Default to DeepSeek V4.1 Flash, show API cost in USD, and re-analyze after replacing BOM and netlist.

V4.1 is natively multimodal so every stage uses deepseek-flash; pricing and the UI now surface dollars instead of empty credits. KiCad netlists and neighborhood fingerprints land in the same cut so a second run can keep the project and skip unchanged ICs.

Co-authored-by: Cursor <cursoragent@cursor.com>

CLAUDE.md

@@ -114,7 +114,7 @@ Key taxonomy features:
 - **Backend**: FastAPI, uvicorn, sse-starlette, pydantic-settings
 - **Frontend**: Next.js 16 (App Router, Turbopack), React 19, Tailwind CSS v4, shadcn/ui (Base UI), react-pdf
 - **AI**: DeepSeek Chat Completions (OpenAI-compatible) with forced tool calls for extraction and agentic review. Optional Anthropic / Gemini fallbacks.
-- **Model**: `deepseek-v4-flash-vision-exp` for extraction, `deepseek-v4-pro` for review, `deepseek-v4-flash` for auto-resolve (per-stage overrides via `.env`)
+- **Model**: `deepseek-flash` for extraction, review, auto-resolve, and normalize (per-stage overrides via `.env`)
 - **Skills**: Local SKILL.md + validate.py (DeepSeek/Gemini); optional Anthropic Console Skills
 - **External APIs**: DigiKey API v4 (OAuth2) — optional datasheet auto-fetch and parameter-based auto-resolve (`DIGIKEY_CLIENT_ID`, `DIGIKEY_CLIENT_SECRET`)
 

README.md

@@ -2,7 +2,7 @@
 
 Pinscope reviews schematics the way a good senior engineer does: with the datasheets open.
 
-This tree is adapted from [manvalan/pinscope](https://github.com/manvalan/pinscope) so the pipeline talks to the **DeepSeek API** (`deepseek-v4-flash`, `deepseek-v4-pro`, and `deepseek-v4-flash-vision-exp`) instead of requiring an Anthropic Console skill upload. Anthropic and Gemini remain optional fallbacks.
+This tree is adapted from [manvalan/pinscope](https://github.com/manvalan/pinscope) so the pipeline talks to the **DeepSeek API** (`deepseek-flash`, with legacy aliases still accepted) instead of requiring an Anthropic Console skill upload. Anthropic and Gemini remain optional fallbacks.
 
 Give it a netlist, a BOM, and your datasheet PDFs. It builds a graph of your design, reads each IC's datasheet, and checks the circuit around every part against what the manufacturer actually specifies — reference application, pin functions, absolute maximums, recommended operating conditions. Every finding points at the datasheet page that backs it up.
 
@@ -19,9 +19,9 @@ Default routing:
 
 | Stage | Model |
 | --- | --- |
-| Pintable / pattern / specs extraction | `deepseek-v4-flash-vision-exp` |
+| Pintable / pattern / specs extraction | `deepseek-flash` (native vision) |
-| Per-IC datasheet review | `deepseek-v4-pro` |
+| Per-IC datasheet review | `deepseek-flash` |
-| Auto-resolve / normalize | `deepseek-v4-flash` |
+| Auto-resolve / normalize | `deepseek-flash` |
 
 Override with `PROVIDER_*` and `MODEL_*_DEEPSEEK` in `backend/.env`. See `backend/.env.example`.
 

backend/.env.example

@@ -5,24 +5,24 @@
 # Key from https://platform.deepseek.com/
 DEEPSEEK_API_KEY=sk-...
 DEEPSEEK_BASE_URL=https://api.deepseek.com
-DEEPSEEK_MODEL=deepseek-v4-flash
+DEEPSEEK_MODEL=deepseek-flash
-DEEPSEEK_VISION_MODEL=deepseek-v4-flash-vision-exp
+DEEPSEEK_VISION_MODEL=deepseek-flash
 # enabled (default) | disabled — thinking mode on DeepSeek V4
 DEEPSEEK_THINKING=enabled
-DEEPSEEK_REASONING_EFFORT=medium
+# Official values: low | high | max
+DEEPSEEK_REASONING_EFFORT=high
 # PDF ingest (DeepSeek cannot take native PDFs)
 # DEEPSEEK_PDF_MAX_CHARS=500000
 # DEEPSEEK_PDF_IMAGE_PAGES=32
 
 # Per-stage DeepSeek model overrides (leave empty to use the defaults below)
-# Extraction stages default to the vision model so pin diagrams are readable.
+# V4.1 Flash is natively multimodal — extraction and review share deepseek-flash.
-# Review defaults to deepseek-v4-pro.
+# MODEL_PINTABLE_DEEPSEEK=deepseek-flash
-# MODEL_PINTABLE_DEEPSEEK=deepseek-v4-flash-vision-exp
+# MODEL_PATTERN_DEEPSEEK=deepseek-flash
-# MODEL_PATTERN_DEEPSEEK=deepseek-v4-flash
+# MODEL_SPECS_DEEPSEEK=deepseek-flash
-# MODEL_SPECS_DEEPSEEK=deepseek-v4-flash-vision-exp
+# MODEL_VALIDATION_DEEPSEEK=deepseek-flash
-# MODEL_VALIDATION_DEEPSEEK=deepseek-v4-pro
+# MODEL_AUTO_RESOLVE_DEEPSEEK=deepseek-flash
-# MODEL_AUTO_RESOLVE_DEEPSEEK=deepseek-v4-flash
+# MODEL_NORMALIZE_DEEPSEEK=deepseek-flash
-# MODEL_NORMALIZE_DEEPSEEK=deepseek-v4-flash
 
 # -- AI provider routing -----------------------------------------------------
 # Default provider for every stage; per-stage env vars override.

backend/config.py

@@ -22,12 +22,14 @@ class Settings(BaseSettings):
     # DeepSeek (default provider — OpenAI-compatible Chat Completions)
     deepseek_api_key: str = ""
     deepseek_base_url: str = "https://api.deepseek.com"
-    deepseek_model: str = "deepseek-v4-flash"
+    deepseek_model: str = "deepseek-flash"
-    deepseek_vision_model: str = "deepseek-v4-flash-vision-exp"
+    deepseek_vision_model: str = "deepseek-flash"
     # "enabled" (default) or "disabled". DeepSeek V4 thinks by default;
     # disable to cut cost on simple mapping calls.
     deepseek_thinking: str = "enabled"
-    deepseek_reasoning_effort: str = "medium"
+    # Official values: low | high | max. Review sessions with
+    # max_tokens >= 16000 still bump to "high" in the provider.
+    deepseek_reasoning_effort: str = "high"
     # PDF ingest: DeepSeek does not accept native PDFs. Text is always
     # extracted; page images are attached only when the stage model is a
     # vision model (see model_*_deepseek defaults below).
@@ -35,12 +37,12 @@ class Settings(BaseSettings):
     deepseek_pdf_image_pages: int = 32
 
     # Per-stage DeepSeek model overrides (fall back to deepseek_model)
-    model_pintable_deepseek: str = "deepseek-v4-flash-vision-exp"
+    model_pintable_deepseek: str = "deepseek-flash"
-    model_pattern_deepseek: str = "deepseek-v4-flash"
+    model_pattern_deepseek: str = "deepseek-flash"
-    model_specs_deepseek: str = "deepseek-v4-flash-vision-exp"
+    model_specs_deepseek: str = "deepseek-flash"
-    model_validation_deepseek: str = "deepseek-v4-pro"
+    model_validation_deepseek: str = "deepseek-flash"
-    model_auto_resolve_deepseek: str = "deepseek-v4-flash"
+    model_auto_resolve_deepseek: str = "deepseek-flash"
-    model_normalize_deepseek: str = "deepseek-v4-flash"
+    model_normalize_deepseek: str = "deepseek-flash"
 
     # Anthropic (optional fallback)
     anthropic_api_key: str = ""

backend/pinscopex/graph.py

@@ -269,11 +269,28 @@ def build_graph(
     # only tokenise correctly with the BOM's ref list as a lookup. EDIF
     # netlists ignore known_refs (designators are unambiguous tokens).
     bom = parse_bom(bom_path, reference_col=reference_col, mpn_col=mpn_col)
-    parts, raw_nets, _ = parse_netlist_any(
+    parts, raw_nets, fmt = parse_netlist_any(
         netlist_path,
         known_refs=set(bom.keys()),
         include_subdesigns=include_subdesigns,
     )
+    if fmt.startswith("kicad"):
+        from backend.pinscopex.parsers_kicad import kicad_part_fields
+        for ref, extra in kicad_part_fields(netlist_path).items():
+            entry = bom.setdefault(
+                ref,
+                {"value": "", "footprint": "", "mpn": None, "lcsc": None, "datasheet_url": None},
+            )
+            if extra.get("mpn") and (
+                not entry.get("mpn") or entry.get("mpn") == entry.get("value")
+            ):
+                entry["mpn"] = extra["mpn"]
+            if extra.get("lcsc") and not entry.get("lcsc"):
+                entry["lcsc"] = extra["lcsc"]
+            if extra.get("value") and not entry.get("value"):
+                entry["value"] = extra["value"]
+            if extra.get("footprint") and not entry.get("footprint"):
+                entry["footprint"] = extra["footprint"]
     datasheets = _load_datasheets(datasheets_dir)
 
     # --- Resolve passive specs ------------------------------------------------

backend/pinscopex/parsers.py

@@ -7,7 +7,7 @@ import re
 from pathlib import Path
 from typing import Literal
 
-NetlistFormat = Literal["pads", "edif"]
+NetlistFormat = Literal["pads", "edif", "kicad_xml", "kicad_sexp", "kicad_sch"]
 
 
 def parse_netlist(
@@ -158,25 +158,26 @@ def _parse_pin_tokens(
 
 
 def detect_netlist_format(content: bytes | str) -> NetlistFormat:
-    """Sniff the first chunk of a netlist to decide whether it's PADS or EDIF.
+    """Sniff the first chunk of a netlist to decide the format.
 
-    EDIF s-expressions start with ``(edif …`` (with possible leading whitespace
+    EDIF starts with ``(edif``; KiCad XML with ``<export`` / ``<?xml``;
-    or BOM); PADS-PCB ASCII files start with ``*PADS-PCB*``. The "pads" branch
+    KiCad s-expr netlist with ``(export``; schematic with ``(kicad_sch``.
-    is the default when no clear marker is found — preserves the old behavior
+    PADS-PCB ASCII (``*PADS-PCB*``) is the default when no marker is found.
-    where the parser raises a friendly error on unrecognised input.
     """
     if isinstance(content, bytes):
-        try:
+        text = content[:2048].decode("utf-8", errors="replace")
-            text = content[:1024].decode("utf-8", errors="replace")
-        except Exception:
-            text = ""
     else:
-        text = content[:1024]
+        text = content[:2048]
-    head = text.lstrip("").lstrip()
+    head = text.lstrip("\ufeff").lstrip()
-    # Case-insensitive match — EDIF spec allows different capitalisations
+    low = head[:40].lower()
-    # (KiCad emits lowercase; xDX Designer emits lowercase too).
+    if low.startswith("(edif"):
-    if head[:5].lower() == "(edif":
         return "edif"
+    if low.startswith("(kicad_sch"):
+        return "kicad_sch"
+    if low.startswith("(export"):
+        return "kicad_sexp"
+    if low.startswith("<?xml") or low.startswith("<export"):
+        return "kicad_xml"
     return "pads"
 
 
@@ -196,11 +197,14 @@ def parse_netlist_any(
     their nets land in the output (PADS netlists have no sub-design concept).
     """
     p = Path(path)
-    sample = p.read_bytes()[:1024]
+    sample = p.read_bytes()[:2048]
     fmt = detect_netlist_format(sample)
     if fmt == "edif":
         from backend.pinscopex.parsers_edif import parse_edif_netlist
         parts, nets = parse_edif_netlist(p, include_subdesigns=include_subdesigns)
+    elif fmt.startswith("kicad"):
+        from backend.pinscopex.parsers_kicad import parse_kicad
+        parts, nets, _ = parse_kicad(p)
     else:
         parts, nets = parse_netlist(p, known_refs=known_refs)
     return parts, nets, fmt
@@ -211,7 +215,10 @@ def validate_netlist(parts: dict, nets: dict) -> list[str]:
     errors: list[str] = []
 
     if not parts:
-        errors.append("No components found — is this a PADS-PCB (.asc) or EDIF (.edn) netlist?")
+        errors.append(
+            "No components found — is this a PADS-PCB (.asc), EDIF (.edn), "
+            "or KiCad netlist / .kicad_sch?"
+        )
         return errors  # further checks are meaningless without parts
 
     if not nets:

backend/pinscopex/parsers_kicad.py

@@ -0,0 +1,484 @@
+"""KiCad netlist (XML / s-expression) and single-sheet ``.kicad_sch`` parser.
+
+Yields the same ``(parts, nets)`` shape as PADS/EDIF so graph build is format-agnostic.
+``.kicad_sch`` uses embedded ``lib_symbols`` plus wires/labels; hierarchical
+sheets in other files are not followed (export a netlist for those).
+"""
+
+from __future__ import annotations
+
+import math
+import re
+import xml.etree.ElementTree as ET
+from pathlib import Path
+from typing import Any, Iterator
+
+_MPN_FIELD_NAMES = {
+    "mpn", "manufacturer part number", "manufacturer_part_number",
+    "manf#", "part number", "partnumber", "p/n",
+}
+
+# ---------------------------------------------------------------------------
+# S-expression
+# ---------------------------------------------------------------------------
+
+
+def _tokenize(text: str) -> Iterator[str]:
+    i, n = 0, len(text)
+    while i < n:
+        c = text[i]
+        if c.isspace():
+            i += 1
+            continue
+        if c == "(" or c == ")":
+            yield c
+            i += 1
+            continue
+        if c == '"':
+            j = i + 1
+            buf: list[str] = []
+            while j < n and text[j] != '"':
+                if text[j] == "\\" and j + 1 < n:
+                    buf.append(text[j + 1])
+                    j += 2
+                else:
+                    buf.append(text[j])
+                    j += 1
+            yield '"' + "".join(buf)
+            i = j + 1
+            continue
+        j = i
+        while j < n and not text[j].isspace() and text[j] not in "()":
+            j += 1
+        yield text[i:j]
+        i = j
+
+
+def _parse_sexp(text: str) -> Any:
+    tokens = list(_tokenize(text))
+    it = iter(tokens)
+
+    def form() -> Any:
+        out: list[Any] = []
+        for tok in it:
+            if tok == "(":
+                out.append(form())
+            elif tok == ")":
+                return out
+            elif tok.startswith('"'):
+                out.append(tok[1:])
+            else:
+                out.append(tok)
+        return out
+
+    first = next(it, None)
+    if first != "(":
+        raise ValueError("KiCad file is not an s-expression")
+    return form()
+
+
+def _tag(node: Any) -> str:
+    if isinstance(node, list) and node:
+        return str(node[0])
+    return ""
+
+
+def _kids(node: Any, name: str) -> list[list]:
+    if not isinstance(node, list):
+        return []
+    return [x for x in node[1:] if isinstance(x, list) and x and x[0] == name]
+
+
+def _kid(node: Any, name: str) -> list | None:
+    found = _kids(node, name)
+    return found[0] if found else None
+
+
+def _val(node: Any, name: str) -> str:
+    k = _kid(node, name)
+    if not k or len(k) < 2:
+        return ""
+    return str(k[1])
+
+
+def _unquote_attr(node: ET.Element, key: str) -> str:
+    return (node.get(key) or "").strip()
+
+
+def _local(tag: str) -> str:
+    return tag.rsplit("}", 1)[-1]
+
+
+# ---------------------------------------------------------------------------
+# XML netlist (File → Export → Netlist)
+# ---------------------------------------------------------------------------
+
+
+def _iter_xml(root: ET.Element, name: str) -> Iterator[ET.Element]:
+    for el in root.iter():
+        if _local(el.tag) == name:
+            yield el
+
+
+def parse_kicad_xml_netlist(path: str | Path) -> tuple[dict[str, str], dict[str, list[tuple[str, str]]], dict[str, dict]]:
+    tree = ET.parse(path)
+    root = tree.getroot()
+    parts: dict[str, str] = {}
+    fields: dict[str, dict] = {}
+    for comp in _iter_xml(root, "comp"):
+        ref = _unquote_attr(comp, "ref")
+        if not ref:
+            continue
+        value = ""
+        footprint = ""
+        mpn = None
+        lcsc = None
+        for child in list(comp):
+            loc = _local(child.tag)
+            if loc == "value":
+                value = (child.text or "").strip()
+            elif loc == "footprint":
+                footprint = (child.text or "").strip()
+            elif loc == "fields":
+                for field in child:
+                    if _local(field.tag) != "field":
+                        continue
+                    fname = (field.get("name") or "").strip().lower()
+                    fval = (field.text or "").strip()
+                    if fname in _MPN_FIELD_NAMES and fval:
+                        mpn = fval
+                    elif fname == "lcsc" and fval:
+                        lcsc = fval
+            elif loc == "property":
+                pname = (child.get("name") or "").strip().lower()
+                pval = (child.get("value") or child.text or "").strip()
+                if pname in _MPN_FIELD_NAMES and pval:
+                    mpn = pval
+                elif pname == "lcsc" and pval:
+                    lcsc = pval
+        parts[ref] = footprint
+        fields[ref] = {"value": value, "footprint": footprint, "mpn": mpn, "lcsc": lcsc}
+    nets: dict[str, list[tuple[str, str]]] = {}
+    for net in _iter_xml(root, "net"):
+        name = _unquote_attr(net, "name") or f"Net-{_unquote_attr(net, 'code')}"
+        pins: list[tuple[str, str]] = []
+        for node in net:
+            if _local(node.tag) != "node":
+                continue
+            ref = _unquote_attr(node, "ref")
+            pin = _unquote_attr(node, "pin")
+            if ref and pin:
+                pins.append((ref, pin))
+        if name:
+            nets[name] = pins
+    return parts, nets, fields
+
+
+# ---------------------------------------------------------------------------
+# S-expression netlist (kicad-cli sch export netlist)
+# ---------------------------------------------------------------------------
+
+
+def parse_kicad_sexp_netlist(tree: Any) -> tuple[dict[str, str], dict[str, list[tuple[str, str]]], dict[str, dict]]:
+    parts: dict[str, str] = {}
+    fields: dict[str, dict] = {}
+    comps = _kid(tree, "components") or []
+    for comp in comps[1:]:
+        if _tag(comp) != "comp":
+            continue
+        ref = _val(comp, "ref")
+        if not ref:
+            continue
+        value = _val(comp, "value")
+        footprint = _val(comp, "footprint")
+        mpn = None
+        lcsc = None
+        for field in _kids(_kid(comp, "fields") or [], "field"):
+            fname = ""
+            fval = ""
+            name_el = _kid(field, "name")
+            if name_el and len(name_el) >= 2:
+                fname = str(name_el[1]).lower()
+            strs = [str(x) for x in field[1:] if not isinstance(x, list)]
+            if strs:
+                fval = strs[-1]
+            if fname in _MPN_FIELD_NAMES and fval:
+                mpn = fval
+            elif fname == "lcsc" and fval:
+                lcsc = fval
+        parts[ref] = footprint
+        fields[ref] = {"value": value, "footprint": footprint, "mpn": mpn, "lcsc": lcsc}
+
+    nets: dict[str, list[tuple[str, str]]] = {}
+    nets_el = _kid(tree, "nets") or []
+    for net in nets_el[1:]:
+        if _tag(net) != "net":
+            continue
+        name = _val(net, "name") or f"Net-{_val(net, 'code')}"
+        pins: list[tuple[str, str]] = []
+        for node in _kids(net, "node"):
+            ref = _val(node, "ref")
+            pin = _val(node, "pin")
+            if ref and pin:
+                pins.append((ref, pin))
+        if name:
+            nets[name] = pins
+    return parts, nets, fields
+
+
+# ---------------------------------------------------------------------------
+# Single-sheet .kicad_sch (embedded lib_symbols + wires)
+# ---------------------------------------------------------------------------
+
+
+def _fnum(v: Any) -> float:
+    try:
+        return float(v)
+    except (TypeError, ValueError):
+        return 0.0
+
+
+def _at(node: Any) -> tuple[float, float, float]:
+    k = _kid(node, "at")
+    if not k or len(k) < 3:
+        return 0.0, 0.0, 0.0
+    rot = _fnum(k[3]) if len(k) > 3 else 0.0
+    return _fnum(k[1]), _fnum(k[2]), rot
+
+
+def _snap(x: float, y: float) -> tuple[int, int]:
+    return round(x * 1000), round(y * 1000)
+
+
+def _rotate(px: float, py: float, deg: float) -> tuple[float, float]:
+    r = deg % 360.0
+    rad = math.radians(r)
+    c, s = math.cos(rad), math.sin(rad)
+    return px * c + py * s, -px * s + py * c
+
+
+def _lib_pins(sym: Any) -> dict[tuple[int, str], tuple[float, float]]:
+    """(unit, pin_number) -> (x, y) in symbol space. unit 0 = common."""
+    out: dict[tuple[int, str], tuple[float, float]] = {}
+
+    def walk(node: Any, unit: int) -> None:
+        if not isinstance(node, list) or not node:
+            return
+        if node[0] == "symbol" and len(node) > 1 and isinstance(node[1], str):
+            # nested unit symbol Device:R_1_1 → unit 1
+            m = re.search(r"_(\d+)_(\d+)$", str(node[1]))
+            u = int(m.group(1)) if m else unit
+            for ch in node[1:]:
+                walk(ch, u)
+            return
+        if node[0] == "pin":
+            ax, ay, _ = _at(node)
+            num = _val(node, "number") or ""
+            if not num and len(node) > 1:
+                num = str(node[1])
+            if num:
+                out[(unit, num)] = (ax, ay)
+                out[(0, num)] = (ax, ay)
+            return
+        for ch in node[1:]:
+            if isinstance(ch, list):
+                walk(ch, unit)
+
+    walk(sym, 0)
+    return out
+
+
+class _DSU:
+    def __init__(self) -> None:
+        self.p: dict[tuple[int, int], tuple[int, int]] = {}
+
+    def add(self, pt: tuple[int, int]) -> None:
+        self.p.setdefault(pt, pt)
+
+    def find(self, a: tuple[int, int]) -> tuple[int, int]:
+        self.add(a)
+        if self.p[a] != a:
+            self.p[a] = self.find(self.p[a])
+        return self.p[a]
+
+    def union(self, a: tuple[int, int], b: tuple[int, int]) -> None:
+        ra, rb = self.find(a), self.find(b)
+        if ra != rb:
+            self.p[rb] = ra
+
+
+def parse_kicad_sch(tree: Any) -> tuple[dict[str, str], dict[str, list[tuple[str, str]]], dict[str, dict]]:
+    lib_pins: dict[str, dict[tuple[int, str], tuple[float, float]]] = {}
+    for sym in _kids(_kid(tree, "lib_symbols") or [], "symbol"):
+        lid = str(sym[1]) if len(sym) > 1 else ""
+        if lid:
+            lib_pins[lid] = _lib_pins(sym)
+
+    parts: dict[str, str] = {}
+    fields: dict[str, dict] = {}
+    pin_at: dict[tuple[str, str], tuple[int, int]] = {}
+    dsu = _DSU()
+    labels: dict[tuple[int, int], str] = {}
+    power_pts: list[tuple[tuple[int, int], str]] = []
+
+    def prop(sym: Any, key: str) -> str:
+        for p in _kids(sym, "property"):
+            if len(p) >= 3 and str(p[1]) == key:
+                return str(p[2])
+        return ""
+
+    for sym in _kids(tree, "symbol"):
+        lib_id = _val(sym, "lib_id")
+        ix, iy, rot = _at(sym)
+        unit = int(_fnum(_val(sym, "unit") or "1") or 1)
+        mirror = bool(_kid(sym, "mirror"))
+        ref = prop(sym, "Reference")
+        if ref.startswith("#"):
+            # power flag / graphic
+            val = prop(sym, "Value") or lib_id.rsplit(":", 1)[-1]
+            lp = lib_pins.get(lib_id, {})
+            xy = lp.get((unit, "1")) or lp.get((0, "1")) or (0.0, 0.0)
+            px, py = _rotate(xy[0], xy[1], rot)
+            if mirror:
+                px = -px
+            pt = _snap(ix + px, iy + py)
+            dsu.add(pt)
+            if val:
+                power_pts.append((pt, val))
+            continue
+        if not ref:
+            continue
+        value = prop(sym, "Value")
+        footprint = prop(sym, "Footprint")
+        mpn = None
+        lcsc = None
+        for p in _kids(sym, "property"):
+            if len(p) < 3:
+                continue
+            n = str(p[1]).strip().lower()
+            v = str(p[2]).strip()
+            if n in _MPN_FIELD_NAMES and v:
+                mpn = v
+            elif n == "lcsc" and v:
+                lcsc = v
+        parts[ref] = footprint
+        fields[ref] = {"value": value, "footprint": footprint, "mpn": mpn, "lcsc": lcsc}
+        lp = lib_pins.get(lib_id, {})
+        for pin_el in _kids(sym, "pin"):
+            num = str(pin_el[1]) if len(pin_el) > 1 else ""
+            if not num:
+                continue
+            xy = lp.get((unit, num)) or lp.get((0, num)) or (0.0, 0.0)
+            px, py = _rotate(xy[0], xy[1], rot)
+            if mirror:
+                px = -px
+            pt = _snap(ix + px, iy + py)
+            pin_at[(ref, num)] = pt
+            dsu.add(pt)
+
+    def collect_pts(node: Any) -> None:
+        if not isinstance(node, list) or not node:
+            return
+        tag = node[0]
+        if tag == "wire":
+            pts = _kid(node, "pts")
+            coords: list[tuple[int, int]] = []
+            if pts:
+                for xy in _kids(pts, "xy"):
+                    if len(xy) >= 3:
+                        pt = _snap(_fnum(xy[1]), _fnum(xy[2]))
+                        dsu.add(pt)
+                        coords.append(pt)
+            for a, b in zip(coords, coords[1:]):
+                dsu.union(a, b)
+            return
+        if tag in {"label", "global_label", "hierarchical_label"}:
+            name = str(node[1]) if len(node) > 1 else ""
+            x, y, _ = _at(node)
+            pt = _snap(x, y)
+            dsu.add(pt)
+            if name:
+                labels[pt] = name
+            return
+        if tag == "junction":
+            x, y, _ = _at(node)
+            dsu.add(_snap(x, y))
+            return
+        for ch in node[1:]:
+            if isinstance(ch, list):
+                collect_pts(ch)
+
+    collect_pts(tree)
+
+    for pt, name in labels.items():
+        dsu.add(pt)
+    for pt, _name in power_pts:
+        dsu.add(pt)
+
+    # Merge labels/power onto coinciding pin/wire points (already same snap keys).
+    nets: dict[str, list[tuple[str, str]]] = {}
+    root_name: dict[tuple[int, int], str] = {}
+    for pt, name in labels.items():
+        root_name[dsu.find(pt)] = name
+    for pt, name in power_pts:
+        root_name.setdefault(dsu.find(pt), name)
+
+    grouped: dict[tuple[int, int], list[tuple[str, str]]] = {}
+    for (ref, pin), pt in pin_at.items():
+        grouped.setdefault(dsu.find(pt), []).append((ref, pin))
+
+    used_names: set[str] = set()
+    for root, pins in grouped.items():
+        name = root_name.get(root)
+        if not name:
+            ref0, pin0 = pins[0]
+            name = f"Net-({ref0}-Pad{pin0})"
+        while name in used_names:
+            name = name + "_"
+        used_names.add(name)
+        nets[name] = pins
+
+    return parts, nets, fields
+
+
+# ---------------------------------------------------------------------------
+# Public
+# ---------------------------------------------------------------------------
+
+_fields_cache: dict[str, dict[str, dict]] = {}
+
+
+def parse_kicad(
+    path: str | Path,
+) -> tuple[dict[str, str], dict[str, list[tuple[str, str]]], dict[str, dict]]:
+    p = Path(path)
+    raw = p.read_bytes()
+    head = raw[:256].decode("utf-8", errors="replace").lstrip("\ufeff").lstrip()
+    if head.startswith("<") or head.startswith("<?xml"):
+        parts, nets, fields = parse_kicad_xml_netlist(p)
+    else:
+        text = p.read_text(encoding="utf-8", errors="replace")
+        tree = _parse_sexp(text)
+        tag = _tag(tree)
+        if tag == "kicad_sch":
+            parts, nets, fields = parse_kicad_sch(tree)
+        elif tag == "export":
+            parts, nets, fields = parse_kicad_sexp_netlist(tree)
+        else:
+            raise ValueError(f"Unsupported KiCad s-expression root {tag!r}")
+    if not parts:
+        raise ValueError("No components found in KiCad file")
+    if not nets:
+        raise ValueError(
+            "No nets found. For a multi-sheet schematic, export a netlist "
+            "(File → Export → Netlist) instead of uploading .kicad_sch."
+        )
+    _fields_cache[str(p.resolve())] = fields
+    return parts, nets, fields
+
+
+def kicad_part_fields(path: str | Path) -> dict[str, dict]:
+    key = str(Path(path).resolve())
+    if key not in _fields_cache:
+        parse_kicad(path)
+    return _fields_cache.get(key, {})

backend/pinscopex/review_fingerprint.py

@@ -0,0 +1,76 @@
+"""Stable per-IC neighborhood hash so a second review can skip unchanged chips."""
+
+from __future__ import annotations
+
+import hashlib
+import json
+
+from backend.pinscopex.models import ComponentType, DesignGraph
+from backend.pinscopex.validate import _match_constraints
+
+
+def ic_neighborhood_fingerprint(
+    graph: DesignGraph,
+    ref: str,
+    constraints_map: dict | None = None,
+) -> str | None:
+    """Hash MPN, pin→net, 1-hop neighbors, and extraction model_version.
+
+    Returns None if *ref* is not an IC. Neighbor changes (pull-up added on
+    SDA, etc.) invalidate every IC on that net.
+    """
+    comp = graph.components.get(ref)
+    if not comp or comp.component_type != ComponentType.IC:
+        return None
+    pins = tuple(sorted((str(p), n) for p, n in comp.pins.items()))
+    neighbors: list[tuple[str, str, str, str]] = []
+    for _pin, net_name in pins:
+        for other in graph.components_on_net(net_name):
+            if other == ref:
+                continue
+            o = graph.components[other]
+            o_pins_on_net = tuple(
+                sorted(str(p) for p, n in o.pins.items() if n == net_name)
+            )
+            neighbors.append(
+                (other, o.mpn or "", o.component_type.value, ",".join(o_pins_on_net))
+            )
+    model_version = ""
+    cons = _match_constraints(comp.mpn or comp.value, constraints_map or {})
+    if cons is not None:
+        model_version = getattr(cons, "model_version", "") or ""
+    payload = {
+        "mpn": comp.mpn or "",
+        "pins": pins,
+        "neighbors": tuple(sorted(neighbors)),
+        "model_version": model_version,
+    }
+    blob = json.dumps(payload, sort_keys=True, default=str).encode()
+    return hashlib.sha256(blob).hexdigest()
+
+
+def graph_ic_fingerprints(
+    graph: DesignGraph,
+    constraints_map: dict | None = None,
+) -> dict[str, str]:
+    out: dict[str, str] = {}
+    for ref, comp in graph.components.items():
+        if comp.component_type != ComponentType.IC:
+            continue
+        fp = ic_neighborhood_fingerprint(graph, ref, constraints_map)
+        if fp:
+            out[ref] = fp
+    return out
+
+
+def skip_unchanged_ics(
+    completed_refs: set[str],
+    previous: dict[str, str],
+    current: dict[str, str],
+) -> set[str]:
+    """Keep skip only for completed ICs whose neighborhood hash is unchanged."""
+    skip: set[str] = set()
+    for ref in completed_refs:
+        if ref in current and previous.get(ref) == current[ref]:
+            skip.add(ref)
+    return skip

backend/routers/pipeline.py

@@ -37,7 +37,8 @@ class RegenRequest(BaseModel):
 
 
 class ReprocessRequest(BaseModel):
-    """``failed`` retries skipped / errored IC reviews; ``all`` re-reviews every IC."""
+    """``failed`` retries skipped/errored reviews and ICs whose circuit
+    neighborhood changed; ``all`` re-reviews every IC."""
     mode: Literal["failed", "all"] = "failed"
 
 

backend/routers/projects.py

@@ -481,7 +481,12 @@ async def upload_netlist(project_id: str, file: UploadFile, request: Request):
     import tempfile, os
 
     fmt = detect_netlist_format(data)
-    suffix = ".edn" if fmt == "edif" else ".asc"
+    suffix = {
+        "edif": ".edn",
+        "kicad_xml": ".xml",
+        "kicad_sexp": ".kicad_net",
+        "kicad_sch": ".kicad_sch",
+    }.get(fmt, ".asc")
     sub_designs: list[dict] = []
     try:
         tmp = tempfile.NamedTemporaryFile(delete=False, suffix=suffix)
@@ -503,7 +508,7 @@ async def upload_netlist(project_id: str, file: UploadFile, request: Request):
     # shape, so the wizard's power-sources step can render its dropdowns
     # without re-parsing the (s-expression-heavy) file in the browser.
     designator_pins: list[dict] = []
-    if fmt == "edif":
+    if fmt != "pads":
         designator_pins = _build_designator_pins(parts, nets)
     return {
         "path": key,

backend/routers/reports.py

@@ -138,6 +138,19 @@ async def get_project_logs(project_id: str, request: Request):
         return JSONResponse([])
     text = storage.read_text(key)
     entries = [json.loads(line) for line in text.strip().split("\n") if line.strip()]
+    from backend.services.llm.pricing import cost_for_entry
+
+    for entry in entries:
+        if any(
+            entry.get(k)
+            for k in (
+                "input_tokens",
+                "output_tokens",
+                "cache_read_input_tokens",
+                "cache_creation_input_tokens",
+            )
+        ):
+            entry["cost_usd"] = round(cost_for_entry(entry), 6)
     return JSONResponse(entries)
 
 

backend/services/llm/deepseek_provider.py

@@ -38,11 +38,21 @@ from backend.services.llm.types import (
 
 log = logging.getLogger(__name__)
 
-_VISION_HINT = "vision"
+# V4.1 Flash is natively multimodal. Legacy flash / vision-exp names
+# still route there. v4-pro does not accept images until it is retired
+# onto Flash (2026-09-14).
+_VISION_MODELS = {
+    "deepseek-flash",
+    "deepseek-v4-flash",
+    "deepseek-v4-flash-vision-exp",
+}
 
 
 def _is_vision_model(model: str) -> bool:
-    return _VISION_HINT in model.lower()
+    name = (model or "").strip().lower()
+    if name in _VISION_MODELS or "vision" in name:
+        return True
+    return name.startswith("deepseek-flash")
 
 
 def _to_openai_tool(t: ToolSchema) -> dict:

backend/services/llm/pricing.py

@@ -11,15 +11,22 @@ from __future__ import annotations
 #   DeepSeek:  https://api-docs.deepseek.com/quick_start/pricing
 #   Anthropic: https://docs.anthropic.com/en/docs/about-claude/pricing
 #   Google:    https://ai.google.dev/pricing
-# Last updated: 2026-08-27
+# Last updated: 2026-09-10
+#
+# DeepSeek: peak weekday rates (conservative). Off-peak is 50% of these.
+# Cache-hit input is billed via CACHE_RATES["deepseek"]["read"] as a
+# multiplier on the miss input rate (0.006 / 0.30 = 0.02).
+_DEEPSEEK_FLASH = {"input": 0.30, "output": 1.20}
+_DEEPSEEK_PRO = {"input": 1.32, "output": 3.96}
+
 PRICING: dict[str, dict[str, dict[str, float]]] = {
     "deepseek": {
-        # Peak-hour rates (conservative). Off-peak is 50% of these.
+        "deepseek-flash":                 _DEEPSEEK_FLASH,
-        # Cache-hit input is billed via CACHE_RATES["deepseek"]["read"].
+        "deepseek-v4-flash":              _DEEPSEEK_FLASH,
-        "deepseek-v4-flash":              {"input": 0.44, "output": 1.32},
+        "deepseek-v4-flash-vision-exp":   _DEEPSEEK_FLASH,
-        "deepseek-v4-flash-vision-exp":   {"input": 0.44, "output": 1.32},
+        # Billed at Pro until 2026-09-14 04:00 UTC, then routed to Flash.
-        "deepseek-v4-pro":                {"input": 1.32, "output": 3.96},
+        "deepseek-v4-pro":                _DEEPSEEK_PRO,
-        "default":                        {"input": 0.44, "output": 1.32},
+        "default":                        _DEEPSEEK_FLASH,
     },
     "anthropic": {
         "claude-opus-4-6":            {"input": 5.00,  "output": 25.00},
@@ -63,7 +70,7 @@ PRICING: dict[str, dict[str, dict[str, float]]] = {
 #           normal input pass)
 #   read:   cost when a cached prefix is *reused* (much cheaper)
 CACHE_RATES: dict[str, dict[str, float]] = {
-    "deepseek":  {"create": 1.00, "read": 0.032},
+    "deepseek":  {"create": 1.00, "read": 0.02},
     "anthropic": {"create": 1.25, "read": 0.10},
     "gemini":    {"create": 1.00, "read": 0.25},
 }

backend/services/pipeline.py

@@ -260,6 +260,7 @@ class PipelineWorkspace:
             self._upload_file("bom_summary.json")
             self._upload_file("derating.json")
             self._upload_file("report.json")
+            self._upload_file("review_fingerprints.json")
             self._upload_file("api_logs.jsonl")
 
             # Merge taxonomy: read current from storage, add any new entries
@@ -324,7 +325,7 @@ class PipelineWorkspace:
         code will raise a clearer error when it tries to read the missing
         file than a ``None`` return would.
         """
-        for ext in ("asc", "edn"):
+        for ext in ("asc", "edn", "xml", "kicad_net", "kicad_sch"):
             p = self.local_dir / "uploads" / f"netlist.{ext}"
             if p.exists():
                 return p
@@ -1679,7 +1680,37 @@ async def _stage_validation(ctx: PipelineContext) -> None:
         if private is not None:
             _charge_private_logger(ctx, private)
 
-    # Resume-aware: skip ICs that were already reviewed in a previous pass
+    skip_refs = set(ctx.completed_review_refs)
+    fp_path = ctx.ws.local_path("review_fingerprints.json")
+    current_fp: dict[str, str] = {}
+    try:
+        from backend.pinscopex.review_fingerprint import (
+            graph_ic_fingerprints,
+            skip_unchanged_ics,
+        )
+        from backend.pinscopex.validate import _build_constraints_map, _load_datasheets
+
+        cmap = _build_constraints_map(_load_datasheets(extracted_dir))
+        current_fp = graph_ic_fingerprints(ctx.graph, cmap)
+        previous_fp: dict[str, str] = {}
+        if fp_path.is_file():
+            try:
+                previous_fp = json.loads(fp_path.read_text())
+            except json.JSONDecodeError:
+                previous_fp = {}
+        if previous_fp:
+            skip_refs = skip_unchanged_ics(skip_refs, previous_fp, current_fp)
+        for ref in sorted(skip_refs):
+            broker.publish(
+                ctx.project_id, "step_update",
+                {"stage": "validation", "substep": ref, "status": "complete",
+                 "detail": "unchanged since last review"},
+            )
+    except Exception:
+        logger.exception("review fingerprints failed — reviewing all kept refs")
+
+    # Resume-aware: skip ICs that were already reviewed and whose
+    # neighborhood fingerprint is unchanged.
     ctx.report = await validate_design_async(
         str(graph_path),
         str(report_path),
@@ -1688,7 +1719,7 @@ async def _stage_validation(ctx: PipelineContext) -> None:
         on_progress=on_validation_progress,
         api_logger=ctx.api_logger,
         storage=ctx.storage,
-        skip_refs=set(ctx.completed_review_refs),
+        skip_refs=skip_refs,
         before_ic=before_ic,
         on_ic_done=on_ic_done,
         on_ic_error=on_ic_error,
@@ -1697,6 +1728,9 @@ async def _stage_validation(ctx: PipelineContext) -> None:
         run_meta={"git_commit": _git_commit()},
     )
 
+    if current_fp:
+        fp_path.write_text(json.dumps(current_fp, indent=2) + "\n")
+
     if ctx.paused:
         return
 

backend/services/projects.py

@@ -357,6 +357,7 @@ def clear_project_extractions(
         "bom_summary.json",
         "derating.json",
         "report.json",
+        "review_fingerprints.json",
         "api_logs.jsonl",
         "graph_voltage_updates.json",
     ):
@@ -390,6 +391,7 @@ def reopen_project(
         "bom_summary.json",
         "derating.json",
         "report.json",
+        "review_fingerprints.json",
         "api_logs.jsonl",
         "graph_voltage_updates.json",
     ):
@@ -611,7 +613,13 @@ def save_bom(
     return key
 
 
-_NETLIST_EXT = {"pads": "asc", "edif": "edn"}
+_NETLIST_EXT = {
+    "pads": "asc",
+    "edif": "edn",
+    "kicad_xml": "xml",
+    "kicad_sexp": "kicad_net",
+    "kicad_sch": "kicad_sch",
+}
 
 
 def _netlist_key(user_id: str, project_id: str, fmt: str) -> str:
@@ -629,16 +637,17 @@ def save_netlist(
 ) -> str:
     """Persist the uploaded netlist with the extension matching ``fmt``.
 
-    Also clears any previously-saved netlist in the *other* format so we
+    Also clears any previously-saved netlist in another format so we
-    never have stale ``.asc`` and ``.edn`` files side-by-side (e.g. user
+    never have stale files side-by-side (e.g. user re-uploads KiCad after PADS).
-    re-uploads with a different format).
     """
     key = _netlist_key(user_id, project_id, fmt)
     storage.write_bytes(key, data)
-    other_fmt = "edif" if fmt == "pads" else "pads"
+    for other in _NETLIST_EXT:
-    other_key = _netlist_key(user_id, project_id, other_fmt)
+        if other == fmt:
-    if storage.exists(other_key):
+            continue
-        storage.delete_key(other_key)
+        other_key = _netlist_key(user_id, project_id, other)
+        if storage.exists(other_key):
+            storage.delete_key(other_key)
     # Reset sub-design selection on every upload — the prior selection may
     # reference IDs that no longer exist in the new file. Frontend resets
     # the picker after upload too; this keeps backend in sync.
@@ -690,7 +699,7 @@ def get_netlist_key(
     storage: StorageBackend, user_id: str, project_id: str
 ) -> str | None:
     """Return the storage key of whichever netlist file exists (.asc or .edn)."""
-    for fmt in ("pads", "edif"):
+    for fmt in _NETLIST_EXT:
         key = _netlist_key(user_id, project_id, fmt)
         if storage.exists(key):
             return key

frontend/content/changelog.md

@@ -2,6 +2,14 @@
 
 What's new in Pinscope.
 
+## 2.11.0 — 2026-09-10 — DeepSeek V4.1 and re-analyze
+
+Pinscope now defaults to DeepSeek-V4.1-Flash (`deepseek-flash`) for every LLM stage, shows API cost in dollars, and lets you replace the BOM and netlist on an existing project without deleting it.
+
+- [New] Default model is `deepseek-flash` (native vision). Legacy `deepseek-v4-flash` / `deepseek-v4-flash-vision-exp` names still work; they route to V4.1.
+- [New] Replace BOM & netlist on a finished project and re-run the analysis. History, library cache, and prior spend stay on the same project.
+- [Improved] API cost uses V4.1 Flash peak rates and is shown on the report, logs tab, and run estimate (not only credits).
+
 ## 2.10.0 — 2026-08-27 — Deeper datasheet review
 
 Each IC review now sees more of the datasheet and starts from a structured abs-max table, so voltage, decoupling, and interface checks are less likely to stop at "Unverified".

frontend/package-lock.json

@@ -1,12 +1,12 @@
 {
   "name": "frontend",
-  "version": "2.6.0",
+  "version": "2.10.0",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "name": "frontend",
-      "version": "2.6.0",
+      "version": "2.10.0",
       "dependencies": {
         "@base-ui/react": "^1.3.0",
         "@types/dagre": "^0.7.54",

frontend/src/app/(app)/project/[id]/page.tsx

@@ -20,6 +20,7 @@ import {
   resumePipeline,
   fetchPipelineEstimate,
 } from "@/lib/api";
+import { CreateProjectDialog } from "@/components/dashboard/create-project-dialog";
 import { PausedRunBanner } from "@/components/billing/paused-run-banner";
 import type { Project, SkippedComponent, ApiLogEntry, BomSummaryRow, DeratingRow, DeratingSettings, Collaborator, CostEstimate } from "@/lib/types";
 import {
@@ -36,6 +37,7 @@ import {
   OctagonX,
   Copy,
   Check,
+  Upload,
 } from "lucide-react";
 import { useOptionalUser } from "@/hooks/use-optional-auth";
 import { PdfViewerSheet } from "@/components/pdf/pdf-viewer-sheet";
@@ -106,6 +108,7 @@ export default function ProjectDetailPage({
   const tab = searchParams.get("tab") ?? "bom";
   const [starting, setStarting] = useState(false);
   const [estimate, setEstimate] = useState<CostEstimate | null>(null);
+  const [rerunProject, setRerunProject] = useState<Project | null>(null);
 
   const canRun = Boolean(project?.hasBom && project?.hasNetlist);
   const canReprocess =
@@ -187,11 +190,28 @@ export default function ProjectDetailPage({
           <h1 className="text-lg font-semibold">{project.name}</h1>
           <p className="text-sm text-muted-foreground">
             {new Date(project.created).toLocaleDateString()}
+            {typeof project.totalCostUsd === "number" && project.totalCostUsd > 0 && (
+              <span className="ml-2 font-mono tabular-nums text-foreground">
+                ${project.totalCostUsd.toFixed(4)}
+              </span>
+            )}
           </p>
         </div>
-        <Badge variant="outline" className="capitalize text-xs">
+        <div className="flex items-center gap-2">
-          {project.status}
+          {project.status !== "running" && project.status !== "queued" && (
-        </Badge>
+            <Button
+              size="sm"
+              variant="outline"
+              onClick={() => setRerunProject(project)}
+            >
+              <Upload className="h-4 w-4 mr-1" />
+              Replace BOM & netlist
+            </Button>
+          )}
+          <Badge variant="outline" className="capitalize text-xs">
+            {project.status}
+          </Badge>
+        </div>
       </div>
 
       {isPaused && (
@@ -285,13 +305,12 @@ export default function ProjectDetailPage({
                 )}
               </div>
               {canRun && estimate && estimate.review_ic_count > 0 && (
-                <div className="inline-flex items-center gap-1.5 text-[11px] text-amber-700/90 dark:text-amber-300/90 animate-pulse drop-shadow-[0_0_6px_rgba(251,191,36,0.55)]">
+                <div className="inline-flex items-center gap-1.5 text-[11px] text-muted-foreground">
                   <Coins className="h-3 w-3" />
                   <span className="tabular-nums">
-                    ≈ {(estimate.review_ic_count * 2).toFixed(0)}
+                    ≈ ${estimate.api_cost_low.toFixed(2)}–${estimate.api_cost_high.toFixed(2)}
-                    –{(estimate.review_ic_count * 2.5).toFixed(0)} credits
                   </span>
-                  <span className="text-amber-700/60 dark:text-amber-300/60">
+                  <span>
                     · {estimate.review_ic_count} IC
                     {estimate.review_ic_count === 1 ? "" : "s"} to review
                   </span>
@@ -346,6 +365,18 @@ export default function ProjectDetailPage({
         mpn={pdfState.mpn}
         initialPage={1}
       />
+      <CreateProjectDialog
+        hideTrigger
+        rerunProject={rerunProject}
+        onRerunDone={() => {
+          setRerunProject(null);
+          reload();
+        }}
+        onCreateProject={(p) => {
+          setRerunProject(null);
+          router.push(`/project/${p.id}/progress`);
+        }}
+      />
     </div>
   );
 }
@@ -414,7 +445,9 @@ function ApiLogsSection({ logs }: { logs: ApiLogEntry[] }) {
           <span>{formatTokens(totalInput)} input tokens</span>
           <span>{formatTokens(totalOutput)} output tokens</span>
           <span>{formatDuration(totalDuration)} total</span>
-          {totalCost > 0 && <span className="font-medium text-foreground">${totalCost.toFixed(4)}</span>}
+          {totalCost > 0 && (
+            <span className="font-medium text-foreground">${totalCost.toFixed(4)}</span>
+          )}
         </div>
       </CardHeader>
       <CardContent>
@@ -448,8 +481,10 @@ function ApiLogsSection({ logs }: { logs: ApiLogEntry[] }) {
                   <span>{formatTokens(log.output_tokens)} out</span>
                   <span>{formatDuration(log.duration_ms)}</span>
                   <span className="font-mono">{log.model}</span>
-                  {log.cost_usd != null && log.cost_usd > 0 && (
+                  {log.cost_usd != null && (
-                    <span className="font-medium text-foreground">${log.cost_usd.toFixed(4)}</span>
+                    <span className="font-medium text-foreground">
+                      ${log.cost_usd.toFixed(4)}
+                    </span>
                   )}
                 </div>
               </div>

frontend/src/app/(app)/project/[id]/report/page.tsx

@@ -37,6 +37,7 @@ function ReportContent({ projectId }: { projectId: string }) {
   const [collaborators, setCollaborators] = useState<Collaborator[]>([]);
   const [comments, setComments] = useState<Record<string, FindingComment[]>>({});
   const [creditsSpent, setCreditsSpent] = useState<number | undefined>();
+  const [totalCostUsd, setTotalCostUsd] = useState<number | null>(null);
   const [projectName, setProjectName] = useState<string>("");
   const [feedbackFinding, setFeedbackFinding] = useState<Finding | null>(null);
   const [feedbackOpen, setFeedbackOpen] = useState(false);
@@ -70,6 +71,7 @@ function ReportContent({ projectId }: { projectId: string }) {
     fetchProject(projectId)
       .then((p) => {
         setCreditsSpent(p.creditsSpent);
+        setTotalCostUsd(p.totalCostUsd ?? null);
         setProjectName(p.name);
       })
       .catch(() => {});
@@ -249,6 +251,7 @@ function ReportContent({ projectId }: { projectId: string }) {
           summary={report.summary}
           reviewedCount={reviewedCount}
           creditsSpent={creditsSpent}
+          totalCostUsd={totalCostUsd}
         />
         {report.review_errors && Object.keys(report.review_errors).length > 0 && (
           <div className="rounded-lg border border-amber-500/40 bg-amber-500/10 p-4 space-y-2">

frontend/src/components/dashboard/create-project-dialog.tsx

@@ -463,6 +463,8 @@ interface CreateProjectDialogProps {
   onRerunDone?: () => void;
   cloneAsNewProject?: Project | null;
   onCloneAsNewDone?: () => void;
+  /** Hide the "New Project" trigger — used when the parent opens rerun mode. */
+  hideTrigger?: boolean;
 }
 
 function countNetsInNetlist(text: string): number {
@@ -475,6 +477,16 @@ function isEdifNetlist(text: string): boolean {
   return text.slice(0, 1024).trimStart().slice(0, 5).toLowerCase() === "(edif";
 }
 
+function isKicadNetlist(text: string): boolean {
+  const head = text.slice(0, 2048).trimStart().slice(0, 40).toLowerCase();
+  return (
+    head.startsWith("(kicad_sch") ||
+    head.startsWith("(export") ||
+    head.startsWith("<?xml") ||
+    head.startsWith("<export")
+  );
+}
+
 function SuggestedDatasheetLinks({ urls }: { urls: string[] }) {
   if (!urls.length) return null;
   return (
@@ -512,6 +524,7 @@ export function CreateProjectDialog({
   onRerunDone,
   cloneAsNewProject,
   onCloneAsNewDone,
+  hideTrigger = false,
 }: CreateProjectDialogProps) {
   const [open, setOpen] = useState(false);
   const [step, setStep] = useState<WizardStep>("details");
@@ -889,6 +902,12 @@ export function CreateProjectDialog({
         setNetlistIsEdif(true);
         return;
       }
+      if (isKicadNetlist(text)) {
+        setNetlistNetCount(null);
+        setNetlistPreview([]);
+        setNetlistIsEdif(false);
+        return;
+      }
       setNetlistIsEdif(false);
       setNetlistNetCount(countNetsInNetlist(text));
       try {
@@ -1152,20 +1171,20 @@ export function CreateProjectDialog({
   // the user just uploaded a new BOM via the modal haven't been pushed
   // to the backend yet, so skip until there's something to estimate.
   useEffect(() => {
-    if (!authEnabled) return; // OSS mode: no credits — no estimate UI
     if (!existingProjectId) return;
     if (step !== activeSteps[activeSteps.length - 1]?.key) return;
     if (!initialBomFile) return;
     let cancelled = false;
     setEstimateLoading(true);
-    Promise.all([
+    const jobs: Promise<unknown>[] = [fetchPipelineEstimate(existingProjectId)];
-      fetchPipelineEstimate(existingProjectId),
+    if (authEnabled) jobs.push(fetchCredits());
-      fetchCredits(),
+    Promise.all(jobs)
-    ])
+      .then((results) => {
-      .then(([est, cr]) => {
         if (cancelled) return;
-        setEstimate(est);
+        setEstimate(results[0] as CostEstimate);
-        setBalance(cr.balance);
+        if (authEnabled && results[1]) {
+          setBalance((results[1] as { balance: number }).balance);
+        }
       })
       .catch(() => {
         /* Estimate is best-effort; swallow so the Run button still works. */
@@ -1940,7 +1959,7 @@ export function CreateProjectDialog({
         else resetAndClose();
       }}
     >
-      {disabled ? (
+      {hideTrigger ? null : disabled ? (
         <Tooltip>
           <TooltipTrigger
             render={
@@ -2060,8 +2079,8 @@ export function CreateProjectDialog({
                 </div>
                 <div className="space-y-1.5">
                   <FileUploadZone
-                    label="Netlist (.asc / .net / .txt / .edn)"
+                    label="Netlist (.asc / .net / .edn / .kicad_sch)"
-                    accept=".asc,.net,.NET,.txt,.edn,.edif,.edf"
+                    accept=".asc,.net,.NET,.txt,.edn,.edif,.edf,.xml,.kicad_sch,.kicad_net"
                     files={netlistFile ? [netlistFile] : []}
                     onFilesChange={handleNetlistChange}
                   />
@@ -2076,11 +2095,11 @@ export function CreateProjectDialog({
                     </p>
                   ) : netlistFile ? (
                     <p className="text-[11px] text-muted-foreground leading-tight px-1">
-                      EDIF detected — net count will appear after upload.
+                      Net count will appear after upload.
                     </p>
                   ) : (
                     <p className="text-[11px] text-muted-foreground leading-tight px-1">
-                      PADS-PCB ASCII or EDIF 2.0.0. .asc / .net / .txt / .edn all work.{" "}
+                      PADS-PCB, EDIF, or KiCad netlist / .kicad_sch.{" "}
                       <a
                         href="/file-guide#the-netlist"
                         target="_blank"
@@ -3056,20 +3075,27 @@ export function CreateProjectDialog({
                   <Loader2 className="h-3 w-3 animate-spin" />
                   Estimating…
                 </span>
-              ) : estimate && balance !== null ? (
+              ) : estimate ? (
                 <>
-                  <span>
+                  {balance !== null && (
-                    Balance:{" "}
+                    <span>
-                    <span className="font-mono text-foreground">
+                      Balance:{" "}
-                      {balance.toFixed(2)}
+                      <span className="font-mono text-foreground">
+                        {balance.toFixed(2)}
+                      </span>
                     </span>
-                  </span>
+                  )}
                   <span>
                     Est:{" "}
                     <span className="font-mono text-foreground">
-                      {estimate.credits_low.toFixed(2)}–{estimate.credits_high.toFixed(2)}
+                      ${estimate.api_cost_low.toFixed(2)}–${estimate.api_cost_high.toFixed(2)}
-                    </span>{" "}
+                    </span>
-                    credits
+                    {authEnabled && (
+                      <>
+                        {" "}
+                        ({estimate.credits_low.toFixed(2)}–{estimate.credits_high.toFixed(2)} credits)
+                      </>
+                    )}
                   </span>
                   {!canRunRerun && (
                     <span className="flex items-center gap-1 text-amber-600 dark:text-amber-400">

frontend/src/components/dashboard/project-card.tsx

@@ -36,6 +36,13 @@ export function ProjectCard({
   const checkedCount = useReviewedCount(project.id);
   const isCancelled = project.status === "cancelled";
   const isDraft = project.status === "draft";
+  const canReplaceFiles =
+    !isShared &&
+    onRerun != null &&
+    (project.status === "complete" ||
+      project.status === "error" ||
+      project.status === "cancelled" ||
+      project.status === "draft");
   const opensModalOnClick = isDraft && !isShared && onRerun != null;
 
   async function handleDelete(e: React.MouseEvent) {
@@ -79,10 +86,10 @@ export function ProjectCard({
               <Badge variant="outline" className={cn("text-xs capitalize", STATUS_STYLES[project.status])}>
                 {project.status}
               </Badge>
-              {isCancelled && !isShared && onRerun && (
+              {canReplaceFiles && (
                 <button
                   onClick={handleRerun}
-                  title="Rerun project"
+                  title="Replace files and re-analyze"
                   className="p-1 rounded-md text-muted-foreground hover:text-emerald-600 dark:hover:text-emerald-400 hover:bg-emerald-500/10 transition-colors"
                 >
                   <RotateCcw className="h-3.5 w-3.5" />

frontend/src/components/dashboard/projects-table.tsx

@@ -71,6 +71,13 @@ function ProjectRow({
   const checkedCount = useReviewedCount(project.id);
   const isCancelled = project.status === "cancelled";
   const isDraft = project.status === "draft";
+  const canReplaceFiles =
+    !isShared &&
+    onRerun != null &&
+    (project.status === "complete" ||
+      project.status === "error" ||
+      project.status === "cancelled" ||
+      project.status === "draft");
   const opensModalOnClick = isDraft && !isShared && onRerun != null;
 
   async function handleDelete(e: React.MouseEvent) {
@@ -156,10 +163,10 @@ function ProjectRow({
       </td>
       <td className="px-3 py-2">
         <div className="flex items-center justify-end gap-0.5">
-          {isCancelled && !isShared && onRerun && (
+          {canReplaceFiles && (
             <button
               onClick={handleRerun}
-              title="Rerun project"
+              title="Replace files and re-analyze"
               className="p-1 rounded-md text-muted-foreground hover:text-emerald-600 dark:hover:text-emerald-400 hover:bg-emerald-500/10 transition-colors"
             >
               <RotateCcw className="h-3.5 w-3.5" />

frontend/src/components/report/report-summary.tsx

@@ -7,6 +7,7 @@ interface ReportSummaryProps {
   summary: Record<string, number>;
   reviewedCount: number;
   creditsSpent?: number;
+  totalCostUsd?: number | null;
 }
 
 const STAT_CONFIG = [
@@ -20,16 +21,19 @@ export function ReportSummary({
   summary,
   reviewedCount,
   creditsSpent,
+  totalCostUsd,
 }: ReportSummaryProps) {
   const total = summary.total || 0;
   const showCredits = typeof creditsSpent === "number" && creditsSpent > 0;
+  const showCost = typeof totalCostUsd === "number" && totalCostUsd > 0;
+  const extraCols = (showCredits ? 1 : 0) + (showCost ? 1 : 0);
 
   return (
     <div className="space-y-4">
       <div
         className={cn(
           "grid gap-4",
-          showCredits ? "grid-cols-6" : "grid-cols-5",
+          extraCols === 2 ? "grid-cols-7" : extraCols === 1 ? "grid-cols-6" : "grid-cols-5",
         )}
       >
         {STAT_CONFIG.map(({ key, label, color }) => (
@@ -50,6 +54,16 @@ export function ReportSummary({
             </p>
           </CardContent>
         </Card>
+        {showCost && (
+          <Card>
+            <CardContent className="pt-4 pb-4">
+              <p className="text-sm text-muted-foreground">API cost</p>
+              <p className="text-3xl font-semibold font-mono tabular-nums text-foreground">
+                ${totalCostUsd!.toFixed(2)}
+              </p>
+            </CardContent>
+          </Card>
+        )}
         {showCredits && (
           <Card>
             <CardContent className="pt-4 pb-4">

frontend/src/lib/api.ts

@@ -67,6 +67,7 @@ function mapProject(p: Record<string, unknown>): Project {
     userId: p.user_id as string | undefined,
     collaborators: (p.collaborators as string[] | null) ?? undefined,
     creditsSpent: (p.credits_spent as number | undefined) ?? undefined,
+    totalCostUsd: (p.total_cost_usd as number | null | undefined) ?? null,
     pauseCheckpoint: (p.pause_checkpoint as PauseCheckpoint | null) ?? null,
     pauseReason: (p.pause_reason as string | null | undefined) ?? null,
     bomColumns: (p.bom_columns as { reference: string; mpn: string } | null) ?? null,
@@ -79,7 +80,7 @@ function mapProject(p: Record<string, unknown>): Project {
     lcscPayloads: (p.lcsc_payloads as Record<string, LcscPayload> | null) ?? null,
     componentMpns: (p.component_mpns as ComponentMpnBuckets | null) ?? null,
     pinscopeVersion: (p.pinscope_version as string | null | undefined) ?? null,
-    netlistFormat: (p.netlist_format as "pads" | "edif" | null | undefined) ?? null,
+    netlistFormat: (p.netlist_format as Project["netlistFormat"]) ?? null,
     netlistSubdesigns: (p.netlist_subdesigns as string[] | null) ?? null,
   };
 }
@@ -268,7 +269,7 @@ export interface UploadNetlistResult {
   path: string;
   parts: number;
   nets: number;
-  format: "pads" | "edif";
+  format: "pads" | "edif" | "kicad_xml" | "kicad_sexp" | "kicad_sch";
   sub_designs: EdifSubDesign[]; // empty for PADS / single-sub-design EDIF
   // EDIF only: server-built designator→pins preview, same shape as the
   // browser-side PADS parser produces. Empty list for PADS uploads (the
@@ -294,7 +295,7 @@ export async function uploadNetlist(
     path: data.path as string,
     parts: data.parts as number,
     nets: data.nets as number,
-    format: data.format as "pads" | "edif",
+    format: data.format as UploadNetlistResult["format"],
     sub_designs: (data.sub_designs as EdifSubDesign[] | undefined) ?? [],
     designator_pins:
       (data.designator_pins as NetlistPreviewDesignator[] | undefined) ?? [],

frontend/src/lib/types.ts

@@ -231,6 +231,7 @@ export interface Project {
   userId?: string;
   collaborators?: string[];
   creditsSpent?: number;
+  totalCostUsd?: number | null;
   pauseCheckpoint?: PauseCheckpoint | null;
   pauseReason?: string | null;
   bomColumns?: { reference: string; mpn: string } | null;
@@ -243,9 +244,9 @@ export interface Project {
   lcscPayloads?: Record<string, LcscPayload> | null;
   componentMpns?: ComponentMpnBuckets | null;
   pinscopeVersion?: string | null;
-  // "pads" | "edif" — what kind of netlist file the user uploaded. null on
+  // "pads" | "edif" | "kicad_*" — netlist the user uploaded. null on legacy projects.
   // projects predating EDIF support; treat null as PADS for rendering.
-  netlistFormat?: "pads" | "edif" | null;
+  netlistFormat?: "pads" | "edif" | "kicad_xml" | "kicad_sexp" | "kicad_sch" | null;
   // Sub-design IDs (e.g. ["&0441"]) the user chose to include in the review.
   // null means "include every sub-design found in the file" — the default
   // for single-sub-design EDIFs and all PADS netlists.

tests/test_deepseek_provider.py

@@ -49,8 +49,9 @@ def test_extract_pdf_text_includes_page_markers(sample_pdf: Path):
 
 def test_vision_model_detection():
     assert _is_vision_model("deepseek-v4-flash-vision-exp")
+    assert _is_vision_model("deepseek-flash")
+    assert _is_vision_model("deepseek-v4-flash")
     assert not _is_vision_model("deepseek-v4-pro")
-    assert not _is_vision_model("deepseek-v4-flash")
 
 
 def test_messages_to_openai_pdf_becomes_text(sample_pdf: Path):
@@ -329,14 +330,17 @@ def test_factory_routes_deepseek(monkeypatch):
 
 
 def test_config_defaults_are_deepseek():
-    assert settings.provider_default == "deepseek"
+    from backend.config import Settings
-    assert settings.model_for_stage("validation") == settings.model_validation_deepseek
+
-    assert "vision" in settings.model_for_stage("pintable")
+    assert Settings.model_fields["provider_default"].default == "deepseek"
+    assert Settings.model_fields["deepseek_model"].default == "deepseek-flash"
+    assert Settings.model_fields["model_pintable_deepseek"].default == "deepseek-flash"
+    assert Settings.model_fields["model_validation_deepseek"].default == "deepseek-flash"
     assert settings.provider_for_stage("pintable") == "deepseek"
 
 
 def test_deepseek_pricing_positive():
-    cost = cost_for_entry({
+    pro = cost_for_entry({
         "provider": "deepseek",
         "model": "deepseek-v4-pro",
         "input_tokens": 1_000_000,
@@ -344,5 +348,24 @@ def test_deepseek_pricing_positive():
         "cache_creation_input_tokens": 0,
         "cache_read_input_tokens": 0,
     })
-    assert cost == pytest.approx(1.32)
+    assert pro == pytest.approx(1.32)
+    flash = cost_for_entry({
+        "provider": "deepseek",
+        "model": "deepseek-flash",
+        "input_tokens": 1_000_000,
+        "output_tokens": 0,
+        "cache_creation_input_tokens": 0,
+        "cache_read_input_tokens": 0,
+    })
+    assert flash == pytest.approx(0.30)
+    cached = cost_for_entry({
+        "provider": "deepseek",
+        "model": "deepseek-flash",
+        "input_tokens": 0,
+        "output_tokens": 0,
+        "cache_creation_input_tokens": 0,
+        "cache_read_input_tokens": 1_000_000,
+    })
+    assert cached == pytest.approx(0.006)
     assert "default" in PRICING["deepseek"]
+    assert "deepseek-flash" in PRICING["deepseek"]

tests/test_kicad_parser.py

@@ -0,0 +1,116 @@
+from pathlib import Path
+
+from backend.pinscopex.parsers import detect_netlist_format, parse_netlist_any, validate_netlist
+
+
+XML = """<?xml version="1.0" encoding="UTF-8"?>
+<export version="E">
+  <components>
+    <comp ref="U1">
+      <value>MSPM0G3507</value>
+      <footprint>Package_QFP:LQFP-48_7x7mm_P0.5mm</footprint>
+      <fields>
+        <field name="MPN">MSPM0G3507SPTR</field>
+      </fields>
+    </comp>
+    <comp ref="C1">
+      <value>100n</value>
+      <footprint>Capacitor_SMD:C_0603</footprint>
+    </comp>
+    <comp ref="R1">
+      <value>10k</value>
+      <footprint>Resistor_SMD:R_0603</footprint>
+    </comp>
+  </components>
+  <nets>
+    <net code="1" name="GND">
+      <node ref="U1" pin="8"/>
+      <node ref="C1" pin="2"/>
+    </net>
+    <net code="2" name="3V3">
+      <node ref="U1" pin="1"/>
+      <node ref="C1" pin="1"/>
+      <node ref="R1" pin="2"/>
+    </net>
+    <net code="3" name="I2C_SDA">
+      <node ref="U1" pin="12"/>
+      <node ref="R1" pin="1"/>
+    </net>
+  </nets>
+</export>
+"""
+
+SEXP = """(export (version "E")
+  (components
+    (comp (ref "U1")
+      (value "MSPM0G3507")
+      (footprint "Package_QFP:LQFP-48")
+      (fields
+        (field (name "MPN") "MSPM0G3507SPTR")
+        (field (name "LCSC") "C12345")
+      )
+    )
+    (comp (ref "C1")
+      (value "100n")
+      (footprint "C_0603")
+    )
+  )
+  (nets
+    (net (code "1") (name "GND")
+      (node (ref "U1") (pin "8"))
+      (node (ref "C1") (pin "2"))
+    )
+    (net (code "2") (name "3V3")
+      (node (ref "U1") (pin "1"))
+      (node (ref "C1") (pin "1"))
+    )
+  )
+)
+"""
+
+
+def test_detect_kicad_xml():
+    assert detect_netlist_format(XML) == "kicad_xml"
+    assert detect_netlist_format(SEXP) == "kicad_sexp"
+    assert detect_netlist_format("(kicad_sch (version 20231120)") == "kicad_sch"
+
+
+def test_parse_kicad_xml(tmp_path: Path):
+    p = tmp_path / "net.xml"
+    p.write_text(XML)
+    parts, nets, fmt = parse_netlist_any(p)
+    assert fmt == "kicad_xml"
+    assert parts["U1"].startswith("Package_QFP")
+    assert ("U1", "8") in nets["GND"]
+    assert ("C1", "1") in nets["3V3"]
+    assert ("R1", "1") in nets["I2C_SDA"]
+    assert validate_netlist(parts, nets) == []
+
+
+def test_parse_kicad_sexp_and_mpn_fields(tmp_path: Path):
+    p = tmp_path / "net.kicad_net"
+    p.write_text(SEXP)
+    parts, nets, fmt = parse_netlist_any(p)
+    assert fmt == "kicad_sexp"
+    assert ("U1", "1") in nets["3V3"]
+    from backend.pinscopex.parsers_kicad import kicad_part_fields
+    fields = kicad_part_fields(p)
+    assert fields["U1"]["mpn"] == "MSPM0G3507SPTR"
+    assert fields["U1"]["lcsc"] == "C12345"
+
+
+def test_kicad_mpn_fills_empty_bom(tmp_path: Path):
+    from backend.pinscopex.graph import build_graph
+
+    net = tmp_path / "net.xml"
+    net.write_text(XML)
+    bom = tmp_path / "bom.csv"
+    bom.write_text(
+        "Reference,Value,Footprint,Manufacturer Part Number\n"
+        "U1,MSPM0,,\nC1,100n,C_0603,\nR1,10k,R_0603,\n"
+    )
+    g = build_graph(
+        net, bom, tmp_path / "empty_ex", tmp_path / "empty_pat", tmp_path / "empty_mod",
+    )
+    assert g.components["U1"].mpn == "MSPM0G3507SPTR"
+    assert "GND" in g.nets

tests/test_reopen_replace.py

@@ -0,0 +1,91 @@
+"""Reopen a finished project and replace BOM/netlist without deleting it."""
+
+from __future__ import annotations
+
+from fastapi.testclient import TestClient
+
+from backend.services import projects as proj_svc
+from backend.services.storage import LocalStorageBackend
+
+_BOM_V1 = (
+    b"Reference,Value,Manufacturer Part Number\n"
+    b"U1,MCU,STM32F103C8T6\n"
+)
+_BOM_V2 = (
+    b"Reference,Value,Manufacturer Part Number\n"
+    b"U1,MCU,STM32F103C8T6\n"
+    b"R1,10k,RC0603FR-0710KL\n"
+)
+_NETLIST = b"""*PADS-PCB*
+*PART*
+U1 LQFP48
+*NET*
+*SIGNAL* GND
+U1.1
+*END*
+"""
+
+
+def _client(tmp_path) -> TestClient:
+    from backend.main import app
+
+    app.state.storage = LocalStorageBackend(tmp_path)
+    return TestClient(app)
+
+
+def test_reopen_then_replace_bom_and_netlist(tmp_path):
+    client = _client(tmp_path)
+    meta = client.post("/api/projects", json={"name": "board"}).json()
+    pid = meta["id"]
+
+    resp = client.post(
+        f"/api/projects/{pid}/upload/bom",
+        files={"file": ("bom.csv", _BOM_V1, "text/csv")},
+    )
+    assert resp.status_code == 200, resp.text
+    resp = client.post(
+        f"/api/projects/{pid}/upload/netlist",
+        files={"file": ("netlist.asc", _NETLIST, "text/plain")},
+    )
+    assert resp.status_code == 200, resp.text
+
+    storage = client.app.state.storage
+    proj_svc.update_project(
+        storage, "local", pid,
+        status="complete",
+        total_cost_usd=1.23,
+        summary={"ERROR": 1, "WARNING": 0, "INFO": 0, "total": 1},
+    )
+    prefix = f"users/local/projects/{pid}"
+    storage.write_json(f"{prefix}/report.json", {"findings": []})
+    storage.write_text(f"{prefix}/api_logs.jsonl", '{"cost_usd": 1.23}\n')
+
+    reopen = client.post(f"/api/projects/{pid}/reopen")
+    assert reopen.status_code == 200, reopen.text
+    body = reopen.json()
+    assert body["status"] == "draft"
+    assert body["id"] == pid
+    assert body["has_bom"] is True
+    assert body["has_netlist"] is True
+    assert body["total_cost_usd"] == 1.23
+    assert not storage.exists(f"{prefix}/report.json")
+
+    resp = client.post(
+        f"/api/projects/{pid}/upload/bom",
+        files={"file": ("bom.csv", _BOM_V2, "text/csv")},
+    )
+    assert resp.status_code == 200, resp.text
+    assert resp.json()["components"] == 2
+
+    resp = client.post(
+        f"/api/projects/{pid}/upload/netlist",
+        files={"file": ("netlist.asc", _NETLIST, "text/plain")},
+    )
+    assert resp.status_code == 200, resp.text
+
+    fresh = client.get(f"/api/projects/{pid}").json()
+    assert fresh["id"] == pid
+    assert fresh["status"] == "draft"
+    assert fresh["has_bom"] is True
+    assert fresh["has_netlist"] is True
+    assert "RC0603FR-0710KL" in (fresh.get("component_mpns") or {}).get("passive", [])

tests/test_review_fingerprint.py

@@ -0,0 +1,59 @@
+from backend.pinscopex.models import (
+    Component,
+    ComponentType,
+    DesignGraph,
+    Net,
+    NetType,
+    PinConnection,
+)
+from backend.pinscopex.review_fingerprint import (
+    graph_ic_fingerprints,
+    skip_unchanged_ics,
+)
+
+
+def _g():
+    u1 = Component(
+        reference="U1", value="", footprint="",
+        component_type=ComponentType.IC, mpn="IC1",
+        pins={"1": "3V3", "2": "SDA"},
+    )
+    r1 = Component(
+        reference="R1", value="4k7", footprint="",
+        component_type=ComponentType.RESISTOR, mpn="R",
+        pins={"1": "SDA", "2": "3V3"},
+    )
+    return DesignGraph(
+        components={"U1": u1, "R1": r1},
+        nets={
+            "3V3": Net(name="3V3", net_type=NetType.POWER, pins=[
+                PinConnection(component_ref="U1", pin_number="1"),
+                PinConnection(component_ref="R1", pin_number="2"),
+            ]),
+            "SDA": Net(name="SDA", net_type=NetType.SIGNAL, pins=[
+                PinConnection(component_ref="U1", pin_number="2"),
+                PinConnection(component_ref="R1", pin_number="1"),
+            ]),
+        },
+    )
+
+
+def test_fingerprint_changes_when_neighbor_added():
+    g = _g()
+    fp1 = graph_ic_fingerprints(g)["U1"]
+    c2 = Component(
+        reference="C1", value="100n", footprint="",
+        component_type=ComponentType.CAPACITOR, mpn="C",
+        pins={"1": "3V3", "2": "GND"},
+    )
+    g.components["C1"] = c2
+    g.nets["3V3"].pins.append(PinConnection(component_ref="C1", pin_number="1"))
+    fp2 = graph_ic_fingerprints(g)["U1"]
+    assert fp1 != fp2
+
+
+def test_skip_unchanged_drops_changed_refs():
+    prev = {"U1": "aaa", "U2": "bbb"}
+    cur = {"U1": "aaa", "U2": "ccc"}
+    skip = skip_unchanged_ics({"U1", "U2"}, prev, cur)
+    assert skip == {"U1"}