn(self._pool) as conn:
             with conn.cursor() as cur:
@@ -132,7 +139,7 @@ def _ensure_poll_row(self) -> None:
 
     # ── discovered ───────────────────────────────────────────────────────────
 
-    def get_all_discovered(self) -> dict[str, dict]:
+    def get_all_discovered(self) -> dict[str, dict[str, Any]]:
         """All discovered URLs (full table scan; prefer ``is_discovered`` for one URL)."""
         with _conn(self._pool) as conn:
             with conn.cursor() as cur:
@@ -161,7 +168,7 @@ def is_discovered(self, url: str) -> bool:
                 )
                 return cur.fetchone() is not None
 
-    def discovered_info(self, url: str) -> dict | None:
+    def discovered_info(self, url: str) -> dict[str, Any] | None:
         with _conn(self._pool) as conn:
             with conn.cursor() as cur:
                 cur.execute(
@@ -237,7 +244,7 @@ def should_skip(
         if misses < threshold:
             return False
         skip_cycles = min(multiplier ** (misses - threshold), max_skip)
-        return (cycle % skip_cycles) != 0
+        return bool((cycle % skip_cycles) != 0)
 
     # ── poll timestamp ────────────────────────────────────────────────────────
 
@@ -290,7 +297,7 @@ def add(self, user_id: str, raw_entry: str) -> bool:
                     """,
                     (user_id, entry, etype),
                 )
-                return cur.rowcount > 0
+                return bool(cur.rowcount > 0)
 
     def remove(self, user_id: str, raw_entry: str) -> bool:
         """Remove an entry for *user_id*.  Returns True if it existed."""
@@ -301,7 +308,7 @@ def remove(self, user_id: str, raw_entry: str) -> bool:
                     "DELETE FROM user_watchlist WHERE slack_user_id = %s AND entry = %s",
                     (user_id, entry),
                 )
-                return cur.rowcount > 0
+                return bool(cur.rowcount > 0)
 
     def list_entries(self, user_id: str) -> list[tuple[str, str]]:
         """Return ``[(entry, entry_type), ...]`` for *user_id*, sorted."""
@@ -337,8 +344,8 @@ def _get_all_entries(self) -> list[tuple[str, str, str]]:
 
     def matches_for_users(
         self,
-        new_papers: list,  # list[Paper]
-        probe_hits: list,  # list[ProbeHit]
+        new_papers: list[Paper],
+        probe_hits: list[ProbeHit],
     ) -> dict[str, PerUserMatches]:
         """Users with at least one author or paper-number match in this poll."""
         all_entries = self._get_all_entries()
@@ -364,7 +371,7 @@ def matches_for_users(
             authors = user_authors.get(uid, [])
             paper_nums = user_papers.get(uid, set())
 
-            matched_papers: list = []
+            matched_papers: list[tuple[Paper, str]] = []
             for paper in new_papers:
                 # Author match
                 if authors and paper.author:
@@ -376,7 +383,7 @@ def matches_for_users(
                 if paper_nums and paper.number is not None and paper.number in paper_nums:
                     matched_papers.append((paper, "paper"))
 
-            matched_hits: list = []
+            matched_hits: list[tuple[ProbeHit, str]] = []
             for hit in probe_hits:
                 # Author match via front_text
                 if authors and hit.front_text:
diff --git a/tests/conftest.py b/tests/conftest.py
index 47a0c77..5691682 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -2,6 +2,13 @@
 
 from __future__ import annotations
 
+import os
+
+# Tests import ``paperscout.config`` which instantiates ``Settings()`` at module load; keep Slack placeholders.
+os.environ.setdefault("_PAPERSCOUT_TESTING", "1")
+os.environ.setdefault("SLACK_BOT_TOKEN", "xoxb-test")
+os.environ.setdefault("SLACK_SIGNING_SECRET", "test-secret")
+
 import json as _json
 import tempfile
 from pathlib import Path
diff --git a/tests/test_config.py b/tests/test_config.py
new file mode 100644
index 0000000..b981da7
--- /dev/null
+++ b/tests/test_config.py
@@ -0,0 +1,32 @@
+"""Tests for ``paperscout.config`` validation."""
+
+from __future__ import annotations
+
+import pytest
+
+from paperscout.config import Settings
+from paperscout.errors import ConfigurationError
+
+
+def test_settings_rejects_blank_slack_when_not_testing(monkeypatch):
+    monkeypatch.delenv("_PAPERSCOUT_TESTING", raising=False)
+    with pytest.raises(ConfigurationError, match="Slack is not configured"):
+        Settings(
+            slack_bot_token="",
+            slack_signing_secret="",
+        )
+
+
+def test_settings_accepts_slack_when_not_testing(monkeypatch):
+    monkeypatch.delenv("_PAPERSCOUT_TESTING", raising=False)
+    s = Settings(
+        slack_bot_token="xoxb-real",
+        slack_signing_secret="not-empty",
+    )
+    assert s.slack_bot_token == "xoxb-real"
+
+
+def test_settings_allows_empty_slack_under_testing_flag(monkeypatch):
+    monkeypatch.setenv("_PAPERSCOUT_TESTING", "1")
+    s = Settings(slack_bot_token="", slack_signing_secret="")
+    assert s.slack_bot_token == ""
diff --git a/tests/test_models.py b/tests/test_models.py
index 87df7dc..9457118 100644
--- a/tests/test_models.py
+++ b/tests/test_models.py
@@ -183,6 +183,16 @@ def test_from_index_entry_standing_document_type():
     assert paper.paper_type == PaperType.STANDING_DOCUMENT
 
 
+def test_from_index_entry_unknown_type_defaults_to_paper(caplog):
+    entry = {"type": "something-new", "title": "Future taxonomy"}
+    with caplog.at_level("WARNING"):
+        paper = Paper.from_index_entry("P9999R0", entry)
+    assert paper.paper_type == PaperType.PAPER
+    assert paper.title == "Future taxonomy"
+    assert "something-new" in caplog.text
+    assert "P9999R0" in caplog.text
+
+
 # ── Paper dataclass defaults ──────────────────────────────────────────────────
 
 
diff --git a/tests/test_monitor.py b/tests/test_monitor.py
index f162da7..0e17d54 100644
--- a/tests/test_monitor.py
+++ b/tests/test_monitor.py
@@ -10,6 +10,7 @@
 import httpx
 import pytest
 
+from paperscout.errors import ConfigurationError
 from paperscout.models import Paper, PerUserMatches, ProbeHit
 from paperscout.monitor import (
     DiffResult,
@@ -441,6 +442,19 @@ async def mock_poll_once():
         assert "failure_category=NETWORK" in caplog.text
         assert call_count == 2
 
+    async def test_run_forever_halts_on_configuration_error(self, fake_pool, caplog):
+        scheduler, _, _, _, _ = _make_scheduler(fake_pool, poll_interval_minutes=30)
+
+        async def mock_poll_once():
+            raise ConfigurationError("simulated credential failure")
+
+        scheduler.poll_once = mock_poll_once
+        with caplog.at_level(logging.CRITICAL, logger="paperscout.monitor"):
+            with patch("asyncio.sleep", AsyncMock()) as sleep_m:
+                await scheduler.run_forever()
+        sleep_m.assert_not_called()
+        assert "failure_category=CONFIGURATION" in caplog.text
+
     async def test_run_forever_adaptive_sleep_normal_cycle(self, fake_pool):
         scheduler, _, _, _, _ = _make_scheduler(
             fake_pool, poll_interval_minutes=30, poll_overrun_cooldown_seconds=300
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..35fe256
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,1132 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+resolution-markers = [
+    "python_full_version >= '3.15'",
+    "python_full_version < '3.15'",
+]
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081, upload-time = "2024-05-20T21:33:25.928Z" }
+wheels = [
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+]
+
+[[package]]
+name = "anyio"
+version = "4.13.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
+    { name = "idna" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/19/14/2c5dd9f512b66549ae92767a9c7b330ae88e1932ca57876909410251fe13/anyio-4.13.0.tar.gz", hash = "sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc", size = 231622, upload-time = "2026-03-24T12:59:09.671Z" }
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+    { url = "https://files.pythonhosted.org/packages/da/42/e921fccf5015463e32a3cf6ee7f980a6ed0f395ceeaa45060b61d86486c2/anyio-4.13.0-py3-none-any.whl", hash = "sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708", size = 114353, upload-time = "2026-03-24T12:59:08.246Z" },
+]
+
+[[package]]
+name = "ast-serialize"
+version = "0.5.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/81/9d/09e27731bd5864a9ce04e3244074e674bb8936bf62b45e0357248717adac/ast_serialize-0.5.0.tar.gz", hash = "sha256:5880091bfe6f4f986f22866375c2e884843e7a0b6343ae41aeea659613d879b6", size = 61157, upload-time = "2026-05-17T17:48:29.429Z" }
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