Location params on best_local_bid / latest_prices (zip / GPS + radius)

Thread zip/lat/lng/radius_miles through the client and both tools; friendly
guard for the zip-XOR-gps rule. Formatters surface distance, the searched
center, and the nearest-source hint when nothing is in range.

- client: best()/latest() take zip/lat/lng/radius_miles
- server: location params + docstrings (note Ohio-concentrated coverage)
- format: distance column + center/nearest rendering
- README + CHANGELOG + advisor prompt library updated
- tests: location formatting cases

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

CHANGELOG.md

@@ -3,6 +3,54 @@
 Notes for clients/agents that consume the ag-bids MCP tools and the underlying
 `ag-monitor` `/api/data/*` HTTP API. Newest first.
 
+## 2026-05-31 — Location-aware bid lookup (zip / GPS + radius)
+
+`best_local_bid` and `latest_prices` can now be scoped to a farmer's location, so
+"where should I haul today" means *near me*, not "across every elevator we
+scrape." Filtering is offline (vendored US Census ZIP centroids — no geocoding
+API).
+
+### Changed MCP tools
+
+- **`best_local_bid(commodity, zip?, lat?, lng?, radius_miles?)`** — pass a
+  **`zip`** OR **`lat`+`lng`** (not both) with optional **`radius_miles`**
+  (default **50**) to restrict to nearby elevators; the result shows the
+  **distance** to the winner. With no location it behaves as before (all
+  sources). If nothing is in range it returns no winner **and reports the
+  nearest elevator + its distance**, so a coverage gap reads as a gap, not an
+  error.
+- **`latest_prices(..., zip?, lat?, lng?, radius_miles?)`** — same location
+  filter; rows are limited to the radius, annotated with **`distance_miles`**,
+  and sorted **nearest-first** (adds a Distance column).
+
+GPS input is reverse-labeled to its nearest ZIP for display; only `zip → coord`
+is used for the actual distance math.
+
+> **Coverage note:** scraped **cash-bid** sources are currently concentrated in
+> **Ohio**. A zip/GPS far from Ohio (e.g. Iowa) will correctly return "nothing in
+> range" with the nearest-source hint until more regions are added. (Reference
+> data — `price_trend`, `input_cost_trend` — is already national.)
+
+### API
+
+- `GET /api/data/best?commodity=&zip=&lat=&lng=&radius_miles=` — new location
+  params. Response adds `center` (`{lat,lng,zip,source}`), `radius_miles`, and
+  (when out of range) `nearest`. `best` now carries `distance_miles`, `city`,
+  `state`.
+- `GET /api/data/latest?...&zip=&lat=&lng=&radius_miles=` — same params; rows
+  carry `distance_miles` and source `city`/`state`/`latitude`/`longitude`;
+  response adds `center` + `radius_miles` when a location is given.
+- Errors (HTTP 400): zip *and* GPS together, partial GPS, `radius_miles` with no
+  location, or an unknown zip.
+
+### Example questions → tool calls
+
+| Ask | Call |
+|---|---|
+| Best corn bid within 40 mi of my zip | `best_local_bid(commodity="corn", zip="45810", radius_miles=40)` |
+| Best soybean bid near my coordinates | `best_local_bid(commodity="soy", lat=40.79, lng=-83.81)` |
+| Elevators near me, nearest first | `latest_prices(commodity="corn", zip="45810", radius_miles=60)` |
+
 ## 2026-05-30 — Regional fertilizer input costs (real $/ton + change)
 
 Real U.S. **regional retail fertilizer prices** now feed the input-cost tools,

README.md

@@ -75,7 +75,7 @@ auto-updates it every 5 minutes.
 
 | Tool | Returns |
 |---|---|
-| `best_local_bid(commodity)` | Where to sell `corn`, `soy`, or `wheat` for this month's delivery — markdown one-liner + table |
+| `best_local_bid(commodity, zip?, lat?, lng?, radius_miles?)` | Where to sell `corn`/`soy`/`wheat` for this month's delivery. Optional location (zip **or** lat/lng + `radius_miles`, default 50) restricts to nearby elevators and shows distance; out-of-range returns the nearest-source hint |
 | `futures_quote(commodity, delivery?)` | CBOT futures price + change since open + change on the day. With a delivery month it resolves the listed contract; without it, the continuous nearby |
 | `current_lime_price()` | Latest lime quotes across all manual-entry sources |
 | `current_input_price(product?)` | MAP / Potash / Lime — all three or one (local DTN dealer feed) |
@@ -83,7 +83,7 @@ auto-updates it every 5 minutes.
 | `price_series(commodity, geo?, start_year?, end_year?)` | Raw monthly price-received series for charting |
 | `input_cost_trend(item, geo?, years?)` | Real input cost + change. `item` = `diesel` (U.S. `$/gal`, weekly, EIA) or a fertilizer `$/ton` (`urea`/`uan`/`anhydrous`/`dap`/`map`/`potash`, monthly, USDA AgTransport); `geo` selects the fertilizer region (default `Cornbelt`) |
 | `input_cost_series(item, geo?)` | Raw historical series for an input cost (diesel `$/gal` or fertilizer `$/ton`, region-selectable) |
-| `latest_prices(commodity?, source?, delivery?, kind?)` | Live snapshot table; every filter optional (`kind` = `grain`/`fertilizer`) |
+| `latest_prices(commodity?, source?, delivery?, kind?, zip?, lat?, lng?, radius_miles?)` | Live snapshot table; every filter optional (`kind` = `grain`/`fertilizer`). Location filter (zip **or** lat/lng + `radius_miles`) keeps nearby sources, nearest-first, with distance |
 | `price_history(commodity?, source?, delivery?, days?)` | Time series per (elevator, crop, delivery); **every filter optional** — omit `commodity` to span all crops. Shows bid + basis trend + futures |
 | `basis_movement(commodity?, source?, delivery?, days?)` | Aggregated basis trend, one headline line per crop (the cheap overview) |
 | `basis_detail(commodity?, source?, delivery?, days?)` | Per-(elevator, crop, delivery) basis first→last drill-down |

ag_bids_mcp/client.py

@@ -54,9 +54,12 @@ def _get(path: str, **params: Any) -> dict | list:
 
 
 def latest(commodity: str | None = None, source: str | None = None,
-           delivery: str | None = None, kind: str | None = None) -> dict:
+           delivery: str | None = None, kind: str | None = None,
+           zip: str | None = None, lat: float | None = None,
+           lng: float | None = None, radius_miles: float | None = None) -> dict:
     return _get("/api/data/latest",
-                commodity=commodity, source=source, delivery=delivery, kind=kind)
+                commodity=commodity, source=source, delivery=delivery, kind=kind,
+                zip=zip, lat=lat, lng=lng, radius_miles=radius_miles)
 
 
 def history(commodity: str | None = None, source_id: int | None = None,
@@ -66,8 +69,10 @@ def history(commodity: str | None = None, source_id: int | None = None,
                 delivery=delivery, days=days)
 
 
-def best(commodity: str) -> dict:
-    return _get("/api/data/best", commodity=commodity)
+def best(commodity: str, zip: str | None = None, lat: float | None = None,
+         lng: float | None = None, radius_miles: float | None = None) -> dict:
+    return _get("/api/data/best", commodity=commodity,
+                zip=zip, lat=lat, lng=lng, radius_miles=radius_miles)
 
 
 def price_trend(commodity: str, geo: str = "US", years: int = 10) -> dict:

ag_bids_mcp/format.py

@@ -73,21 +73,56 @@ def _first_last(points: list[dict], field: str):
 # ---------- best_local_bid ----------
 
 
+def _loc_suffix(d: dict) -> str:
+    """' (City, ST)' when a row/result carries city/state, else ''."""
+    city, state = d.get("city"), d.get("state")
+    if city and state:
+        return f" ({city}, {state})"
+    return f" ({state})" if state else ""
+
+
+def _mi(d) -> str:
+    return "—" if d is None else f"{d:.1f} mi"
+
+
+def _where(center: dict) -> str:
+    """Human label for a resolved center point."""
+    if center.get("source") == "zip":
+        return f"ZIP {center.get('zip')}"
+    near = f" (near {center.get('zip')})" if center.get("zip") else ""
+    return f"{center['lat']:.4f}, {center['lng']:.4f}{near}"
+
+
 def fmt_best(commodity: str, payload: dict) -> str:
     best = payload.get("best")
     today = payload.get("today")
+    center = payload.get("center")
+    radius = payload.get("radius_miles")
+    scope = f" within {radius:.0f} mi of {_where(center)}" if center else ""
+    head = f"### Best place to sell {commodity} today ({today})\n\n"
     if not best:
-        return (
-            f"### Best place to sell {commodity} today ({today})\n\n"
-            f"No current-month {commodity} bids posted across the tracked sources.\n"
-        )
-    return (
-        f"### Best place to sell {commodity} today ({today})\n\n"
-        f"**{best['source_name']}** — delivery **{best['delivery']}** — "
-        f"bid **{_bu(best['bid_cents'])}/bu** (basis {_basis(best.get('basis_cents'))}, "
-        f"futures {best.get('futures_contract') or '—'})\n\n"
-        f"_Fetched {best.get('fetched_at') or '?'}_\n"
+        if center:
+            out = head + f"No current-month {commodity} bids{scope}.\n"
+            near = payload.get("nearest")
+            if near:
+                out += (f"\nNearest tracked elevator: **{near['source_name']}**"
+                        f"{_loc_suffix(near)} — about **{_mi(near.get('distance_miles'))}** "
+                        f"away, outside the {radius:.0f} mi radius.\n")
+            return out
+        return head + f"No current-month {commodity} bids posted across the tracked sources.\n"
+    dist = best.get("distance_miles")
+    dist_txt = f" — **{_mi(dist)}** away" if dist is not None else ""
+    out = (
+        head
+        + f"**{best['source_name']}**{_loc_suffix(best)}{dist_txt} — delivery "
+        f"**{best['delivery']}** — bid **{_bu(best['bid_cents'])}/bu** "
+        f"(basis {_basis(best.get('basis_cents'))}, "
+        f"futures {best.get('futures_contract') or '—'})\n"
     )
+    if center:
+        out += f"\n_Searched{scope}._\n"
+    out += f"\n_Fetched {best.get('fetched_at') or '?'}_\n"
+    return out
 
 
 # ---------- reference price trends (USDA NASS / EIA) ----------
@@ -235,20 +270,31 @@ def fmt_inputs(payload: dict) -> str:
 
 def fmt_latest(payload: dict) -> str:
     rows = payload.get("rows") or []
+    center = payload.get("center")
+    radius = payload.get("radius_miles")
     if not rows:
-        return "### Latest prices\n\nNo rows match those filters.\n"
+        head = "### Latest prices\n\n"
+        if center:
+            return head + f"No sources within {radius:.0f} mi of {_where(center)}.\n"
+        return head + "No rows match those filters.\n"
+    title = "### Latest prices"
+    if center:
+        title += f" — within {radius:.0f} mi of {_where(center)}"
+    dist_col = " Distance |" if center else ""
+    dist_sep = " ---: |" if center else ""
     lines = [
-        "### Latest prices", "",
-        "| Source | Commodity | Delivery | Bid | Basis | Futures | Fetched |",
-        "|---|---|---|---:|---:|---|---|",
+        title, "",
+        f"| Source | Commodity | Delivery | Bid | Basis | Futures |{dist_col} Fetched |",
+        f"|---|---|---|---:|---:|---|{dist_sep}---|",
     ]
     for r in rows:
         unit_fmt = _ton if r.get("commodity_kind") == "fertilizer" else _bu
+        dist_cell = f" {_mi(r.get('distance_miles'))} |" if center else ""
         lines.append(
             f"| {r['source_name']} | {r.get('display_name') or r['commodity']} | "
             f"{r['delivery']} | {unit_fmt(r.get('bid_cents'))} | "
-            f"{_basis(r.get('basis_cents'))} | {r.get('futures_contract') or '—'} | "
-            f"{r.get('fetched_at') or '?'} |"
+            f"{_basis(r.get('basis_cents'))} | {r.get('futures_contract') or '—'} |"
+            f"{dist_cell} {r.get('fetched_at') or '?'} |"
         )
     return "\n".join(lines) + "\n"
 

ag_bids_mcp/server.py

@@ -48,19 +48,50 @@ VALID_INPUT = {"lime", "map", "potash"}
 # ============================================================================
 
 
+def _location_error(zip: str | None, lat: float | None, lng: float | None) -> str | None:
+    """Friendly guard for the (zip XOR gps) rule before hitting the API."""
+    if zip and (lat is not None or lng is not None):
+        return "Pass either `zip` or `lat`+`lng`, not both."
+    if (lat is None) != (lng is None):
+        return "GPS needs both `lat` and `lng`."
+    return None
+
+
 @mcp.tool()
 def best_local_bid(
     commodity: Annotated[
         str, Field(description="Grain to look up: 'corn', 'soy' (soybeans), or 'wheat'.")
     ],
+    zip: Annotated[
+        str | None,
+        Field(description="Your 5-digit ZIP — limits the search to nearby elevators."),
+    ] = None,
+    lat: Annotated[
+        float | None, Field(description="Your latitude (use with `lng` instead of a ZIP).")
+    ] = None,
+    lng: Annotated[float | None, Field(description="Your longitude (use with `lat`).")] = None,
+    radius_miles: Annotated[
+        float | None,
+        Field(description="Search radius in miles around the location (default 50). "
+                          "Ignored unless a ZIP or lat/lng is given."),
+    ] = None,
 ) -> str:
     """Return the highest local bid for *this calendar month's* delivery for
-    the given grain. This is the "where should I haul today" answer."""
+    the given grain — the "where should I haul today" answer.
+
+    Pass a `zip` (or `lat`+`lng`) with optional `radius_miles` to restrict to
+    elevators near the farmer; results then show the distance to each. Without a
+    location it considers every scraped elevator. If nothing is in range, it
+    reports the nearest source and its distance (a coverage gap, not an error).
+    Note: cash-bid coverage is currently concentrated in Ohio."""
     commodity = commodity.strip().lower()
-    with track("best_local_bid", commodity=commodity):
+    with track("best_local_bid", commodity=commodity, zip=zip or "", radius=radius_miles or 0):
         if commodity not in VALID_GRAIN:
             return f"`commodity` must be one of: {sorted(VALID_GRAIN)}"
-        payload = client.best(commodity)
+        err = _location_error(zip, lat, lng)
+        if err:
+            return err
+        payload = client.best(commodity, zip=zip, lat=lat, lng=lng, radius_miles=radius_miles)
         return fmt.fmt_best(commodity, payload)
 
 
@@ -132,14 +163,34 @@ def latest_prices(
         str | None,
         Field(description="Filter to one commodity kind: 'grain' or 'fertilizer'. Omit for all."),
     ] = None,
+    zip: Annotated[
+        str | None,
+        Field(description="Your 5-digit ZIP — keep only nearby sources, nearest first."),
+    ] = None,
+    lat: Annotated[
+        float | None, Field(description="Your latitude (use with `lng` instead of a ZIP).")
+    ] = None,
+    lng: Annotated[float | None, Field(description="Your longitude (use with `lat`).")] = None,
+    radius_miles: Annotated[
+        float | None,
+        Field(description="Search radius in miles around the location (default 50). "
+                          "Ignored unless a ZIP or lat/lng is given."),
+    ] = None,
 ) -> str:
     """Snapshot of the latest scraped bid per (source, commodity, delivery).
 
     Every filter is optional and AND'd together — pivot by elevator, crop,
-    delivery, or kind in any combination."""
+    delivery, or kind in any combination. Pass a `zip` (or `lat`+`lng`) with
+    optional `radius_miles` to keep only elevators near the farmer, sorted
+    nearest-first with the distance shown."""
     cm = commodity.strip().lower() if commodity else None
-    with track("latest_prices", commodity=cm, source=source, delivery=delivery, kind=kind):
-        payload = client.latest(commodity=cm, source=source, delivery=delivery, kind=kind)
+    with track("latest_prices", commodity=cm, source=source, delivery=delivery, kind=kind,
+               zip=zip or "", radius=radius_miles or 0):
+        err = _location_error(zip, lat, lng)
+        if err:
+            return err
+        payload = client.latest(commodity=cm, source=source, delivery=delivery, kind=kind,
+                                zip=zip, lat=lat, lng=lng, radius_miles=radius_miles)
         return fmt.fmt_latest(payload)
 
 

examples/ag-advisor-prompts.md

@@ -128,10 +128,20 @@ targets above the seasonal normal.
 
 `todays_summary()` (one call) — then drill in where it flags something.
 
-**12. Best bid right now**
-> "Where's the best corn bid near me today?"
+**12. Best bid right now (location-aware)**
+> "Where's the best corn bid within 40 miles of 45810?"
 
-`best_local_bid("corn")` (or `latest_prices("corn")` to see every elevator).
+`best_local_bid("corn", zip="45810", radius_miles=40)` — restricts to nearby
+elevators and shows the distance. From GPS instead:
+`best_local_bid("corn", lat=40.79, lng=-83.81)`. `latest_prices("corn",
+zip="45810", radius_miles=40)` lists every nearby elevator nearest-first. Without
+a location these consider every scraped elevator.
+
+> Coverage note for the advisor: scraped cash bids are concentrated in **Ohio**
+> today. If the farmer's zip/GPS is far from Ohio, `best_local_bid` returns "none
+> in range" plus the nearest elevator's distance — say that plainly (it's a
+> coverage gap, not a price of zero), and fall back to `price_trend(commodity,
+> geo=<their state>)` for the national/state benchmark.
 
 **13. Did futures move today?**
 > "How far has corn moved today — off the open and on the day?"

tests/test_format.py

@@ -35,6 +35,60 @@ def test_fmt_best_no_winner():
     assert "wheat" in out
 
 
+def test_fmt_best_with_location_shows_distance():
+    payload = {
+        "commodity": "corn", "today": "2026-05-20",
+        "center": {"lat": 40.78, "lng": -83.81, "zip": "45810", "source": "zip"},
+        "radius_miles": 50.0,
+        "best": {
+            "source_name": "Heritage Cooperative — Ada", "city": "Ada", "state": "OH",
+            "delivery": "May 2026", "bid_cents": 486, "basis_cents": 20,
+            "futures_contract": "ZCN26", "distance_miles": 2.3,
+            "fetched_at": "2026-05-20T15:00:00+00:00",
+        },
+    }
+    out = fmt.fmt_best("corn", payload)
+    assert "(Ada, OH)" in out
+    assert "2.3 mi" in out
+    assert "within 50 mi of ZIP 45810" in out
+
+
+def test_fmt_best_out_of_range_reports_nearest():
+    payload = {
+        "commodity": "corn", "today": "2026-05-20", "best": None,
+        "center": {"lat": 42.0, "lng": -93.6, "zip": "50010", "source": "zip"},
+        "radius_miles": 50.0,
+        "nearest": {"source_name": "Heritage Cooperative — Ada", "city": "Ada",
+                    "state": "OH", "distance_miles": 513.5},
+    }
+    out = fmt.fmt_best("corn", payload)
+    assert "No current-month corn bids within 50 mi of ZIP 50010" in out
+    assert "Nearest tracked elevator" in out
+    assert "513.5 mi" in out
+
+
+def test_fmt_latest_with_location_adds_distance_column():
+    payload = {
+        "center": {"lat": 40.78, "lng": -83.81, "zip": "45810", "source": "zip"},
+        "radius_miles": 50.0,
+        "rows": [
+            {"source_name": "Heritage Cooperative — Ada", "commodity": "corn",
+             "display_name": "Corn", "commodity_kind": "grain", "delivery": "May 2026",
+             "bid_cents": 486, "basis_cents": 20, "futures_contract": "ZCN26",
+             "distance_miles": 2.3, "fetched_at": "2026-05-20T15:00:00+00:00"},
+        ],
+    }
+    out = fmt.fmt_latest(payload)
+    assert "Distance" in out and "2.3 mi" in out
+    assert "within 50 mi of ZIP 45810" in out
+
+
+def test_fmt_latest_location_no_rows():
+    payload = {"center": {"zip": "50010", "source": "zip"}, "radius_miles": 50.0, "rows": []}
+    out = fmt.fmt_latest(payload)
+    assert "No sources within 50 mi of ZIP 50010" in out
+
+
 def test_fmt_futures_with_changes():
     payload = {
         "commodity": "corn", "delivery": "Jul 2026", "contract": "ZCN26",