feat: search profiles, cover letters, discovery fixes

- Add search profiles (DB, API, settings UI) and wire into scorer/pipeline search terms.
- Add cover letter generation (service, job action, JobDetail UI).
- Align JobSpy Indeed country with country-level search geography when settings conflict; warn in logs.
- Infer country from search cities via inferCountryKeyFromSearchGeography (shared).
- Ignore extractor venv/storage and local data in Biome; ignore orchestrator/storage and JobSpy .venv in git.
- Vite: do not watch orchestrator/storage (prevents reloads during startup.jobs pipeline).
- JobSpy: document Python 3.10+ and venv setup in README/requirements.
- Onboarding and settings: local resume path handling, orchestrator .env.example for Vite.

Made-with: Cursor

.env.example

@@ -12,6 +12,12 @@ MODEL=google/gemini-3-flash-preview
 # Defaults to https://v4.rxresu.me
 # RXRESUME_URL=
 
+# Optional: load resume JSON from disk instead of the RxResume API (scoring, tailoring, cover letters).
+# Path is absolute or relative to the orchestrator process cwd (often `orchestrator/` when using `npm run dev` there).
+# Takes precedence over Settings → local path. PDF export still uses RxResume when enabled.
+# Example (monorepo): hand-authored v5 JSON may live under `data/resumes/` (that folder is gitignored by default).
+# JOBOPS_LOCAL_RESUME_PATH=../data/resumes/ilia-dobkin.json
+
 # RXResume credentials for PDF generation
 # Create an account at: https://v4.rxresu.me
 RXRESUME_EMAIL=your_email@example.com
@@ -24,8 +30,10 @@ BASIC_AUTH_USER=
 BASIC_AUTH_PASSWORD=
 
 # Optional: client build only — skip RxResume steps in the onboarding wizard (search without PDF export).
-# - Local dev: set here or export before `npm run dev` / `npm run build:client` in orchestrator.
-# - Docker: set at IMAGE BUILD time (Dockerfile ARG / docker-compose build args), not runtime .env.
+# Prefer setting `JOBOPS_LOCAL_RESUME_PATH` above: the API tells the UI to skip RxResume onboarding automatically.
+# Otherwise: copy `orchestrator/.env.example` → `orchestrator/.env` and set VITE_SKIP_RXRESUME_ONBOARDING=true
+# (Vite only reads `orchestrator/.env`, not this root file.)
+# Docker: Vite vars need IMAGE BUILD time (Dockerfile ARG / docker-compose build args), not runtime .env.
 # VITE_SKIP_RXRESUME_ONBOARDING=true
 
 # Public base URL used to generate tracer links when PDFs are created by

biome.json

@@ -9,8 +9,12 @@
     "includes": [
       "**",
       "!!**/dist",
+      "!!**/.venv",
       "!!docs-site/.docusaurus",
-      "!!docs-site/build"
+      "!!docs-site/build",
+      "!!extractors/jobspy/storage",
+      "!!orchestrator/storage",
+      "!!data"
     ]
   },
   "css": {

extractors/jobspy/.gitignore

@@ -0,0 +1,2 @@
+.venv/
+storage/

extractors/jobspy/README.md

@@ -0,0 +1,34 @@
+# JobSpy extractor (Indeed / LinkedIn / Glassdoor)
+
+## Requirements
+
+- **Python 3.10 or newer** (`python-jobspy` has no compatible wheels on older versions).
+- A virtualenv in this directory (`.venv`) is recommended.
+
+```bash
+# Example: Homebrew (Apple Silicon paths may use /opt/homebrew)
+python3.12 --version   # or python3.11 / python3.10 — must be ≥ 3.10
+
+rm -rf .venv
+python3.12 -m venv .venv
+source .venv/bin/activate
+python -m pip install --upgrade pip
+pip install -r requirements.txt
+```
+
+The orchestrator uses `.venv/bin/python3` when present, otherwise system `python3`.
+
+## Manual test
+
+```bash
+source .venv/bin/activate
+export JOBSPY_SITES=indeed
+export JOBSPY_SEARCH_TERM="software engineer"
+export JOBSPY_LOCATION="Toronto"
+export JOBSPY_COUNTRY_INDEED=canada
+export JOBSPY_OUTPUT_JSON=/tmp/jobspy-out.json
+export JOBSPY_OUTPUT_CSV=/tmp/jobspy-out.csv
+python3 scrape_jobs.py
+```
+
+Adjust env vars to match what the app passes (see `extractors/jobspy/src/run.ts`).

extractors/jobspy/requirements.txt

@@ -1,2 +1,3 @@
+# python-jobspy requires Python 3.10+ (wheels not published for 3.9 and below).
 python-jobspy
 pandas

orchestrator/.env.example

@@ -0,0 +1,6 @@
+# Copy to `.env` in this folder if you want Vite-only overrides.
+# The dev server still loads the monorepo root `.env` for API settings.
+#
+# Optional: skip Reactive Resume steps in the onboarding wizard (client build / `npm run dev`).
+# Not required if `JOBOPS_LOCAL_RESUME_PATH` is set in the root `.env` — the API exposes that to the UI.
+# VITE_SKIP_RXRESUME_ONBOARDING=true

orchestrator/.gitignore

@@ -7,6 +7,9 @@ dist/
 # Data (local database and generated files)
 data/
 
+# Extractor / Apify-style KV written under cwd during pipeline runs
+storage/
+
 # Environment
 .env
 .env.local

orchestrator/src/client/api/client.ts

@@ -20,6 +20,7 @@ import type {
   JobChatThread,
   JobListItem,
   JobOutcome,
+  JobSearchProfile,
   JobSource,
   JobsListResponse,
   JobsRevisionResponse,
@@ -39,6 +40,7 @@ import type {
   ResumeProfile,
   ResumeProjectCatalogItem,
   RxResumeMode,
+  SearchProfile,
   StageEvent,
   StageEventMetadata,
   StageTransitionTarget,
@@ -1509,3 +1511,46 @@ export async function deleteBackup(filename: string): Promise<void> {
     method: "DELETE",
   });
 }
+
+// Profiles API
+export async function listProfiles(): Promise<SearchProfile[]> {
+  return fetchApi<SearchProfile[]>("/profiles");
+}
+
+export async function createProfile(input: {
+  name: string;
+  data: JobSearchProfile;
+}): Promise<SearchProfile> {
+  return fetchApi<SearchProfile>("/profiles", {
+    method: "POST",
+    body: JSON.stringify(input),
+  });
+}
+
+export async function updateProfile(
+  id: string,
+  input: { name?: string; data?: JobSearchProfile },
+): Promise<SearchProfile> {
+  return fetchApi<SearchProfile>(`/profiles/${id}`, {
+    method: "PATCH",
+    body: JSON.stringify(input),
+  });
+}
+
+export async function deleteProfile(id: string): Promise<void> {
+  await fetchApi<void>(`/profiles/${id}`, {
+    method: "DELETE",
+  });
+}
+
+export async function activateProfile(id: string): Promise<void> {
+  await fetchApi<void>(`/profiles/${id}/activate`, {
+    method: "POST",
+  });
+}
+
+export async function generateProfileFromResume(): Promise<JobSearchProfile> {
+  return fetchApi<JobSearchProfile>("/profiles/generate-from-resume", {
+    method: "POST",
+  });
+}

orchestrator/src/client/components/CoverLetterDisplay.tsx

@@ -0,0 +1,72 @@
+import type { Job } from "@shared/types.js";
+import { Check, Copy, FileText } from "lucide-react";
+import type React from "react";
+import { useCallback, useState } from "react";
+import { cn } from "@/lib/utils";
+
+interface CoverLetterDisplayProps {
+  job: Job;
+  className?: string;
+}
+
+export const CoverLetterDisplay: React.FC<CoverLetterDisplayProps> = ({
+  job,
+  className,
+}) => {
+  const [copied, setCopied] = useState(false);
+  const [expanded, setExpanded] = useState(false);
+
+  const handleCopy = useCallback(async () => {
+    if (!job.coverLetter) return;
+    await navigator.clipboard.writeText(job.coverLetter);
+    setCopied(true);
+    setTimeout(() => setCopied(false), 2000);
+  }, [job.coverLetter]);
+
+  if (!job.coverLetter) return null;
+
+  const lines = job.coverLetter.split("\n");
+  const isLong = lines.length > 8;
+  const displayText = expanded ? job.coverLetter : lines.slice(0, 6).join("\n");
+
+  return (
+    <div className={cn("space-y-1", className)}>
+      <div className="rounded-lg border border-violet-500/20 bg-violet-500/5 px-3 py-2.5">
+        <div className="flex items-center justify-between mb-1.5">
+          <div className="text-[11px] font-medium uppercase tracking-wide text-violet-600/80 dark:text-violet-400/80 flex items-center gap-1.5">
+            <FileText className="h-3 w-3" />
+            Cover Letter
+          </div>
+          <button
+            type="button"
+            onClick={handleCopy}
+            className="text-[10px] text-muted-foreground hover:text-foreground flex items-center gap-1 transition-colors"
+          >
+            {copied ? (
+              <>
+                <Check className="h-3 w-3" /> Copied
+              </>
+            ) : (
+              <>
+                <Copy className="h-3 w-3" /> Copy
+              </>
+            )}
+          </button>
+        </div>
+        <p className="text-xs text-foreground/85 leading-relaxed whitespace-pre-wrap">
+          {displayText}
+          {isLong && !expanded && "..."}
+        </p>
+        {isLong && (
+          <button
+            type="button"
+            onClick={() => setExpanded(!expanded)}
+            className="mt-1.5 text-[10px] text-violet-600/70 dark:text-violet-400/70 hover:text-violet-600 dark:hover:text-violet-400 transition-colors"
+          >
+            {expanded ? "Show less" : "Show full letter"}
+          </button>
+        )}
+      </div>
+    </div>
+  );
+};

orchestrator/src/client/components/FitAssessment.tsx

@@ -1,6 +1,13 @@
-import type { Job } from "@shared/types.js";
-import { Sparkles } from "lucide-react";
+import type { Job, SuitabilityAnalysis } from "@shared/types.js";
+import {
+  AlertTriangle,
+  CheckCircle2,
+  Lightbulb,
+  Sparkles,
+  XCircle,
+} from "lucide-react";
 import type React from "react";
+import { useMemo } from "react";
 import { cn } from "@/lib/utils";
 
 interface FitAssessmentProps {
@@ -8,23 +15,156 @@ interface FitAssessmentProps {
   className?: string;
 }
 
+function parseAnalysis(raw: string | null): SuitabilityAnalysis | null {
+  if (!raw) return null;
+  try {
+    const parsed = JSON.parse(raw);
+    if (parsed && typeof parsed === "object" && Array.isArray(parsed.strengths))
+      return parsed as SuitabilityAnalysis;
+    return null;
+  } catch {
+    return null;
+  }
+}
+
+function RoleMatchBadge({ score }: { score: number }) {
+  const color =
+    score >= 70
+      ? "text-emerald-500 bg-emerald-500/10 border-emerald-500/20"
+      : score >= 40
+        ? "text-amber-500 bg-amber-500/10 border-amber-500/20"
+        : "text-red-500 bg-red-500/10 border-red-500/20";
+
+  const label =
+    score >= 70
+      ? "Strong role match"
+      : score >= 40
+        ? "Partial role match"
+        : "Weak role match";
+
+  return (
+    <span
+      className={cn(
+        "inline-flex items-center gap-1 rounded-full border px-2 py-0.5 text-[10px] font-medium",
+        color,
+      )}
+    >
+      {label} ({score}%)
+    </span>
+  );
+}
+
 export const FitAssessment: React.FC<FitAssessmentProps> = ({
   job,
   className,
 }) => {
-  if (!job.suitabilityReason) return null;
+  const analysis = useMemo(
+    () => parseAnalysis(job.suitabilityAnalysis ?? null),
+    [job.suitabilityAnalysis],
+  );
+
+  if (!job.suitabilityReason && !analysis) return null;
 
   return (
-    <div className={cn("space-y-3", className)}>
+    <div className={cn("space-y-2", className)}>
+      {/* Summary / Reason */}
       <div className="rounded-lg border border-primary/20 bg-primary/5 px-3 py-2.5">
         <div className="text-[11px] font-medium uppercase tracking-wide text-primary/70 mb-1.5 flex items-center gap-1.5">
           <Sparkles className="h-3 w-3" />
           Fit Assessment
+          {analysis && <RoleMatchBadge score={analysis.roleTypeMatch} />}
         </div>
-        <p className="text-xs text-foreground/90 leading-relaxed font-medium">
-          {job.suitabilityReason}
-        </p>
+        {job.suitabilityReason && (
+          <p className="text-xs text-foreground/90 leading-relaxed font-medium">
+            {job.suitabilityReason}
+          </p>
+        )}
       </div>
+
+      {analysis && (
+        <div className="grid gap-2 sm:grid-cols-2">
+          {/* Deal-Breaker Hits */}
+          {analysis.dealBreakerHits.length > 0 && (
+            <div className="sm:col-span-2 rounded-lg border border-destructive/30 bg-destructive/5 px-3 py-2">
+              <div className="text-[10px] font-medium uppercase tracking-wide text-destructive/80 mb-1 flex items-center gap-1">
+                <AlertTriangle className="h-3 w-3" />
+                Deal-breakers triggered
+              </div>
+              <ul className="space-y-0.5">
+                {analysis.dealBreakerHits.map((hit) => (
+                  <li
+                    key={hit}
+                    className="text-xs text-destructive/90 flex items-start gap-1.5"
+                  >
+                    <XCircle className="h-3 w-3 mt-0.5 shrink-0" />
+                    {hit}
+                  </li>
+                ))}
+              </ul>
+            </div>
+          )}
+
+          {/* Strengths */}
+          {analysis.strengths.length > 0 && (
+            <div className="rounded-lg border border-emerald-500/20 bg-emerald-500/5 px-3 py-2">
+              <div className="text-[10px] font-medium uppercase tracking-wide text-emerald-600/80 dark:text-emerald-400/80 mb-1 flex items-center gap-1">
+                <CheckCircle2 className="h-3 w-3" />
+                Strengths
+              </div>
+              <ul className="space-y-0.5">
+                {analysis.strengths.map((s) => (
+                  <li
+                    key={s}
+                    className="text-xs text-foreground/80 leading-relaxed"
+                  >
+                    {s}
+                  </li>
+                ))}
+              </ul>
+            </div>
+          )}
+
+          {/* Gaps */}
+          {analysis.gaps.length > 0 && (
+            <div className="rounded-lg border border-amber-500/20 bg-amber-500/5 px-3 py-2">
+              <div className="text-[10px] font-medium uppercase tracking-wide text-amber-600/80 dark:text-amber-400/80 mb-1 flex items-center gap-1">
+                <XCircle className="h-3 w-3" />
+                Gaps
+              </div>
+              <ul className="space-y-0.5">
+                {analysis.gaps.map((g) => (
+                  <li
+                    key={g}
+                    className="text-xs text-foreground/80 leading-relaxed"
+                  >
+                    {g}
+                  </li>
+                ))}
+              </ul>
+            </div>
+          )}
+
+          {/* Suggestions */}
+          {analysis.suggestions.length > 0 && (
+            <div className="sm:col-span-2 rounded-lg border border-blue-500/20 bg-blue-500/5 px-3 py-2">
+              <div className="text-[10px] font-medium uppercase tracking-wide text-blue-600/80 dark:text-blue-400/80 mb-1 flex items-center gap-1">
+                <Lightbulb className="h-3 w-3" />
+                Suggestions to improve fit
+              </div>
+              <ul className="space-y-0.5">
+                {analysis.suggestions.map((s) => (
+                  <li
+                    key={s}
+                    className="text-xs text-foreground/80 leading-relaxed"
+                  >
+                    {s}
+                  </li>
+                ))}
+              </ul>
+            </div>
+          )}
+        </div>
+      )}
     </div>
   );
 };

orchestrator/src/client/components/OnboardingGate.test.tsx

@@ -110,6 +110,8 @@ const settingsResponse = {
     rxresumeApiKeyHint: null,
     rxresumePasswordHint: null,
     rxresumeBaseResumeId: null,
+    localResumeProfilePath: null,
+    localResumeFileConfigured: false,
   },
   isLoading: false,
   refreshSettings: vi.fn(),
@@ -178,6 +180,25 @@ describe("OnboardingGate", () => {
     expect(screen.queryByText("Welcome to Job Ops")).not.toBeInTheDocument();
   });
 
+  it("hides the gate for Ollama when local resume file is configured on the server", async () => {
+    vi.mocked(useSettings).mockReturnValue({
+      ...settingsResponse,
+      settings: {
+        ...settingsResponse.settings,
+        llmProvider: { value: "ollama", default: "ollama", override: null },
+        localResumeFileConfigured: true,
+      },
+    } as any);
+
+    render(<OnboardingGate />);
+
+    await waitFor(() => {
+      expect(screen.queryByText("Welcome to Job Ops")).not.toBeInTheDocument();
+    });
+    expect(api.validateRxresume).not.toHaveBeenCalled();
+    expect(api.validateResumeConfig).not.toHaveBeenCalled();
+  });
+
   it("skips LLM key validation for providers without API keys", async () => {
     vi.mocked(useSettings).mockReturnValue({
       ...settingsResponse,

orchestrator/src/client/components/OnboardingGate.tsx

@@ -94,14 +94,20 @@ function getStepPrimaryLabel(input: {
 }
 
 export const OnboardingGate: React.FC = () => {
-  /** Opt-in: set `VITE_SKIP_RXRESUME_ONBOARDING=true` at build/dev time to skip RxResume steps in onboarding. */
-  const skipRxResumeOnboarding =
-    import.meta.env.VITE_SKIP_RXRESUME_ONBOARDING === "true";
   const {
     settings,
     isLoading: settingsLoading,
     refreshSettings,
   } = useSettings();
+
+  /** Skip RxResume onboarding when Vite flag is set, server reports a local resume file, or Settings has a local path. */
+  const skipRxResumeOnboarding = useMemo(
+    () =>
+      import.meta.env.VITE_SKIP_RXRESUME_ONBOARDING === "true" ||
+      Boolean(settings?.localResumeFileConfigured) ||
+      Boolean(settings?.localResumeProfilePath?.trim()),
+    [settings?.localResumeFileConfigured, settings?.localResumeProfilePath],
+  );
   const {
     storedRxResume,
     getBaseResumeIdForMode,

orchestrator/src/client/components/index.ts

@@ -1,3 +1,4 @@
+export { CoverLetterDisplay } from "./CoverLetterDisplay";
 export { DiscoveredPanel } from "./discovered-panel/DiscoveredPanel";
 export { FitAssessment } from "./FitAssessment";
 export { JobHeader } from "./JobHeader";

orchestrator/src/client/pages/OrchestratorPage.tsx

@@ -186,6 +186,7 @@ export const OrchestratorPage: React.FC = () => {
     canSkipSelected,
     canMoveSelected,
     canRescoreSelected,
+    canGenerateCoverLetter,
     jobActionInFlight,
     toggleSelectJob,
     toggleSelectAll,
@@ -437,10 +438,12 @@ export const OrchestratorPage: React.FC = () => {
         canMoveSelected={canMoveSelected}
         canSkipSelected={canSkipSelected}
         canRescoreSelected={canRescoreSelected}
+        canGenerateCoverLetter={canGenerateCoverLetter}
         jobActionInFlight={jobActionInFlight !== null}
         onMoveToReady={() => void runJobAction("move_to_ready")}
         onSkipSelected={() => void runJobAction("skip")}
         onRescoreSelected={() => void runJobAction("rescore")}
+        onGenerateCoverLetter={() => void runJobAction("generate_cover_letter")}
         onClear={clearSelection}
       />
 

orchestrator/src/client/pages/SettingsPage.tsx

@@ -19,6 +19,7 @@ import { ChatSettingsSection } from "@client/pages/settings/components/ChatSetti
 import { DangerZoneSection } from "@client/pages/settings/components/DangerZoneSection";
 import { DisplaySettingsSection } from "@client/pages/settings/components/DisplaySettingsSection";
 import { EnvironmentSettingsSection } from "@client/pages/settings/components/EnvironmentSettingsSection";
+import { JobSearchProfileSection } from "@client/pages/settings/components/JobSearchProfileSection";
 import { ModelSettingsSection } from "@client/pages/settings/components/ModelSettingsSection";
 import { ReactiveResumeSection } from "@client/pages/settings/components/ReactiveResumeSection";
 import { ScoringSettingsSection } from "@client/pages/settings/components/ScoringSettingsSection";
@@ -60,6 +61,7 @@ import { Accordion } from "@/components/ui/accordion";
 import { Button } from "@/components/ui/button";
 
 const DEFAULT_FORM_VALUES: UpdateSettingsInput = {
+  jobSearchProfile: null,
   model: "",
   modelScorer: "",
   modelTailoring: "",
@@ -82,6 +84,7 @@ const DEFAULT_FORM_VALUES: UpdateSettingsInput = {
   chatStyleManualLanguage: null,
   rxresumeEmail: "",
   rxresumeUrl: "",
+  localResumeProfilePath: "",
   rxresumePassword: "",
   rxresumeApiKey: "",
   basicAuthUser: "",
@@ -137,6 +140,7 @@ const normalizeLlmProviderValue = (
 ): LlmProviderValue => (value ? normalizeLlmProvider(value) : null);
 
 const NULL_SETTINGS_PAYLOAD: UpdateSettingsInput = {
+  jobSearchProfile: null,
   model: null,
   modelScorer: null,
   modelTailoring: null,
@@ -159,6 +163,7 @@ const NULL_SETTINGS_PAYLOAD: UpdateSettingsInput = {
   chatStyleManualLanguage: null,
   rxresumeEmail: null,
   rxresumeUrl: null,
+  localResumeProfilePath: null,
   rxresumePassword: null,
   rxresumeApiKey: null,
   basicAuthUser: null,
@@ -181,6 +186,7 @@ const NULL_SETTINGS_PAYLOAD: UpdateSettingsInput = {
 };
 
 const mapSettingsToForm = (data: AppSettings): UpdateSettingsInput => ({
+  jobSearchProfile: data.jobSearchProfile?.override ?? null,
   model: data.model.override ?? "",
   modelScorer: data.modelScorer.override ?? "",
   modelTailoring: data.modelTailoring.override ?? "",
@@ -204,6 +210,7 @@ const mapSettingsToForm = (data: AppSettings): UpdateSettingsInput => ({
   chatStyleManualLanguage: data.chatStyleManualLanguage.override ?? null,
   rxresumeEmail: data.rxresumeEmail ?? "",
   rxresumeUrl: data.rxresumeUrl ?? "",
+  localResumeProfilePath: data.localResumeProfilePath ?? "",
   rxresumePassword: "",
   rxresumeApiKey: "",
   basicAuthUser: data.basicAuthUser ?? "",
@@ -370,6 +377,10 @@ const getDerivedSettings = (settings: AppSettings | null) => {
         default: settings?.backupMaxCount?.default ?? 5,
       },
     },
+    jobSearchProfile: {
+      effective: settings?.jobSearchProfile?.value ?? null,
+      default: settings?.jobSearchProfile?.default ?? null,
+    },
     scoring: {
       penalizeMissingSalary: {
         effective: settings?.penalizeMissingSalary?.value ?? false,
@@ -572,6 +583,7 @@ export const SettingsPage: React.FC = () => {
     profileProjects,
     backup,
     scoring,
+    jobSearchProfile,
   } = derived;
 
   const handleCreateBackup = async () => {
@@ -769,6 +781,12 @@ export const SettingsPage: React.FC = () => {
         envPayload.rxresumeUrl = normalizeString(data.rxresumeUrl);
       }
 
+      if (dirtyFields.localResumeProfilePath) {
+        envPayload.localResumeProfilePath = normalizeString(
+          data.localResumeProfilePath,
+        );
+      }
+
       if (dirtyFields.ukvisajobsEmail || dirtyFields.ukvisajobsPassword) {
         envPayload.ukvisajobsEmail = normalizeString(data.ukvisajobsEmail);
       }
@@ -833,7 +851,14 @@ export const SettingsPage: React.FC = () => {
         if (value !== undefined) envPayload.webhookSecret = value;
       }
 
+      const jobSearchProfilePayload = dirtyFields.jobSearchProfile
+        ? data.jobSearchProfile
+        : undefined;
+
       const payload: Partial<UpdateSettingsInput> = {
+        ...(jobSearchProfilePayload !== undefined
+          ? { jobSearchProfile: jobSearchProfilePayload }
+          : {}),
         model: dirtyFields.llmProvider
           ? dirtyFields.model
             ? normalizeString(data.model)
@@ -986,6 +1011,21 @@ export const SettingsPage: React.FC = () => {
       }
 
       const updated = await updateSettingsMutation.mutateAsync(payload);
+
+      if (
+        dirtyFields.jobSearchProfile &&
+        data.jobSearchProfile &&
+        updated.activeProfileId
+      ) {
+        try {
+          await api.updateProfile(updated.activeProfileId, {
+            data: data.jobSearchProfile,
+          });
+        } catch {
+          // Profile sync is best-effort; settings are already saved
+        }
+      }
+
       setSettings(updated);
       reset(mapSettingsToForm(updated));
       toast.success("Settings saved");
@@ -1167,6 +1207,12 @@ export const SettingsPage: React.FC = () => {
             isLoading={isLoading}
             isSaving={isSaving}
           />
+          <JobSearchProfileSection
+            values={jobSearchProfile}
+            activeProfileId={settings?.activeProfileId ?? null}
+            isLoading={isLoading}
+            isSaving={isSaving}
+          />
           <ScoringSettingsSection
             values={scoring}
             isLoading={isLoading}

orchestrator/src/client/pages/orchestrator/FloatingJobActionsBar.tsx

@@ -7,10 +7,12 @@ interface FloatingJobActionsBarProps {
   canMoveSelected: boolean;
   canSkipSelected: boolean;
   canRescoreSelected: boolean;
+  canGenerateCoverLetter: boolean;
   jobActionInFlight: boolean;
   onMoveToReady: () => void;
   onSkipSelected: () => void;
   onRescoreSelected: () => void;
+  onGenerateCoverLetter: () => void;
   onClear: () => void;
 }
 
@@ -19,10 +21,12 @@ export const FloatingJobActionsBar: React.FC<FloatingJobActionsBarProps> = ({
   canMoveSelected,
   canSkipSelected,
   canRescoreSelected,
+  canGenerateCoverLetter,
   jobActionInFlight,
   onMoveToReady,
   onSkipSelected,
   onRescoreSelected,
+  onGenerateCoverLetter,
   onClear,
 }) => {
   return (
@@ -76,6 +80,18 @@ export const FloatingJobActionsBar: React.FC<FloatingJobActionsBarProps> = ({
                   Recalculate match
                 </Button>
               )}
+              {canGenerateCoverLetter && (
+                <Button
+                  type="button"
+                  size="sm"
+                  variant="outline"
+                  className="w-full sm:w-auto"
+                  disabled={jobActionInFlight}
+                  onClick={onGenerateCoverLetter}
+                >
+                  Cover letter
+                </Button>
+              )}
               <Button
                 type="button"
                 size="sm"

orchestrator/src/client/pages/orchestrator/JobDetailPanel.test.tsx

@@ -52,6 +52,7 @@ vi.mock("@/components/ui/dropdown-menu", () => {
 });
 
 vi.mock("@client/components", () => ({
+  CoverLetterDisplay: () => <div data-testid="cover-letter-display" />,
   DiscoveredPanel: ({ job }: { job: Job | null }) => (
     <div data-testid="discovered-panel">{job?.id ?? "no-job"}</div>
   ),

orchestrator/src/client/pages/orchestrator/JobDetailPanel.tsx

@@ -1,5 +1,6 @@
 import * as api from "@client/api";
 import {
+  CoverLetterDisplay,
   DiscoveredPanel,
   FitAssessment,
   JobHeader,
@@ -601,6 +602,7 @@ export const JobDetailPanel: React.FC<JobDetailPanelProps> = ({
 
         <TabsContent value="overview" className="space-y-3 pt-2">
           <FitAssessment job={selectedJob} />
+          <CoverLetterDisplay job={selectedJob} />
           <TailoredSummary job={selectedJob} />
 
           <div className="grid gap-2 text-xs sm:grid-cols-2">

orchestrator/src/client/pages/orchestrator/jobActions.ts

@@ -16,6 +16,10 @@ export function canRescore(jobs: JobListItem[]): boolean {
   return jobs.length > 0 && jobs.every((job) => job.status !== "processing");
 }
 
+export function canGenerateCoverLetter(jobs: JobListItem[]): boolean {
+  return jobs.length > 0 && jobs.every((job) => job.status !== "processing");
+}
+
 export function getFailedJobIds(response: JobActionResponse): Set<string> {
   const failedIds = response.results
     .filter((result) => !result.ok)

orchestrator/src/client/pages/orchestrator/useJobSelectionActions.tsx

@@ -10,6 +10,7 @@ import { trackProductEvent } from "@/lib/analytics";
 import type { FilterTab } from "./constants";
 import { JobActionProgressToast } from "./JobActionProgressToast";
 import {
+  canGenerateCoverLetter,
   canMoveToReady,
   canRescore,
   canSkip,
@@ -23,12 +24,14 @@ const jobActionLabel: Record<JobAction, string> = {
   move_to_ready: "Moving jobs to Ready...",
   skip: "Skipping selected jobs...",
   rescore: "Calculating match scores...",
+  generate_cover_letter: "Generating cover letters...",
 };
 
 const jobActionSuccessLabel: Record<JobAction, string> = {
   move_to_ready: "jobs moved to Ready",
   skip: "jobs skipped",
   rescore: "matches recalculated",
+  generate_cover_letter: "cover letters generated",
 };
 
 interface UseJobSelectionActionsArgs {
@@ -64,6 +67,10 @@ export function useJobSelectionActions({
     () => canRescore(selectedJobs),
     [selectedJobs],
   );
+  const canGenerateCoverLetterSelected = useMemo(
+    () => canGenerateCoverLetter(selectedJobs),
+    [selectedJobs],
+  );
 
   useEffect(() => {
     if (previousActiveTabRef.current === activeTab) return;
@@ -283,6 +290,7 @@ export function useJobSelectionActions({
     canSkipSelected,
     canMoveSelected,
     canRescoreSelected,
+    canGenerateCoverLetter: canGenerateCoverLetterSelected,
     jobActionInFlight,
     toggleSelectJob,
     toggleSelectAll,

orchestrator/src/client/pages/settings/components/JobSearchProfileSection.tsx

@@ -0,0 +1,382 @@
+import { TokenizedInput } from "@client/pages/orchestrator/TokenizedInput";
+import type { UpdateSettingsInput } from "@shared/settings-schema.js";
+import type { JobSearchProfile } from "@shared/types.js";
+import { Target, User } from "lucide-react";
+import type React from "react";
+import { useState } from "react";
+import { useFormContext } from "react-hook-form";
+import {
+  AccordionContent,
+  AccordionItem,
+  AccordionTrigger,
+} from "@/components/ui/accordion";
+import { Input } from "@/components/ui/input";
+import { Separator } from "@/components/ui/separator";
+import { Textarea } from "@/components/ui/textarea";
+import { ProfileManager } from "./ProfileManager";
+
+type JobSearchProfileSectionProps = {
+  values: {
+    effective: JobSearchProfile | null;
+    default: JobSearchProfile | null;
+  };
+  activeProfileId: string | null;
+  isLoading: boolean;
+  isSaving: boolean;
+};
+
+function parseTokens(input: string): string[] {
+  return input
+    .split(/[\n,]/g)
+    .map((v) => v.trim())
+    .filter(Boolean);
+}
+
+const EMPTY_PROFILE: JobSearchProfile = {
+  targetRoles: [],
+  experienceLevel: "",
+  mustHaveSkills: [],
+  niceToHaveSkills: [],
+  dealBreakers: [],
+  preferredWorkArrangement: [],
+  preferredLocations: [],
+  minimumSalary: "",
+  industriesToTarget: [],
+  industriesToAvoid: [],
+  aboutMe: "",
+};
+
+const EXPERIENCE_LEVELS = [
+  { value: "", label: "Not specified" },
+  { value: "intern", label: "Intern / Placement" },
+  { value: "graduate", label: "Graduate / Entry-level" },
+  { value: "junior", label: "Junior (0-2 years)" },
+  { value: "mid", label: "Mid-level (2-5 years)" },
+  { value: "senior", label: "Senior (5+ years)" },
+  { value: "lead", label: "Lead / Principal" },
+];
+
+const WORK_ARRANGEMENTS = [
+  { value: "remote", label: "Remote" },
+  { value: "hybrid", label: "Hybrid" },
+  { value: "onsite", label: "On-site" },
+];
+
+export const JobSearchProfileSection: React.FC<
+  JobSearchProfileSectionProps
+> = ({ values, activeProfileId, isLoading, isSaving }) => {
+  const { watch, setValue } = useFormContext<UpdateSettingsInput>();
+  const [targetRoleDraft, setTargetRoleDraft] = useState("");
+  const [mustHaveSkillDraft, setMustHaveSkillDraft] = useState("");
+  const [niceToHaveSkillDraft, setNiceToHaveSkillDraft] = useState("");
+  const [dealBreakerDraft, setDealBreakerDraft] = useState("");
+  const [locationDraft, setLocationDraft] = useState("");
+  const [targetIndustryDraft, setTargetIndustryDraft] = useState("");
+  const [avoidIndustryDraft, setAvoidIndustryDraft] = useState("");
+
+  const current: JobSearchProfile =
+    watch("jobSearchProfile") ?? values.effective ?? EMPTY_PROFILE;
+
+  const updateField = <K extends keyof JobSearchProfile>(
+    key: K,
+    val: JobSearchProfile[K],
+  ) => {
+    setValue(
+      "jobSearchProfile",
+      { ...current, [key]: val },
+      { shouldDirty: true },
+    );
+  };
+
+  return (
+    <AccordionItem value="jobSearchProfile" className="border rounded-lg px-4">
+      <AccordionTrigger className="hover:no-underline py-4">
+        <span className="text-base font-semibold flex items-center gap-2">
+          <User className="h-4 w-4" />
+          Job Search Profile
+        </span>
+      </AccordionTrigger>
+      <AccordionContent className="pb-4">
+        <ProfileManager
+          activeProfileId={activeProfileId}
+          disabled={isLoading || isSaving}
+        />
+        <div className="space-y-4">
+          <p className="text-xs text-muted-foreground">
+            Tell the AI what kind of jobs you're looking for. This dramatically
+            improves scoring accuracy — a Full Stack Dev job won't score high if
+            you're an Automation Tester.
+          </p>
+
+          {/* About Me */}
+          <div className="space-y-2">
+            <label
+              htmlFor="about-me"
+              className="text-sm font-medium leading-none"
+            >
+              About You & What You're Looking For
+            </label>
+            <Textarea
+              id="about-me"
+              value={current.aboutMe}
+              onChange={(e) => updateField("aboutMe", e.target.value)}
+              placeholder="I'm a QA automation engineer with 2 years experience in Playwright and Cypress. Looking for SDET or automation tester roles, preferably at product companies. Not interested in manual QA or full-stack development."
+              disabled={isLoading || isSaving}
+              maxLength={4000}
+              rows={4}
+            />
+            <p className="text-xs text-muted-foreground">
+              Free-form description of who you are and what you want. This gives
+              the AI scorer the most context.
+            </p>
+          </div>
+
+          <Separator />
+
+          {/* Target Roles */}
+          <div className="space-y-2">
+            <label
+              htmlFor="target-roles"
+              className="text-sm font-medium leading-none flex items-center gap-1.5"
+            >
+              <Target className="h-3.5 w-3.5" />
+              Target Role Titles
+            </label>
+            <TokenizedInput
+              id="target-roles"
+              values={current.targetRoles}
+              draft={targetRoleDraft}
+              parseInput={parseTokens}
+              onDraftChange={setTargetRoleDraft}
+              onValuesChange={(vals) => updateField("targetRoles", vals)}
+              placeholder='e.g. "Automation Tester", "SDET", "QA Engineer"'
+              helperText="The kinds of roles you actually want. Jobs matching these titles score much higher."
+              removeLabelPrefix="Remove role"
+              disabled={isLoading || isSaving}
+            />
+          </div>
+
+          {/* Experience Level */}
+          <div className="space-y-2">
+            <label
+              htmlFor="experience-level"
+              className="text-sm font-medium leading-none"
+            >
+              Experience Level
+            </label>
+            <select
+              id="experience-level"
+              className="flex h-9 w-full rounded-md border border-input bg-transparent px-3 py-1 text-sm shadow-sm transition-colors placeholder:text-muted-foreground focus-visible:outline-none focus-visible:ring-1 focus-visible:ring-ring disabled:cursor-not-allowed disabled:opacity-50"
+              value={current.experienceLevel}
+              onChange={(e) => updateField("experienceLevel", e.target.value)}
+              disabled={isLoading || isSaving}
+            >
+              {EXPERIENCE_LEVELS.map((lvl) => (
+                <option key={lvl.value} value={lvl.value}>
+                  {lvl.label}
+                </option>
+              ))}
+            </select>
+          </div>
+
+          <Separator />
+
+          {/* Must-Have Skills */}
+          <div className="space-y-2">
+            <label
+              htmlFor="must-have-skills"
+              className="text-sm font-medium leading-none"
+            >
+              Must-Have Skills
+            </label>
+            <TokenizedInput
+              id="must-have-skills"
+              values={current.mustHaveSkills}
+              draft={mustHaveSkillDraft}
+              parseInput={parseTokens}
+              onDraftChange={setMustHaveSkillDraft}
+              onValuesChange={(vals) => updateField("mustHaveSkills", vals)}
+              placeholder='e.g. "Playwright", "TypeScript", "CI/CD"'
+              helperText="Skills you consider essential. Jobs missing these will score lower."
+              removeLabelPrefix="Remove skill"
+              disabled={isLoading || isSaving}
+            />
+          </div>
+
+          {/* Nice-to-Have Skills */}
+          <div className="space-y-2">
+            <label
+              htmlFor="nice-to-have-skills"
+              className="text-sm font-medium leading-none"
+            >
+              Nice-to-Have Skills
+            </label>
+            <TokenizedInput
+              id="nice-to-have-skills"
+              values={current.niceToHaveSkills}
+              draft={niceToHaveSkillDraft}
+              parseInput={parseTokens}
+              onDraftChange={setNiceToHaveSkillDraft}
+              onValuesChange={(vals) => updateField("niceToHaveSkills", vals)}
+              placeholder='e.g. "Docker", "AWS", "Python"'
+              helperText="Bonus skills. Jobs with these get a small boost."
+              removeLabelPrefix="Remove skill"
+              disabled={isLoading || isSaving}
+            />
+          </div>
+
+          <Separator />
+
+          {/* Deal-Breakers */}
+          <div className="space-y-2">
+            <label
+              htmlFor="deal-breakers"
+              className="text-sm font-medium leading-none text-destructive"
+            >
+              Deal-Breakers
+            </label>
+            <TokenizedInput
+              id="deal-breakers"
+              values={current.dealBreakers}
+              draft={dealBreakerDraft}
+              parseInput={parseTokens}
+              onDraftChange={setDealBreakerDraft}
+              onValuesChange={(vals) => updateField("dealBreakers", vals)}
+              placeholder='e.g. "sales engineering", "10+ years required", "unpaid"'
+              helperText="If a job matches these, it gets scored 0-15 regardless of other factors."
+              removeLabelPrefix="Remove deal-breaker"
+              disabled={isLoading || isSaving}
+            />
+          </div>
+
+          <Separator />
+
+          {/* Work Arrangement */}
+          <div className="space-y-2">
+            <label
+              htmlFor="work-arrangement"
+              className="text-sm font-medium leading-none"
+            >
+              Preferred Work Arrangement
+            </label>
+            <div className="flex flex-wrap gap-2">
+              {WORK_ARRANGEMENTS.map((wa) => {
+                const isSelected = current.preferredWorkArrangement.includes(
+                  wa.value,
+                );
+                return (
+                  <button
+                    key={wa.value}
+                    type="button"
+                    className={`inline-flex items-center rounded-full border px-3 py-1 text-xs font-medium transition-colors ${
+                      isSelected
+                        ? "border-primary bg-primary/10 text-primary"
+                        : "border-border bg-background text-muted-foreground hover:bg-muted"
+                    }`}
+                    onClick={() => {
+                      const next = isSelected
+                        ? current.preferredWorkArrangement.filter(
+                            (v) => v !== wa.value,
+                          )
+                        : [...current.preferredWorkArrangement, wa.value];
+                      updateField("preferredWorkArrangement", next);
+                    }}
+                    disabled={isLoading || isSaving}
+                  >
+                    {wa.label}
+                  </button>
+                );
+              })}
+            </div>
+          </div>
+
+          {/* Preferred Locations */}
+          <div className="space-y-2">
+            <label
+              htmlFor="preferred-locations"
+              className="text-sm font-medium leading-none"
+            >
+              Preferred Locations
+            </label>
+            <TokenizedInput
+              id="preferred-locations"
+              values={current.preferredLocations}
+              draft={locationDraft}
+              parseInput={parseTokens}
+              onDraftChange={setLocationDraft}
+              onValuesChange={(vals) => updateField("preferredLocations", vals)}
+              placeholder='e.g. "London", "Remote UK", "Leeds"'
+              helperText="Where you want to work. Leave empty for any location."
+              removeLabelPrefix="Remove location"
+              disabled={isLoading || isSaving}
+            />
+          </div>
+
+          {/* Minimum Salary */}
+          <div className="space-y-2">
+            <label
+              htmlFor="minimum-salary"
+              className="text-sm font-medium leading-none"
+            >
+              Minimum Salary
+            </label>
+            <Input
+              id="minimum-salary"
+              value={current.minimumSalary}
+              onChange={(e) => updateField("minimumSalary", e.target.value)}
+              placeholder='e.g. "£35,000" or "40000"'
+              disabled={isLoading || isSaving}
+              maxLength={100}
+            />
+          </div>
+
+          <Separator />
+
+          {/* Industries to Target */}
+          <div className="space-y-2">
+            <label
+              htmlFor="target-industries"
+              className="text-sm font-medium leading-none"
+            >
+              Target Industries
+            </label>
+            <TokenizedInput
+              id="target-industries"
+              values={current.industriesToTarget}
+              draft={targetIndustryDraft}
+              parseInput={parseTokens}
+              onDraftChange={setTargetIndustryDraft}
+              onValuesChange={(vals) => updateField("industriesToTarget", vals)}
+              placeholder='e.g. "fintech", "healthtech", "SaaS"'
+              helperText="Industries you prefer. Leave empty for any."
+              removeLabelPrefix="Remove industry"
+              disabled={isLoading || isSaving}
+            />
+          </div>
+
+          {/* Industries to Avoid */}
+          <div className="space-y-2">
+            <label
+              htmlFor="avoid-industries"
+              className="text-sm font-medium leading-none"
+            >
+              Industries to Avoid
+            </label>
+            <TokenizedInput
+              id="avoid-industries"
+              values={current.industriesToAvoid}
+              draft={avoidIndustryDraft}
+              parseInput={parseTokens}
+              onDraftChange={setAvoidIndustryDraft}
+              onValuesChange={(vals) => updateField("industriesToAvoid", vals)}
+              placeholder='e.g. "gambling", "defense", "crypto"'
+              helperText="Industries you want to exclude."
+              removeLabelPrefix="Remove industry"
+              disabled={isLoading || isSaving}
+            />
+          </div>
+        </div>
+      </AccordionContent>
+    </AccordionItem>
+  );
+};

orchestrator/src/client/pages/settings/components/ProfileManager.tsx

@@ -0,0 +1,252 @@
+import * as api from "@client/api";
+import type { UpdateSettingsInput } from "@shared/settings-schema.js";
+import type { JobSearchProfile, SearchProfile } from "@shared/types.js";
+import { Loader2, Plus, Sparkles, Trash2 } from "lucide-react";
+import type React from "react";
+import { useCallback, useEffect, useState } from "react";
+import { useFormContext } from "react-hook-form";
+import { toast } from "sonner";
+import { Button } from "@/components/ui/button";
+import { Input } from "@/components/ui/input";
+
+const EMPTY_PROFILE: JobSearchProfile = {
+  targetRoles: [],
+  experienceLevel: "",
+  mustHaveSkills: [],
+  niceToHaveSkills: [],
+  dealBreakers: [],
+  preferredWorkArrangement: [],
+  preferredLocations: [],
+  minimumSalary: "",
+  industriesToTarget: [],
+  industriesToAvoid: [],
+  aboutMe: "",
+};
+
+interface ProfileManagerProps {
+  activeProfileId: string | null;
+  disabled: boolean;
+}
+
+export const ProfileManager: React.FC<ProfileManagerProps> = ({
+  activeProfileId,
+  disabled,
+}) => {
+  const { setValue } = useFormContext<UpdateSettingsInput>();
+  const [profiles, setProfiles] = useState<SearchProfile[]>([]);
+  const [selectedId, setSelectedId] = useState<string | null>(activeProfileId);
+  const [loading, setLoading] = useState(false);
+  const [generating, setGenerating] = useState(false);
+  const [newProfileName, setNewProfileName] = useState("");
+  const [showCreate, setShowCreate] = useState(false);
+
+  const loadProfiles = useCallback(async () => {
+    try {
+      const list = await api.listProfiles();
+      setProfiles(list);
+    } catch {
+      toast.error("Failed to load profiles");
+    }
+  }, []);
+
+  useEffect(() => {
+    void loadProfiles();
+  }, [loadProfiles]);
+
+  useEffect(() => {
+    setSelectedId(activeProfileId);
+  }, [activeProfileId]);
+
+  const handleSelect = useCallback(
+    async (profileId: string) => {
+      setLoading(true);
+      try {
+        await api.activateProfile(profileId);
+        setSelectedId(profileId);
+        const profile = profiles.find((p) => p.id === profileId);
+        if (profile) {
+          setValue("jobSearchProfile", profile.data, { shouldDirty: false });
+          setValue("activeProfileId", profileId, { shouldDirty: false });
+        }
+        toast.success("Profile activated");
+      } catch {
+        toast.error("Failed to activate profile");
+      } finally {
+        setLoading(false);
+      }
+    },
+    [profiles, setValue],
+  );
+
+  const handleCreateBlank = useCallback(async () => {
+    if (!newProfileName.trim()) {
+      toast.error("Enter a profile name");
+      return;
+    }
+    setLoading(true);
+    try {
+      const profile = await api.createProfile({
+        name: newProfileName.trim(),
+        data: EMPTY_PROFILE,
+      });
+      await api.activateProfile(profile.id);
+      setProfiles((prev) => [...prev, profile]);
+      setSelectedId(profile.id);
+      setValue("jobSearchProfile", profile.data, { shouldDirty: false });
+      setValue("activeProfileId", profile.id, { shouldDirty: false });
+      setNewProfileName("");
+      setShowCreate(false);
+      toast.success(`Profile "${profile.name}" created`);
+    } catch {
+      toast.error("Failed to create profile");
+    } finally {
+      setLoading(false);
+    }
+  }, [newProfileName, setValue]);
+
+  const handleGenerateFromResume = useCallback(async () => {
+    if (!newProfileName.trim()) {
+      toast.error("Enter a profile name first");
+      return;
+    }
+    setGenerating(true);
+    try {
+      const generated = await api.generateProfileFromResume();
+      const profile = await api.createProfile({
+        name: newProfileName.trim(),
+        data: generated,
+      });
+      await api.activateProfile(profile.id);
+      setProfiles((prev) => [...prev, profile]);
+      setSelectedId(profile.id);
+      setValue("jobSearchProfile", profile.data, { shouldDirty: false });
+      setValue("activeProfileId", profile.id, { shouldDirty: false });
+      setNewProfileName("");
+      setShowCreate(false);
+      toast.success(`Profile "${profile.name}" created from your resume`);
+    } catch (err) {
+      const msg =
+        err instanceof Error ? err.message : "Failed to generate profile";
+      toast.error(msg);
+    } finally {
+      setGenerating(false);
+    }
+  }, [newProfileName, setValue]);
+
+  const handleDelete = useCallback(
+    async (profileId: string) => {
+      try {
+        await api.deleteProfile(profileId);
+        setProfiles((prev) => prev.filter((p) => p.id !== profileId));
+        if (selectedId === profileId) {
+          setSelectedId(null);
+          setValue("jobSearchProfile", EMPTY_PROFILE, { shouldDirty: false });
+          setValue("activeProfileId", null, { shouldDirty: false });
+        }
+        toast.success("Profile deleted");
+      } catch {
+        toast.error("Failed to delete profile");
+      }
+    },
+    [selectedId, setValue],
+  );
+
+  const activeProfile = profiles.find((p) => p.id === selectedId);
+
+  return (
+    <div className="space-y-3 mb-4">
+      <div className="flex flex-col gap-2">
+        <div className="flex items-center gap-2">
+          <select
+            className="flex h-9 flex-1 rounded-md border border-input bg-transparent px-3 py-1 text-sm shadow-sm transition-colors focus-visible:outline-none focus-visible:ring-1 focus-visible:ring-ring disabled:cursor-not-allowed disabled:opacity-50"
+            value={selectedId ?? ""}
+            onChange={(e) => {
+              if (e.target.value) void handleSelect(e.target.value);
+            }}
+            disabled={disabled || loading || generating}
+          >
+            <option value="">
+              {profiles.length === 0
+                ? "No profiles — create one"
+                : "Select a profile..."}
+            </option>
+            {profiles.map((p) => (
+              <option key={p.id} value={p.id}>
+                {p.name}
+              </option>
+            ))}
+          </select>
+          <Button
+            type="button"
+            size="sm"
+            variant="outline"
+            onClick={() => setShowCreate(!showCreate)}
+            disabled={disabled || generating}
+          >
+            <Plus className="h-3.5 w-3.5 mr-1" />
+            New
+          </Button>
+          {activeProfile && (
+            <Button
+              type="button"
+              size="icon"
+              variant="ghost"
+              className="h-9 w-9 text-muted-foreground hover:text-destructive"
+              onClick={() => void handleDelete(activeProfile.id)}
+              disabled={disabled || generating}
+            >
+              <Trash2 className="h-3.5 w-3.5" />
+            </Button>
+          )}
+        </div>
+
+        {showCreate && (
+          <div className="flex items-center gap-2 p-3 rounded-lg border border-dashed bg-muted/30">
+            <Input
+              value={newProfileName}
+              onChange={(e) => setNewProfileName(e.target.value)}
+              placeholder="Profile name (e.g. QA Engineer, DevOps)"
+              className="flex-1 h-8 text-sm"
+              disabled={generating}
+              onKeyDown={(e) => {
+                if (e.key === "Enter") {
+                  e.preventDefault();
+                  void handleCreateBlank();
+                }
+              }}
+            />
+            <Button
+              type="button"
+              size="sm"
+              variant="outline"
+              onClick={handleCreateBlank}
+              disabled={!newProfileName.trim() || generating}
+            >
+              Create blank
+            </Button>
+            <Button
+              type="button"
+              size="sm"
+              onClick={handleGenerateFromResume}
+              disabled={!newProfileName.trim() || generating}
+            >
+              {generating ? (
+                <Loader2 className="h-3.5 w-3.5 mr-1 animate-spin" />
+              ) : (
+                <Sparkles className="h-3.5 w-3.5 mr-1" />
+              )}
+              {generating ? "Analysing resume..." : "Generate from resume"}
+            </Button>
+          </div>
+        )}
+      </div>
+
+      {!selectedId && profiles.length === 0 && (
+        <p className="text-xs text-muted-foreground text-center py-2">
+          Create a profile to get started. "Generate from resume" will analyse
+          your Reactive Resume and fill in the fields automatically.
+        </p>
+      )}
+    </div>
+  );
+};

orchestrator/src/client/pages/settings/components/ReactiveResumeSection.tsx

@@ -13,6 +13,8 @@ import {
   AccordionItem,
   AccordionTrigger,
 } from "@/components/ui/accordion";
+import { Input } from "@/components/ui/input";
+import { Label } from "@/components/ui/label";
 
 type ReactiveResumeSectionProps = {
   rxResumeBaseResumeIdDraft: string | null;
@@ -73,6 +75,8 @@ export const ReactiveResumeSection: React.FC<ReactiveResumeSectionProps> = ({
   const rxresumeUrlValue = useWatch({ control, name: "rxresumeUrl" }) ?? "";
   const rxresumePasswordValue =
     useWatch({ control, name: "rxresumePassword" }) ?? "";
+  const localResumeProfilePathValue =
+    useWatch({ control, name: "localResumeProfilePath" }) ?? "";
   const resumeProjectsValue = useWatch({ control, name: "resumeProjects" });
   const setDirtyTouchedValue = <TField extends Path<UpdateSettingsInput>>(
     field: TField,
@@ -97,7 +101,31 @@ export const ReactiveResumeSection: React.FC<ReactiveResumeSectionProps> = ({
       <AccordionTrigger className="hover:no-underline py-4">
         <span className="text-base font-semibold">Reactive Resume</span>
       </AccordionTrigger>
-      <AccordionContent className="pb-4">
+      <AccordionContent className="pb-4 space-y-6">
+        <div className="space-y-2 rounded-md border border-dashed p-3">
+          <Label htmlFor="local-resume-profile-path">
+            Local resume JSON (no API)
+          </Label>
+          <Input
+            id="local-resume-profile-path"
+            type="text"
+            autoComplete="off"
+            placeholder="/absolute/or/relative/path/to/resume.json"
+            value={localResumeProfilePathValue}
+            disabled={isLoading || isSaving}
+            onChange={(e) =>
+              setDirtyTouchedValue("localResumeProfilePath", e.target.value)
+            }
+          />
+          <p className="text-muted-foreground text-xs">
+            Reactive Resume export JSON on this machine. When set, it overrides
+            the RxResume API for scoring, cover letters, and PDF tailoring.
+            Relative paths use the server process working directory. You can
+            instead set{" "}
+            <span className="font-mono">JOBOPS_LOCAL_RESUME_PATH</span> in{" "}
+            <span className="font-mono">.env</span> (wins over this field).
+          </p>
+        </div>
         <ReactiveResumeConfigPanel
           mode={selectedMode}
           onModeChange={(mode) => {

orchestrator/src/server/api/routes.ts

@@ -14,6 +14,7 @@ import { pipelineRouter } from "./routes/pipeline";
 import { postApplicationProvidersRouter } from "./routes/post-application-providers";
 import { postApplicationReviewRouter } from "./routes/post-application-review";
 import { profileRouter } from "./routes/profile";
+import { profilesRouter } from "./routes/profiles";
 import { settingsRouter } from "./routes/settings";
 import { tracerLinksRouter } from "./routes/tracer-links";
 import { visaSponsorsRouter } from "./routes/visa-sponsors";
@@ -31,6 +32,7 @@ apiRouter.use("/post-application", postApplicationReviewRouter);
 apiRouter.use("/manual-jobs", manualJobsRouter);
 apiRouter.use("/webhook", webhookRouter);
 apiRouter.use("/profile", profileRouter);
+apiRouter.use("/profiles", profilesRouter);
 apiRouter.use("/database", databaseRouter);
 apiRouter.use("/visa-sponsors", visaSponsorsRouter);
 apiRouter.use("/onboarding", onboardingRouter);

orchestrator/src/server/api/routes/jobs.test.ts

@@ -558,6 +558,7 @@ describe.sequential("Jobs API routes", () => {
     vi.mocked(scoreJobSuitability).mockResolvedValue({
       score: 81,
       reason: "Updated fit from action rescore",
+      analysis: null,
     });
 
     const discovered = await createJob({
@@ -754,6 +755,7 @@ describe.sequential("Jobs API routes", () => {
     vi.mocked(scoreJobSuitability).mockResolvedValue({
       score: 77,
       reason: "Updated fit",
+      analysis: null,
     });
 
     const job = await createJob({

orchestrator/src/server/api/routes/jobs.ts

@@ -210,6 +210,10 @@ const jobActionRequestSchema = z.discriminatedUnion("action", [
     action: z.literal("rescore"),
     jobIds: z.array(z.string().min(1)).min(1).max(100),
   }),
+  z.object({
+    action: z.literal("generate_cover_letter"),
+    jobIds: z.array(z.string().min(1)).min(1).max(100),
+  }),
   z.object({
     action: z.literal("move_to_ready"),
     jobIds: z.array(z.string().min(1)).min(1).max(100),
@@ -412,48 +416,104 @@ async function executeJobActionForJob(
       return { jobId, ok: true, job: updated };
     }
 
-    if (job.status === "processing") {
-      throw badRequest(`Job is not rescorable from status "${job.status}"`, {
-        jobId,
-        status: job.status,
-        disallowedStatus: "processing",
+    if (action === "rescore") {
+      if (job.status === "processing") {
+        throw badRequest(`Job is not rescorable from status "${job.status}"`, {
+          jobId,
+          status: job.status,
+          disallowedStatus: "processing",
+        });
+      }
+
+      if (isDemoMode()) {
+        const simulated = await simulateRescoreJob(job.id);
+        return { jobId, ok: true, job: simulated };
+      }
+
+      const profile = options?.getProfileForRescore
+        ? await options.getProfileForRescore()
+        : await (async () => {
+            const rawProfile = await getProfile();
+            if (
+              !rawProfile ||
+              typeof rawProfile !== "object" ||
+              Array.isArray(rawProfile)
+            ) {
+              throw badRequest("Invalid resume profile format");
+            }
+            return rawProfile as Record<string, unknown>;
+          })();
+
+      const { score, reason, analysis } = await scoreJobSuitability(
+        job,
+        profile,
+      );
+
+      const updated = await jobsRepo.updateJob(job.id, {
+        suitabilityScore: score,
+        suitabilityReason: reason,
+        suitabilityAnalysis: analysis ? JSON.stringify(analysis) : undefined,
       });
+      if (!updated) {
+        throw new AppError({
+          status: 404,
+          code: "NOT_FOUND",
+          message: "Job not found",
+        });
+      }
+
+      return { jobId, ok: true, job: updated };
     }
 
-    if (isDemoMode()) {
-      const simulated = await simulateRescoreJob(job.id);
-      return { jobId, ok: true, job: simulated };
+    if (action === "generate_cover_letter") {
+      if (job.status === "processing") {
+        throw badRequest(
+          `Cannot generate cover letter while job is processing`,
+          { jobId, status: job.status },
+        );
+      }
+
+      const { generateCoverLetter } = await import(
+        "@server/services/cover-letter"
+      );
+
+      const resumeProfile = await (async () => {
+        const rawProfile = await getProfile();
+        if (
+          !rawProfile ||
+          typeof rawProfile !== "object" ||
+          Array.isArray(rawProfile)
+        ) {
+          throw badRequest("Invalid resume profile format");
+        }
+        return rawProfile as Record<string, unknown>;
+      })();
+
+      const { getEffectiveSettings } = await import(
+        "@server/services/settings"
+      );
+      const effectiveSettings = await getEffectiveSettings();
+      const searchProfile = effectiveSettings.jobSearchProfile?.value ?? null;
+
+      const { coverLetter } = await generateCoverLetter(
+        job,
+        resumeProfile,
+        searchProfile,
+      );
+
+      const updated = await jobsRepo.updateJob(job.id, { coverLetter });
+      if (!updated) {
+        throw new AppError({
+          status: 404,
+          code: "NOT_FOUND",
+          message: "Job not found",
+        });
+      }
+
+      return { jobId, ok: true, job: updated };
     }
 
-    const profile = options?.getProfileForRescore
-      ? await options.getProfileForRescore()
-      : await (async () => {
-          const rawProfile = await getProfile();
-          if (
-            !rawProfile ||
-            typeof rawProfile !== "object" ||
-            Array.isArray(rawProfile)
-          ) {
-            throw badRequest("Invalid resume profile format");
-          }
-          return rawProfile as Record<string, unknown>;
-        })();
-
-    const { score, reason } = await scoreJobSuitability(job, profile);
-
-    const updated = await jobsRepo.updateJob(job.id, {
-      suitabilityScore: score,
-      suitabilityReason: reason,
-    });
-    if (!updated) {
-      throw new AppError({
-        status: 404,
-        code: "NOT_FOUND",
-        message: "Job not found",
-      });
-    }
-
-    return { jobId, ok: true, job: updated };
+    throw badRequest(`Unknown action: ${action}`);
   } catch (error) {
     const mapped = mapErrorForResult(error);
     return {

orchestrator/src/server/api/routes/manual-jobs.test.ts

@@ -70,6 +70,7 @@ describe.sequential("Manual jobs API routes", () => {
     vi.mocked(scoreJobSuitability).mockResolvedValue({
       score: 88,
       reason: "Strong fit",
+      analysis: null,
     });
 
     const res = await fetch(`${baseUrl}/api/manual-jobs/import`, {

orchestrator/src/server/api/routes/manual-jobs.ts

@@ -269,13 +269,14 @@ manualJobsRouter.post("/import", async (req: Request, res: Response) => {
           throw new Error("Invalid resume profile format");
         }
         const profile = rawProfile as Record<string, unknown>;
-        const { score, reason } = await scoreJobSuitability(
+        const { score, reason, analysis } = await scoreJobSuitability(
           processedJob,
           profile,
         );
         await jobsRepo.updateJob(processedJob.id, {
           suitabilityScore: score,
           suitabilityReason: reason,
+          suitabilityAnalysis: analysis ? JSON.stringify(analysis) : undefined,
         });
       } catch (error) {
         logger.warn("Manual job scoring failed", {

orchestrator/src/server/api/routes/onboarding.test.ts

@@ -509,7 +509,9 @@ describe.sequential("Onboarding API routes", () => {
       expect(res.ok).toBe(true);
       expect(body.ok).toBe(true);
       expect(body.data.valid).toBe(false);
-      expect(body.data.message).toContain("No base resume selected");
+      expect(String(body.data.message)).toMatch(
+        /base resume|local resume|JOBOPS_LOCAL|reactive resume|api key|not configured/i,
+      );
     });
 
     // Note: Further validation tests require mocking getSetting and getResume

orchestrator/src/server/api/routes/onboarding.ts

@@ -3,13 +3,12 @@ import { logger } from "@infra/logger";
 import { isDemoMode } from "@server/config/demo";
 import { getSetting } from "@server/repositories/settings";
 import { LlmService } from "@server/services/llm/service";
+import { getProfile } from "@server/services/profile";
 import {
-  getResume,
   RxResumeAuthConfigError,
   validateResumeSchema,
   validateCredentials as validateRxResumeCredentials,
 } from "@server/services/rxresume";
-import { getConfiguredRxResumeBaseResumeId } from "@server/services/rxresume/baseResumeId";
 import { type Request, type Response, Router } from "express";
 
 export const onboardingRouter = Router();
@@ -80,53 +79,25 @@ function normalizeLlmProviderValue(
 }
 
 /**
- * Validate that a base resume is configured and accessible via Reactive Resume.
+ * Validate that a base resume is available (local JSON file, or Reactive Resume).
  */
 async function validateResumeConfig(): Promise<ValidationResponse> {
   try {
-    // Check if rxresumeBaseResumeId is configured
-    const { resumeId: rxresumeBaseResumeId } =
-      await getConfiguredRxResumeBaseResumeId();
-
-    if (!rxresumeBaseResumeId) {
+    const profile = await getProfile();
+    const validated = await validateResumeSchema(
+      profile as unknown as Record<string, unknown>,
+    );
+    if (validated.ok) {
+      return { valid: true, message: null };
+    }
+    return { valid: false, message: validated.message };
+  } catch (error) {
+    if (error instanceof RxResumeAuthConfigError) {
       return {
         valid: false,
-        message:
-          "No base resume selected. Please select a resume from your RxResume account in Settings.",
+        message: error.message,
       };
     }
-
-    // Verify the resume is accessible and valid
-    try {
-      const resume = await getResume(rxresumeBaseResumeId);
-
-      if (!resume.data || typeof resume.data !== "object") {
-        return {
-          valid: false,
-          message: "Selected resume is empty or invalid.",
-        };
-      }
-
-      const validated = await validateResumeSchema(resume.data);
-      if (!validated.ok) {
-        return { valid: false, message: validated.message };
-      }
-
-      return { valid: true, message: null };
-    } catch (error) {
-      if (error instanceof RxResumeAuthConfigError) {
-        return {
-          valid: false,
-          message: error.message,
-        };
-      }
-      const message =
-        error instanceof Error
-          ? error.message
-          : "Failed to fetch resume from RxResume.";
-      return { valid: false, message };
-    }
-  } catch (error) {
     const message =
       error instanceof Error ? error.message : "Resume validation failed.";
     return { valid: false, message };

orchestrator/src/server/api/routes/profiles.ts

@@ -0,0 +1,124 @@
+import { badRequest } from "@infra/errors";
+import { asyncRoute, fail, ok } from "@infra/http";
+import { logger } from "@infra/logger";
+import * as profilesRepo from "@server/repositories/profiles";
+import { setSetting } from "@server/repositories/settings";
+import { getProfile } from "@server/services/profile";
+import { generateProfileFromResume } from "@server/services/profile-generator";
+import { jobSearchProfileSchema } from "@shared/settings-registry";
+import { type Request, type Response, Router } from "express";
+
+export const profilesRouter = Router();
+
+profilesRouter.get(
+  "/",
+  asyncRoute(async (_req: Request, res: Response) => {
+    const profiles = await profilesRepo.listProfiles();
+    return ok(res, profiles);
+  }),
+);
+
+profilesRouter.get(
+  "/:id",
+  asyncRoute(async (req: Request, res: Response) => {
+    const profile = await profilesRepo.getProfileById(req.params.id);
+    if (!profile) {
+      return fail(res, badRequest("Profile not found"));
+    }
+    return ok(res, profile);
+  }),
+);
+
+profilesRouter.post(
+  "/",
+  asyncRoute(async (req: Request, res: Response) => {
+    const { name, data } = req.body;
+    if (!name || typeof name !== "string" || name.trim().length === 0) {
+      throw badRequest("Profile name is required");
+    }
+    const parsed = jobSearchProfileSchema.safeParse(data);
+    if (!parsed.success) {
+      throw badRequest("Invalid profile data", {
+        issues: parsed.error.issues,
+      });
+    }
+    const profile = await profilesRepo.createProfile({
+      name: name.trim(),
+      data: parsed.data,
+    });
+    return ok(res, profile);
+  }),
+);
+
+profilesRouter.patch(
+  "/:id",
+  asyncRoute(async (req: Request, res: Response) => {
+    const { name, data } = req.body;
+    const updates: { name?: string; data?: typeof data } = {};
+    if (name !== undefined) {
+      if (typeof name !== "string" || name.trim().length === 0) {
+        throw badRequest("Profile name must be a non-empty string");
+      }
+      updates.name = name.trim();
+    }
+    if (data !== undefined) {
+      const parsed = jobSearchProfileSchema.safeParse(data);
+      if (!parsed.success) {
+        throw badRequest("Invalid profile data", {
+          issues: parsed.error.issues,
+        });
+      }
+      updates.data = parsed.data;
+    }
+    const profile = await profilesRepo.updateProfile(req.params.id, updates);
+    if (!profile) {
+      return fail(res, badRequest("Profile not found"));
+    }
+    return ok(res, profile);
+  }),
+);
+
+profilesRouter.delete(
+  "/:id",
+  asyncRoute(async (req: Request, res: Response) => {
+    const deleted = await profilesRepo.deleteProfile(req.params.id);
+    if (!deleted) {
+      return fail(res, badRequest("Profile not found"));
+    }
+    return ok(res, { deleted: true });
+  }),
+);
+
+profilesRouter.post(
+  "/:id/activate",
+  asyncRoute(async (req: Request, res: Response) => {
+    const profile = await profilesRepo.getProfileById(req.params.id);
+    if (!profile) {
+      return fail(res, badRequest("Profile not found"));
+    }
+    await setSetting("activeProfileId", profile.id);
+    await setSetting("jobSearchProfile", JSON.stringify(profile.data));
+    return ok(res, { activated: true, profileId: profile.id });
+  }),
+);
+
+profilesRouter.post(
+  "/generate-from-resume",
+  asyncRoute(async (_req: Request, res: Response) => {
+    logger.info("Generating profile from resume");
+    const resumeProfile = await getProfile();
+    if (
+      !resumeProfile ||
+      typeof resumeProfile !== "object" ||
+      Array.isArray(resumeProfile)
+    ) {
+      throw badRequest(
+        "No resume profile available. Configure Reactive Resume in Settings first.",
+      );
+    }
+    const generated = await generateProfileFromResume(
+      resumeProfile as Record<string, unknown>,
+    );
+    return ok(res, generated);
+  }),
+);

orchestrator/src/server/db/migrate.ts

@@ -336,6 +336,21 @@ const migrations = [
   `ALTER TABLE jobs ADD COLUMN sponsor_match_score REAL`,
   `ALTER TABLE jobs ADD COLUMN sponsor_match_names TEXT`,
 
+  // Add suitability analysis column for rich fit assessment
+  `ALTER TABLE jobs ADD COLUMN suitability_analysis TEXT`,
+
+  // Add cover letter column for AI-generated cover letters
+  `ALTER TABLE jobs ADD COLUMN cover_letter TEXT`,
+
+  // Create search profiles table for multi-profile support
+  `CREATE TABLE IF NOT EXISTS search_profiles (
+    id TEXT PRIMARY KEY,
+    name TEXT NOT NULL,
+    data TEXT NOT NULL,
+    created_at TEXT NOT NULL DEFAULT (datetime('now')),
+    updated_at TEXT NOT NULL DEFAULT (datetime('now'))
+  )`,
+
   // Add application tracking columns
   `ALTER TABLE jobs ADD COLUMN outcome TEXT`,
   `ALTER TABLE jobs ADD COLUMN closed_at INTEGER`,
@@ -436,6 +451,8 @@ const migrations = [
     closed_at INTEGER,
     suitability_score REAL,
     suitability_reason TEXT,
+    suitability_analysis TEXT,
+    cover_letter TEXT,
     tailored_summary TEXT,
     tailored_headline TEXT,
     tailored_skills TEXT,
@@ -457,7 +474,7 @@ const migrations = [
     company_revenue, company_description, skills, experience_range, company_rating, company_reviews_count,
     vacancy_count, work_from_home_type, title, employer, employer_url, job_url, application_link, disciplines,
     deadline, salary, location, degree_required, starting, job_description, status, outcome, closed_at,
-    suitability_score, suitability_reason, tailored_summary, tailored_headline, tailored_skills,
+    suitability_score, suitability_reason, suitability_analysis, cover_letter, tailored_summary, tailored_headline, tailored_skills,
     selected_project_ids, pdf_path, tracer_links_enabled, sponsor_match_score, sponsor_match_names, discovered_at, processed_at,
     applied_at, created_at, updated_at
   )
@@ -468,7 +485,7 @@ const migrations = [
     company_revenue, company_description, skills, experience_range, company_rating, company_reviews_count,
     vacancy_count, work_from_home_type, title, employer, employer_url, job_url, application_link, disciplines,
     deadline, salary, location, degree_required, starting, job_description, status, outcome, closed_at,
-    suitability_score, suitability_reason, tailored_summary, tailored_headline, tailored_skills,
+    suitability_score, suitability_reason, suitability_analysis, cover_letter, tailored_summary, tailored_headline, tailored_skills,
     selected_project_ids, pdf_path, tracer_links_enabled, sponsor_match_score, sponsor_match_names, discovered_at, processed_at,
     applied_at, created_at, updated_at
   FROM jobs`,

orchestrator/src/server/db/schema.ts

@@ -93,6 +93,7 @@ export const jobs = sqliteTable("jobs", {
   closedAt: integer("closed_at", { mode: "number" }),
   suitabilityScore: real("suitability_score"),
   suitabilityReason: text("suitability_reason"),
+  suitabilityAnalysis: text("suitability_analysis"),
   tailoredSummary: text("tailored_summary"),
   tailoredHeadline: text("tailored_headline"),
   tailoredSkills: text("tailored_skills"),
@@ -101,6 +102,7 @@ export const jobs = sqliteTable("jobs", {
   tracerLinksEnabled: integer("tracer_links_enabled", { mode: "boolean" })
     .notNull()
     .default(false),
+  coverLetter: text("cover_letter"),
   sponsorMatchScore: real("sponsor_match_score"),
   sponsorMatchNames: text("sponsor_match_names"),
 
@@ -249,6 +251,14 @@ export const jobChatRuns = sqliteTable(
   }),
 );
 
+export const searchProfiles = sqliteTable("search_profiles", {
+  id: text("id").primaryKey(),
+  name: text("name").notNull(),
+  data: text("data").notNull(),
+  createdAt: text("created_at").notNull().default(sql`(datetime('now'))`),
+  updatedAt: text("updated_at").notNull().default(sql`(datetime('now'))`),
+});
+
 export const settings = sqliteTable("settings", {
   key: text("key").primaryKey(),
   value: text("value").notNull(),
@@ -454,6 +464,8 @@ export type JobChatMessageRow = typeof jobChatMessages.$inferSelect;
 export type NewJobChatMessageRow = typeof jobChatMessages.$inferInsert;
 export type JobChatRunRow = typeof jobChatRuns.$inferSelect;
 export type NewJobChatRunRow = typeof jobChatRuns.$inferInsert;
+export type SearchProfileRow = typeof searchProfiles.$inferSelect;
+export type NewSearchProfileRow = typeof searchProfiles.$inferInsert;
 export type SettingsRow = typeof settings.$inferSelect;
 export type NewSettingsRow = typeof settings.$inferInsert;
 export type PostApplicationIntegrationRow =

orchestrator/src/server/pipeline/sponsor-matching.test.ts

@@ -87,7 +87,11 @@ describe("Sponsor Match Calculation", () => {
     createJobs = jobsRepo.createJobs as ReturnType<typeof vi.fn>;
 
     // Default mock implementations
-    scoreJobSuitability.mockResolvedValue({ score: 75, reason: "Good match" });
+    scoreJobSuitability.mockResolvedValue({
+      score: 75,
+      reason: "Good match",
+      analysis: null,
+    });
     createJobs.mockResolvedValue({ created: 0, skipped: 0 });
     updateJob.mockResolvedValue(undefined);
 

orchestrator/src/server/pipeline/steps/discover-jobs.test.ts

@@ -92,6 +92,56 @@ describe("discoverJobsStep", () => {
     );
   });
 
+  it("aligns JobSpy Indeed country to country-level search geography when settings disagree", async () => {
+    const settingsRepo = await import("@server/repositories/settings");
+    const registryModule = await import("@server/extractors/registry");
+
+    const jobspyManifest = {
+      id: "jobspy",
+      displayName: "JobSpy",
+      providesSources: ["indeed", "linkedin", "glassdoor"],
+      run: vi.fn().mockResolvedValue({
+        success: true,
+        jobs: [
+          {
+            source: "linkedin",
+            title: "Engineer",
+            employer: "ACME",
+            jobUrl: "https://example.com/job",
+          },
+        ],
+      }),
+    };
+
+    vi.mocked(settingsRepo.getAllSettings).mockResolvedValue({
+      searchTerms: JSON.stringify(["engineer"]),
+      searchCities: "UK",
+      jobspyCountryIndeed: "united states",
+    } as any);
+
+    vi.mocked(registryModule.getExtractorRegistry).mockResolvedValue({
+      manifests: new Map([["jobspy", jobspyManifest as any]]),
+      manifestBySource: new Map([
+        ["indeed", jobspyManifest as any],
+        ["linkedin", jobspyManifest as any],
+        ["glassdoor", jobspyManifest as any],
+      ]),
+      availableSources: ["indeed", "linkedin", "glassdoor"],
+    } as any);
+
+    await discoverJobsStep({
+      mergedConfig: { ...baseConfig, sources: ["indeed", "linkedin"] },
+    });
+
+    expect(jobspyManifest.run).toHaveBeenCalledWith(
+      expect.objectContaining({
+        settings: expect.objectContaining({
+          jobspyCountryIndeed: "united kingdom",
+        }),
+      }),
+    );
+  });
+
   it("throws when all enabled sources fail", async () => {
     const settingsRepo = await import("@server/repositories/settings");
     const registryModule = await import("@server/extractors/registry");

orchestrator/src/server/pipeline/steps/discover-jobs.ts

@@ -11,6 +11,7 @@ import {
 } from "@shared/location-support.js";
 import { normalizeStringArray } from "@shared/normalize-string-array.js";
 import {
+  inferCountryKeyFromSearchGeography,
   matchesRequestedCity,
   resolveSearchCities,
   shouldApplyStrictCityFilter,
@@ -106,12 +107,67 @@ export async function discoverJobsStep(args: {
       .filter(Boolean);
   }
 
+  const profileSetting = settings.jobSearchProfile;
+  if (profileSetting) {
+    try {
+      const profile = JSON.parse(profileSetting);
+      if (
+        Array.isArray(profile.targetRoles) &&
+        profile.targetRoles.length > 0
+      ) {
+        const existingLower = new Set(searchTerms.map((t) => t.toLowerCase()));
+        for (const role of profile.targetRoles) {
+          if (
+            typeof role === "string" &&
+            role.trim() &&
+            !existingLower.has(role.trim().toLowerCase())
+          ) {
+            searchTerms.push(role.trim());
+            existingLower.add(role.trim().toLowerCase());
+          }
+        }
+        logger.info("Augmented search terms with profile target roles", {
+          addedRoles: profile.targetRoles.length,
+          totalTerms: searchTerms.length,
+        });
+      }
+    } catch {
+      // malformed profile JSON, continue with existing terms
+    }
+  }
+
+  const geographyCountryKey = inferCountryKeyFromSearchGeography(
+    settings.searchCities,
+    settings.jobspyLocation,
+  );
+  const configuredIndeedKey = settings.jobspyCountryIndeed?.trim()
+    ? normalizeCountryKey(settings.jobspyCountryIndeed)
+    : null;
+  if (
+    geographyCountryKey &&
+    configuredIndeedKey &&
+    geographyCountryKey !== configuredIndeedKey
+  ) {
+    logger.warn(
+      "Indeed country setting disagrees with country-level search geography; aligning JobSpy and source routing to geography",
+      {
+        step: "discover-jobs",
+        geographyCountryKey,
+        jobspyCountryIndeed: configuredIndeedKey,
+      },
+    );
+  }
+
   const selectedCountry = normalizeCountryKey(
-    settings.jobspyCountryIndeed ??
+    geographyCountryKey ??
+      settings.jobspyCountryIndeed ??
       settings.searchCities ??
       settings.jobspyLocation ??
       "united kingdom",
   );
+
+  const effectiveJobspyCountryIndeed =
+    geographyCountryKey ?? settings.jobspyCountryIndeed;
   const compatibleSources = args.mergedConfig.sources.filter((source) =>
     isSourceAllowedForCountry(source, selectedCountry),
   );
@@ -188,6 +244,10 @@ export async function discoverJobsStep(args: {
           ),
         ) as Record<string, string | undefined>;
 
+        if (effectiveJobspyCountryIndeed !== undefined) {
+          filteredSettings.jobspyCountryIndeed = effectiveJobspyCountryIndeed;
+        }
+
         const result = await manifest.run({
           source: grouped.sources[0],
           selectedSources: grouped.sources,

orchestrator/src/server/pipeline/steps/score-jobs.test.ts

@@ -59,6 +59,7 @@ describe("scoreJobsStep auto-skip behavior", () => {
     vi.mocked(scorer.scoreJobSuitability).mockResolvedValue({
       score: 40,
       reason: "Low fit",
+      analysis: null,
     });
     vi.mocked(visaSponsors.searchSponsors).mockResolvedValue([]);
     vi.mocked(visaSponsors.calculateSponsorMatchSummary).mockReturnValue({
@@ -103,6 +104,7 @@ describe("scoreJobsStep auto-skip behavior", () => {
     vi.mocked(scorer.scoreJobSuitability).mockResolvedValue({
       score: 50,
       reason: "At threshold",
+      analysis: null,
     });
 
     await scoreJobsStep({ profile: {} });
@@ -205,8 +207,16 @@ describe("scoreJobsStep auto-skip behavior", () => {
     ]);
 
     vi.mocked(scorer.scoreJobSuitability)
-      .mockResolvedValueOnce({ score: 61, reason: "First score" })
-      .mockResolvedValueOnce({ score: 72, reason: "Second score" });
+      .mockResolvedValueOnce({
+        score: 61,
+        reason: "First score",
+        analysis: null,
+      })
+      .mockResolvedValueOnce({
+        score: 72,
+        reason: "Second score",
+        analysis: null,
+      });
 
     const result = await scoreJobsStep({ profile: {} });
 

orchestrator/src/server/pipeline/steps/score-jobs.ts

@@ -63,7 +63,10 @@ export async function scoreJobsStep(args: {
         return;
       }
 
-      const { score, reason } = await scoreJobSuitability(job, args.profile);
+      const { score, reason, analysis } = await scoreJobSuitability(
+        job,
+        args.profile,
+      );
       if (args.shouldCancel?.()) return;
 
       let sponsorMatchScore = 0;
@@ -81,7 +84,6 @@ export async function scoreJobsStep(args: {
         sponsorMatchNames = summary.sponsorMatchNames ?? undefined;
       }
 
-      // Check if job should be auto-skipped based on score threshold
       const shouldAutoSkip =
         job.status !== "applied" &&
         autoSkipThreshold !== null &&
@@ -91,6 +93,7 @@ export async function scoreJobsStep(args: {
       await jobsRepo.updateJob(job.id, {
         suitabilityScore: score,
         suitabilityReason: reason,
+        suitabilityAnalysis: analysis ? JSON.stringify(analysis) : undefined,
         sponsorMatchScore,
         sponsorMatchNames,
         ...(shouldAutoSkip ? { status: "skipped" } : {}),

orchestrator/src/server/repositories/jobs.ts

@@ -17,7 +17,9 @@ import { db, schema } from "../db/index";
 
 const { jobs } = schema;
 
-function normalizeCreateJobInputForDedup(input: CreateJobInput): CreateJobInput {
+function normalizeCreateJobInputForDedup(
+  input: CreateJobInput,
+): CreateJobInput {
   const jobUrl = canonicalizeJobUrl(input.jobUrl);
   if (jobUrl === input.jobUrl) return input;
   return { ...input, jobUrl };
@@ -45,8 +47,7 @@ async function loadJobDedupIndexes(): Promise<{
   const existingSourceJobKeySet = new Set(
     rows
       .filter(
-        (r) =>
-          r.sourceJobId != null && String(r.sourceJobId).trim().length > 0,
+        (r) => r.sourceJobId != null && String(r.sourceJobId).trim().length > 0,
       )
       .map((r) => sourceJobKey(r.source, String(r.sourceJobId))),
   );
@@ -54,7 +55,10 @@ async function loadJobDedupIndexes(): Promise<{
 }
 
 async function findJobByCanonicalUrl(canonical: string): Promise<Job | null> {
-  const [exact] = await db.select().from(jobs).where(eq(jobs.jobUrl, canonical));
+  const [exact] = await db
+    .select()
+    .from(jobs)
+    .where(eq(jobs.jobUrl, canonical));
   if (exact) return mapRowToJob(exact);
 
   const allRows = await db.select().from(jobs);
@@ -547,6 +551,8 @@ function mapRowToJob(row: typeof jobs.$inferSelect): Job {
     closedAt: row.closedAt ?? null,
     suitabilityScore: row.suitabilityScore,
     suitabilityReason: row.suitabilityReason,
+    suitabilityAnalysis: row.suitabilityAnalysis ?? null,
+    coverLetter: row.coverLetter ?? null,
     tailoredSummary: row.tailoredSummary,
     tailoredHeadline: row.tailoredHeadline ?? null,
     tailoredSkills: row.tailoredSkills ?? null,

orchestrator/src/server/repositories/profiles.ts

@@ -0,0 +1,95 @@
+import { randomUUID } from "node:crypto";
+import type {
+  CreateSearchProfileInput,
+  JobSearchProfile,
+  SearchProfile,
+  UpdateSearchProfileInput,
+} from "@shared/types";
+import { eq } from "drizzle-orm";
+import { db } from "../db";
+import { searchProfiles } from "../db/schema";
+
+function mapRow(row: typeof searchProfiles.$inferSelect): SearchProfile {
+  let data: JobSearchProfile;
+  try {
+    data = JSON.parse(row.data);
+  } catch {
+    data = {
+      targetRoles: [],
+      experienceLevel: "",
+      mustHaveSkills: [],
+      niceToHaveSkills: [],
+      dealBreakers: [],
+      preferredWorkArrangement: [],
+      preferredLocations: [],
+      minimumSalary: "",
+      industriesToTarget: [],
+      industriesToAvoid: [],
+      aboutMe: "",
+    };
+  }
+  return {
+    id: row.id,
+    name: row.name,
+    data,
+    createdAt: row.createdAt,
+    updatedAt: row.updatedAt,
+  };
+}
+
+export async function listProfiles(): Promise<SearchProfile[]> {
+  const rows = await db.select().from(searchProfiles);
+  return rows.map(mapRow);
+}
+
+export async function getProfileById(
+  id: string,
+): Promise<SearchProfile | null> {
+  const [row] = await db
+    .select()
+    .from(searchProfiles)
+    .where(eq(searchProfiles.id, id));
+  return row ? mapRow(row) : null;
+}
+
+export async function createProfile(
+  input: CreateSearchProfileInput,
+): Promise<SearchProfile> {
+  const id = randomUUID();
+  const now = new Date().toISOString();
+  await db.insert(searchProfiles).values({
+    id,
+    name: input.name,
+    data: JSON.stringify(input.data),
+    createdAt: now,
+    updatedAt: now,
+  });
+  const created = await getProfileById(id);
+  if (!created) throw new Error("Failed to create profile");
+  return created;
+}
+
+export async function updateProfile(
+  id: string,
+  input: UpdateSearchProfileInput,
+): Promise<SearchProfile | null> {
+  const existing = await getProfileById(id);
+  if (!existing) return null;
+
+  const updates: Partial<typeof searchProfiles.$inferInsert> = {
+    updatedAt: new Date().toISOString(),
+  };
+  if (input.name !== undefined) updates.name = input.name;
+  if (input.data !== undefined) updates.data = JSON.stringify(input.data);
+
+  await db.update(searchProfiles).set(updates).where(eq(searchProfiles.id, id));
+
+  return getProfileById(id);
+}
+
+export async function deleteProfile(id: string): Promise<boolean> {
+  const result = await db
+    .delete(searchProfiles)
+    .where(eq(searchProfiles.id, id));
+  return (result?.changes ?? 0) > 0;
+}

orchestrator/src/server/services/cover-letter.ts

@@ -0,0 +1,131 @@
+import { logger } from "@infra/logger";
+import type { Job, JobSearchProfile } from "@shared/types";
+import { LlmService } from "./llm/service";
+import type { JsonSchemaDefinition } from "./llm/types";
+import { resolveLlmModel } from "./modelSelection";
+import { sanitizeProfileForPrompt } from "./scorer";
+
+const COVER_LETTER_SCHEMA: JsonSchemaDefinition = {
+  name: "cover_letter",
+  schema: {
+    type: "object",
+    properties: {
+      coverLetter: {
+        type: "string",
+        description:
+          "Complete, ready-to-send cover letter (plain text, professional formatting with line breaks)",
+      },
+    },
+    required: ["coverLetter"],
+    additionalProperties: false,
+  },
+};
+
+interface CoverLetterResponse {
+  coverLetter: string;
+}
+
+function buildCoverLetterPrompt(
+  job: Job,
+  resumeProfile: Record<string, unknown>,
+  searchProfile: JobSearchProfile | null,
+): string {
+  const parts: string[] = [];
+
+  parts.push(
+    "Write a professional, compelling cover letter for this job application.",
+  );
+  parts.push("");
+  parts.push("RULES:");
+  parts.push("- Keep it concise: 3-4 paragraphs, under 400 words");
+  parts.push(
+    "- Lead with what makes the candidate a strong fit for THIS specific role",
+  );
+  parts.push(
+    "- Reference specific requirements from the job description and match them to candidate experience",
+  );
+  parts.push(
+    "- Be genuine and enthusiastic without being generic or sycophantic",
+  );
+  parts.push("- Use a professional but personable tone");
+  parts.push("- Do NOT include placeholder text like [Your Name] or [Date]");
+  parts.push(
+    "- Do NOT make up experience or skills the candidate doesn't have",
+  );
+  parts.push(
+    "- End with a strong closing that expresses interest in next steps",
+  );
+  parts.push("");
+
+  parts.push("=== JOB DETAILS ===");
+  parts.push(`Title: ${job.title}`);
+  parts.push(`Company: ${job.employer}`);
+  if (job.location) parts.push(`Location: ${job.location}`);
+  if (job.jobDescription) {
+    const desc =
+      job.jobDescription.length > 3000
+        ? `${job.jobDescription.slice(0, 3000)}...`
+        : job.jobDescription;
+    parts.push(`Description:\n${desc}`);
+  }
+
+  parts.push("");
+  parts.push("=== CANDIDATE RESUME ===");
+  parts.push(JSON.stringify(resumeProfile, null, 2));
+
+  if (searchProfile) {
+    parts.push("");
+    parts.push("=== CANDIDATE PREFERENCES ===");
+    if (searchProfile.aboutMe) {
+      parts.push(`About: ${searchProfile.aboutMe}`);
+    }
+    if (searchProfile.targetRoles.length > 0) {
+      parts.push(`Target roles: ${searchProfile.targetRoles.join(", ")}`);
+    }
+    if (searchProfile.mustHaveSkills.length > 0) {
+      parts.push(
+        `Key skills to highlight: ${searchProfile.mustHaveSkills.join(", ")}`,
+      );
+    }
+  }
+
+  return parts.join("\n");
+}
+
+export async function generateCoverLetter(
+  job: Job,
+  resumeProfile: Record<string, unknown>,
+  searchProfile: JobSearchProfile | null,
+): Promise<{ coverLetter: string }> {
+  const model = await resolveLlmModel("scoring");
+
+  const prompt = buildCoverLetterPrompt(
+    job,
+    sanitizeProfileForPrompt(resumeProfile),
+    searchProfile,
+  );
+
+  const llm = new LlmService();
+  const result = await llm.callJson<CoverLetterResponse>({
+    model,
+    messages: [{ role: "user", content: prompt }],
+    jsonSchema: COVER_LETTER_SCHEMA,
+    maxRetries: 1,
+    jobId: job.id,
+  });
+
+  if (!result.success) {
+    logger.error("Cover letter generation failed", {
+      jobId: job.id,
+      error: result.error,
+    });
+    throw new Error(`Cover letter generation failed: ${result.error}`);
+  }
+
+  const letter = result.data.coverLetter;
+  if (!letter || typeof letter !== "string") {
+    throw new Error("LLM returned empty cover letter");
+  }
+
+  return { coverLetter: letter };
+}

orchestrator/src/server/services/profile-generator.ts

@@ -0,0 +1,173 @@
+import { logger } from "@infra/logger";
+import type { JobSearchProfile } from "@shared/types";
+import { LlmService } from "./llm/service";
+import type { JsonSchemaDefinition } from "./llm/types";
+import { resolveLlmModel } from "./modelSelection";
+import { sanitizeProfileForPrompt } from "./scorer";
+
+const PROFILE_GENERATION_SCHEMA: JsonSchemaDefinition = {
+  name: "job_search_profile",
+  schema: {
+    type: "object",
+    properties: {
+      targetRoles: {
+        type: "array",
+        items: { type: "string" },
+        description:
+          "3-8 job titles the candidate would be a good fit for, based on their experience",
+      },
+      experienceLevel: {
+        type: "string",
+        description:
+          "Experience level (e.g. 'Junior', 'Mid-level', 'Senior', 'Lead', 'Principal')",
+      },
+      mustHaveSkills: {
+        type: "array",
+        items: { type: "string" },
+        description:
+          "Core technical and professional skills evident from the resume",
+      },
+      niceToHaveSkills: {
+        type: "array",
+        items: { type: "string" },
+        description: "Secondary skills or technologies mentioned in the resume",
+      },
+      dealBreakers: {
+        type: "array",
+        items: { type: "string" },
+        description:
+          "Types of roles that would NOT match this candidate (inferred from their specialisation)",
+      },
+      preferredWorkArrangement: {
+        type: "array",
+        items: { type: "string" },
+        description: "Work arrangement preferences (remote, hybrid, onsite)",
+      },
+      preferredLocations: {
+        type: "array",
+        items: { type: "string" },
+        description: "Locations inferred from resume (current city, country)",
+      },
+      minimumSalary: {
+        type: "string",
+        description: "Leave empty string — cannot be inferred from a resume",
+      },
+      industriesToTarget: {
+        type: "array",
+        items: { type: "string" },
+        description: "Industries that match the candidate's experience",
+      },
+      industriesToAvoid: {
+        type: "array",
+        items: { type: "string" },
+        description:
+          "Industries that clearly don't match (leave empty if unclear)",
+      },
+      aboutMe: {
+        type: "string",
+        description:
+          "A 2-3 sentence summary of who this person is and what they're looking for, written in first person",
+      },
+    },
+    required: [
+      "targetRoles",
+      "experienceLevel",
+      "mustHaveSkills",
+      "niceToHaveSkills",
+      "dealBreakers",
+      "preferredWorkArrangement",
+      "preferredLocations",
+      "minimumSalary",
+      "industriesToTarget",
+      "industriesToAvoid",
+      "aboutMe",
+    ],
+    additionalProperties: false,
+  },
+};
+
+function buildGenerationPrompt(resumeProfile: Record<string, unknown>): string {
+  const parts: string[] = [];
+
+  parts.push(
+    "Analyse this resume and create a job search profile for the candidate.",
+  );
+  parts.push("");
+  parts.push("RULES:");
+  parts.push(
+    "- Infer target roles from their actual job titles and experience, not aspirational ones",
+  );
+  parts.push(
+    "- Extract real skills from the resume — do not invent skills not evidenced",
+  );
+  parts.push(
+    "- For deal-breakers, think about what kinds of roles would be a BAD match",
+  );
+  parts.push(
+    "  (e.g. if they're an automation tester, 'Full-stack development roles' is a deal-breaker)",
+  );
+  parts.push("- Infer location from resume if available");
+  parts.push("- Leave minimumSalary as empty string (cannot be inferred)");
+  parts.push(
+    "- Write aboutMe in first person as if the candidate is describing themselves",
+  );
+  parts.push("- Be specific and practical, not generic");
+  parts.push("");
+  parts.push("=== RESUME ===");
+  parts.push(JSON.stringify(resumeProfile, null, 2));
+
+  return parts.join("\n");
+}
+
+export async function generateProfileFromResume(
+  resumeProfile: Record<string, unknown>,
+): Promise<JobSearchProfile> {
+  const model = await resolveLlmModel("scoring");
+
+  const prompt = buildGenerationPrompt(sanitizeProfileForPrompt(resumeProfile));
+
+  const llm = new LlmService();
+  const result = await llm.callJson<JobSearchProfile>({
+    model,
+    messages: [{ role: "user", content: prompt }],
+    jsonSchema: PROFILE_GENERATION_SCHEMA,
+    maxRetries: 1,
+  });
+
+  if (!result.success) {
+    logger.error("Profile generation from resume failed", {
+      error: result.error,
+    });
+    throw new Error(`Profile generation failed: ${result.error}`);
+  }
+
+  const data = result.data;
+
+  return {
+    targetRoles: Array.isArray(data.targetRoles) ? data.targetRoles : [],
+    experienceLevel:
+      typeof data.experienceLevel === "string" ? data.experienceLevel : "",
+    mustHaveSkills: Array.isArray(data.mustHaveSkills)
+      ? data.mustHaveSkills
+      : [],
+    niceToHaveSkills: Array.isArray(data.niceToHaveSkills)
+      ? data.niceToHaveSkills
+      : [],
+    dealBreakers: Array.isArray(data.dealBreakers) ? data.dealBreakers : [],
+    preferredWorkArrangement: Array.isArray(data.preferredWorkArrangement)
+      ? data.preferredWorkArrangement
+      : [],
+    preferredLocations: Array.isArray(data.preferredLocations)
+      ? data.preferredLocations
+      : [],
+    minimumSalary:
+      typeof data.minimumSalary === "string" ? data.minimumSalary : "",
+    industriesToTarget: Array.isArray(data.industriesToTarget)
+      ? data.industriesToTarget
+      : [],
+    industriesToAvoid: Array.isArray(data.industriesToAvoid)
+      ? data.industriesToAvoid
+      : [],
+    aboutMe: typeof data.aboutMe === "string" ? data.aboutMe : "",
+  };
+}

orchestrator/src/server/services/profile.test.ts

@@ -1,3 +1,6 @@
+import { mkdtemp, writeFile } from "node:fs/promises";
+import { tmpdir } from "node:os";
+import { join } from "node:path";
 import { beforeEach, describe, expect, it, vi } from "vitest";
 import { clearProfileCache, getProfile } from "./profile";
 
@@ -19,23 +22,42 @@ vi.mock("./rxresume", () => ({
 import { getSetting } from "../repositories/settings";
 import { getResume, RxResumeAuthConfigError } from "./rxresume";
 
+function mockRxResumeOnlyFlow(resumeId: string) {
+  vi.mocked(getSetting).mockImplementation(async (key: string) => {
+    if (key === "localResumeProfilePath") return null;
+    if (key === "rxresumeMode") return "v5";
+    if (
+      key === "rxresumeBaseResumeId" ||
+      key === "rxresumeBaseResumeIdV5" ||
+      key === "rxresumeBaseResumeIdV4"
+    ) {
+      return resumeId;
+    }
+    return null;
+  });
+}
+
 describe("getProfile", () => {
   beforeEach(() => {
     vi.resetAllMocks();
     clearProfileCache();
+    delete process.env.JOBOPS_LOCAL_RESUME_PATH;
   });
 
-  it("should throw an error if rxresumeBaseResumeId is not configured", async () => {
-    vi.mocked(getSetting).mockResolvedValue(null);
+  it("should throw an error if no local file and rxresumeBaseResumeId is not configured", async () => {
+    vi.mocked(getSetting).mockImplementation(async (key: string) => {
+      if (key === "localResumeProfilePath") return null;
+      return null;
+    });
 
     await expect(getProfile()).rejects.toThrow(
-      "Base resume not configured. Please select a base resume from your RxResume account in Settings.",
+      /Base resume not configured|JOBOPS_LOCAL_RESUME_PATH|local resume path/i,
     );
   });
 
   it("should fetch profile from Reactive Resume when configured", async () => {
     const mockResumeData = { basics: { name: "Test User" } };
-    vi.mocked(getSetting).mockResolvedValue("test-resume-id");
+    mockRxResumeOnlyFlow("test-resume-id");
     vi.mocked(getResume).mockResolvedValue({
       id: "test-resume-id",
       data: mockResumeData,
@@ -43,15 +65,13 @@ describe("getProfile", () => {
 
     const profile = await getProfile();
 
-    expect(getSetting).toHaveBeenCalledWith("rxresumeMode");
-    expect(getSetting).toHaveBeenCalledWith("rxresumeBaseResumeId");
     expect(getResume).toHaveBeenCalledWith("test-resume-id");
     expect(profile).toEqual(mockResumeData);
   });
 
   it("should cache the profile and not refetch on subsequent calls", async () => {
     const mockResumeData = { basics: { name: "Test User" } };
-    vi.mocked(getSetting).mockResolvedValue("test-resume-id");
+    mockRxResumeOnlyFlow("test-resume-id");
     vi.mocked(getResume).mockResolvedValue({
       id: "test-resume-id",
       data: mockResumeData,
@@ -60,15 +80,12 @@ describe("getProfile", () => {
     await getProfile();
     await getProfile();
 
-    // The helper reads mode + legacy/per-mode resume-id settings each call.
-    expect(getSetting).toHaveBeenCalledTimes(8);
-    // But getResume should only be called once due to caching
     expect(getResume).toHaveBeenCalledTimes(1);
   });
 
   it("should refetch when forceRefresh is true", async () => {
     const mockResumeData = { basics: { name: "Test User" } };
-    vi.mocked(getSetting).mockResolvedValue("test-resume-id");
+    mockRxResumeOnlyFlow("test-resume-id");
     vi.mocked(getResume).mockResolvedValue({
       id: "test-resume-id",
       data: mockResumeData,
@@ -86,7 +103,7 @@ describe("getProfile", () => {
   });
 
   it("should throw user-friendly error on credential issues", async () => {
-    vi.mocked(getSetting).mockResolvedValue("test-resume-id");
+    mockRxResumeOnlyFlow("test-resume-id");
     vi.mocked(getResume).mockRejectedValue(
       new (RxResumeAuthConfigError as unknown as new () => Error)(),
     );
@@ -97,7 +114,7 @@ describe("getProfile", () => {
   });
 
   it("should throw error if resume data is empty", async () => {
-    vi.mocked(getSetting).mockResolvedValue("test-resume-id");
+    mockRxResumeOnlyFlow("test-resume-id");
     vi.mocked(getResume).mockResolvedValue({
       id: "test-resume-id",
       data: null,
@@ -107,4 +124,41 @@ describe("getProfile", () => {
       "Resume data is empty or invalid",
     );
   });
+
+  it("loads profile from localResumeProfilePath when set", async () => {
+    const dir = await mkdtemp(join(tmpdir(), "jobber-profile-"));
+    const filePath = join(dir, "resume.json");
+    const mockResumeData = { basics: { name: "Local User" } };
+    await writeFile(filePath, JSON.stringify(mockResumeData), "utf8");
+
+    vi.mocked(getSetting).mockImplementation(async (key: string) => {
+      if (key === "localResumeProfilePath") return filePath;
+      return null;
+    });
+
+    const profile = await getProfile();
+    expect(profile).toEqual(mockResumeData);
+    expect(getResume).not.toHaveBeenCalled();
+  });
+
+  it("prefers JOBOPS_LOCAL_RESUME_PATH over RxResume", async () => {
+    const dir = await mkdtemp(join(tmpdir(), "jobber-profile-env-"));
+    const filePath = join(dir, "resume.json");
+    await writeFile(
+      filePath,
+      JSON.stringify({ basics: { name: "Env User" } }),
+      "utf8",
+    );
+    process.env.JOBOPS_LOCAL_RESUME_PATH = filePath;
+
+    mockRxResumeOnlyFlow("ignored-id");
+    vi.mocked(getResume).mockResolvedValue({
+      id: "ignored-id",
+      data: { basics: { name: "Remote User" } },
+    } as any);
+
+    const profile = await getProfile();
+    expect(profile.basics?.name).toBe("Env User");
+    expect(getResume).not.toHaveBeenCalled();
+  });
 });

orchestrator/src/server/services/profile.ts

@@ -1,4 +1,7 @@
+import { readFile, stat } from "node:fs/promises";
+import path from "node:path";
 import { logger } from "@infra/logger";
+import { getSetting } from "@server/repositories/settings";
 import type { ResumeProfile } from "@shared/types";
 import { getResume, RxResumeAuthConfigError } from "./rxresume";
 import { getConfiguredRxResumeBaseResumeId } from "./rxresume/baseResumeId";
@@ -6,22 +9,97 @@ import { getConfiguredRxResumeBaseResumeId } from "./rxresume/baseResumeId";
 let cachedProfile: ResumeProfile | null = null;
 let cachedResumeId: string | null = null;
 
+/** Cache key is absolute path + file mtime (ms). */
+let cachedLocalSourceKey: string | null = null;
+let cachedLocalProfile: ResumeProfile | null = null;
+
 /**
- * Get the base resume profile from RxResume.
+ * Prefer `JOBOPS_LOCAL_RESUME_PATH`, then `localResumeProfilePath` setting.
+ * Relative paths resolve against `process.cwd()` (orchestrator working directory).
+ */
+export async function resolveLocalResumeFilePath(): Promise<string | null> {
+  const envPath = process.env.JOBOPS_LOCAL_RESUME_PATH?.trim();
+  const raw = envPath ?? (await getSetting("localResumeProfilePath"))?.trim();
+  if (!raw) return null;
+  return path.isAbsolute(raw) ? raw : path.resolve(process.cwd(), raw);
+}
+
+async function loadProfileFromLocalFile(
+  absolutePath: string,
+  forceRefresh: boolean,
+): Promise<ResumeProfile> {
+  let mtimeKey = "unknown";
+  try {
+    const st = await stat(absolutePath);
+    mtimeKey = String(st.mtimeMs);
+  } catch {
+    mtimeKey = "missing";
+  }
+  const cacheKey = `${absolutePath}:${mtimeKey}`;
+
+  if (
+    !forceRefresh &&
+    cacheKey === cachedLocalSourceKey &&
+    cachedLocalProfile !== null
+  ) {
+    return cachedLocalProfile;
+  }
+
+  let raw: string;
+  try {
+    raw = await readFile(absolutePath, "utf8");
+  } catch (error) {
+    const detail = error instanceof Error ? error.message : "Unknown error";
+    throw new Error(
+      `Cannot read local resume file at ${absolutePath}. ${detail}`,
+    );
+  }
+
+  let parsed: unknown;
+  try {
+    parsed = JSON.parse(raw);
+  } catch {
+    throw new Error(
+      `Local resume file at ${absolutePath} is not valid JSON (Reactive Resume export shape expected).`,
+    );
+  }
+
+  if (!parsed || typeof parsed !== "object" || Array.isArray(parsed)) {
+    throw new Error(
+      `Local resume file at ${absolutePath} must be a single JSON object.`,
+    );
+  }
+
+  cachedLocalSourceKey = cacheKey;
+  cachedLocalProfile = parsed as ResumeProfile;
+  logger.info("Profile loaded from local JSON file", {
+    path: absolutePath,
+  });
+  return cachedLocalProfile;
+}
+
+/**
+ * Get the base resume profile: local JSON file (if configured) first, else Reactive Resume API.
+ *
+ * Local sources (in order): `JOBOPS_LOCAL_RESUME_PATH` env, then `localResumeProfilePath` setting.
+ * Otherwise requires `rxresumeBaseResumeId` and RxResume credentials.
  *
- * Requires rxresumeBaseResumeId to be configured in settings.
  * Results are cached until clearProfileCache() is called.
  *
- * @param forceRefresh Force reload from API.
- * @throws Error if rxresumeBaseResumeId is not configured or API call fails.
+ * @param forceRefresh Force reload from disk or API.
  */
 export async function getProfile(forceRefresh = false): Promise<ResumeProfile> {
+  const localPath = await resolveLocalResumeFilePath();
+  if (localPath) {
+    return loadProfileFromLocalFile(localPath, forceRefresh);
+  }
+
   const { resumeId: rxresumeBaseResumeId } =
     await getConfiguredRxResumeBaseResumeId();
 
   if (!rxresumeBaseResumeId) {
     throw new Error(
-      "Base resume not configured. Please select a base resume from your RxResume account in Settings.",
+      "Base resume not configured. Set JOBOPS_LOCAL_RESUME_PATH or local resume path in Settings, or select a base resume from Reactive Resume.",
     );
   }
 
@@ -78,4 +156,6 @@ export async function getPersonName(): Promise<string> {
 export function clearProfileCache(): void {
   cachedProfile = null;
   cachedResumeId = null;
+  cachedLocalSourceKey = null;
+  cachedLocalProfile = null;
 }

orchestrator/src/server/services/scorer.ts

@@ -3,7 +3,7 @@
  */
 
 import { logger } from "@infra/logger";
-import type { Job } from "@shared/types";
+import type { Job, JobSearchProfile, SuitabilityAnalysis } from "@shared/types";
 import { LlmService } from "./llm/service";
 import type { JsonSchemaDefinition } from "./llm/types";
 import { stripMarkdownCodeFences } from "./llm/utils/json";
@@ -11,15 +11,17 @@ import { resolveLlmModel } from "./modelSelection";
 import { getEffectiveSettings } from "./settings";
 
 interface SuitabilityResult {
-  score: number; // 0-100
-  reason: string; // Explanation
+  score: number;
+  reason: string;
+  analysis: SuitabilityAnalysis | null;
 }
 
 type ScoringPreferences = {
   instructions: string;
+  jobSearchProfile: JobSearchProfile | null;
 };
 
-/** JSON schema for suitability scoring response */
+/** JSON schema for suitability scoring response (enhanced with analysis) */
 const SCORING_SCHEMA: JsonSchemaDefinition = {
   name: "job_suitability_score",
   schema: {
@@ -33,12 +35,59 @@ const SCORING_SCHEMA: JsonSchemaDefinition = {
         type: "string",
         description: "Brief 1-2 sentence explanation of the score",
       },
+      roleTypeMatch: {
+        type: "integer",
+        description:
+          "How well the job role type matches what the candidate wants (0-100)",
+      },
+      strengths: {
+        type: "array",
+        items: { type: "string" },
+        description:
+          "2-4 specific strengths where the candidate matches this job well",
+      },
+      gaps: {
+        type: "array",
+        items: { type: "string" },
+        description:
+          "1-3 specific skills or requirements the candidate is missing for this job",
+      },
+      suggestions: {
+        type: "array",
+        items: { type: "string" },
+        description:
+          "1-3 actionable suggestions to improve candidacy for this type of role",
+      },
+      dealBreakerHits: {
+        type: "array",
+        items: { type: "string" },
+        description:
+          "Any deal-breakers from the candidate profile that this job triggers",
+      },
     },
-    required: ["score", "reason"],
+    required: [
+      "score",
+      "reason",
+      "roleTypeMatch",
+      "strengths",
+      "gaps",
+      "suggestions",
+      "dealBreakerHits",
+    ],
     additionalProperties: false,
   },
 };
 
+interface ScoringLlmResponse {
+  score: number;
+  reason: string;
+  roleTypeMatch?: number;
+  strengths?: string[];
+  gaps?: string[];
+  suggestions?: string[];
+  dealBreakerHits?: string[];
+}
+
 /**
  * Check if a job's salary field is missing/empty.
  * Returns true for null, empty string, or whitespace-only strings.
@@ -80,6 +129,23 @@ function applySalaryPenalty(
   return { score: adjustedScore, reason: adjustedReason, penaltyApplied: true };
 }
 
+function extractAnalysis(data: ScoringLlmResponse): SuitabilityAnalysis | null {
+  if (!data.strengths && !data.gaps && !data.suggestions) return null;
+
+  return {
+    roleTypeMatch:
+      typeof data.roleTypeMatch === "number"
+        ? Math.min(100, Math.max(0, Math.round(data.roleTypeMatch)))
+        : 50,
+    strengths: Array.isArray(data.strengths) ? data.strengths : [],
+    gaps: Array.isArray(data.gaps) ? data.gaps : [],
+    suggestions: Array.isArray(data.suggestions) ? data.suggestions : [],
+    dealBreakerHits: Array.isArray(data.dealBreakerHits)
+      ? data.dealBreakerHits
+      : [],
+  };
+}
+
 /**
  * Score a job's suitability based on profile and job description.
  * Includes retry logic for when AI returns garbage responses.
@@ -93,12 +159,16 @@ export async function scoreJobSuitability(
     getEffectiveSettings(),
   ]);
 
+  const jobSearchProfile = settings.jobSearchProfile?.value ?? null;
+  const hasProfile = jobSearchProfile && hasNonEmptyProfile(jobSearchProfile);
+
   const prompt = buildScoringPrompt(job, sanitizeProfileForPrompt(profile), {
     instructions: settings.scoringInstructions?.value ?? "",
+    jobSearchProfile: hasProfile ? jobSearchProfile : null,
   });
 
   const llm = new LlmService();
-  const result = await llm.callJson<{ score: number; reason: string }>({
+  const result = await llm.callJson<ScoringLlmResponse>({
     model,
     messages: [{ role: "user", content: prompt }],
     jsonSchema: SCORING_SCHEMA,
@@ -120,10 +190,9 @@ export async function scoreJobSuitability(
     });
   }
 
-  const { score, reason } = result.data;
+  const data = result.data;
 
-  // Validate we got a reasonable response
-  if (typeof score !== "number" || Number.isNaN(score)) {
+  if (typeof data.score !== "number" || Number.isNaN(data.score)) {
     logger.error("Invalid score in AI response, using mock scoring", {
       jobId: job.id,
     });
@@ -133,10 +202,10 @@ export async function scoreJobSuitability(
     });
   }
 
-  const clampedScore = Math.min(100, Math.max(0, Math.round(score)));
-  const clampedReason = reason || "No explanation provided";
+  const clampedScore = Math.min(100, Math.max(0, Math.round(data.score)));
+  const clampedReason = data.reason || "No explanation provided";
+  const analysis = extractAnalysis(data);
 
-  // Apply salary penalty if enabled
   const penaltyResult = applySalaryPenalty(job, clampedScore, clampedReason, {
     penalizeMissingSalary: settings.penalizeMissingSalary.value,
     missingSalaryPenalty: settings.missingSalaryPenalty.value,
@@ -145,9 +214,20 @@ export async function scoreJobSuitability(
   return {
     score: penaltyResult.score,
     reason: penaltyResult.reason,
+    analysis,
   };
 }
 
+function hasNonEmptyProfile(p: JobSearchProfile): boolean {
+  return (
+    p.targetRoles.length > 0 ||
+    p.mustHaveSkills.length > 0 ||
+    p.dealBreakers.length > 0 ||
+    p.aboutMe.trim().length > 0 ||
+    p.experienceLevel.trim().length > 0
+  );
+}
+
 /**
  * Robustly parse JSON from AI-generated content.
  * Handles common AI quirks: markdown fences, extra text, trailing commas, etc.
@@ -161,44 +241,33 @@ export function parseJsonFromContent(
   const originalContent = content;
   let candidate = content.trim();
 
-  // Step 1: Remove markdown code fences (with or without language specifier)
   candidate = stripMarkdownCodeFences(candidate);
 
-  // Step 2: Try to extract JSON object if there's surrounding text
   const jsonMatch = candidate.match(/\{[\s\S]*\}/);
   if (jsonMatch) {
     candidate = jsonMatch[0];
   }
 
-  // Step 3: Try direct parse first
   try {
     return JSON.parse(candidate);
   } catch {
     // Continue with sanitization
   }
 
-  // Step 4: Fix common JSON issues
   let sanitized = candidate;
 
-  // Remove JavaScript-style comments (// and /* */)
   sanitized = sanitized.replace(/\/\/[^\n]*/g, "");
   sanitized = sanitized.replace(/\/\*[\s\S]*?\*\//g, "");
 
-  // Remove trailing commas before } or ]
   sanitized = sanitized.replace(/,\s*([\]}])/g, "$1");
 
-  // Fix unquoted keys: word: -> "word":
-  // Be more careful - only match at start of object or after comma
   sanitized = sanitized.replace(
     /([{,]\s*)([a-zA-Z_][a-zA-Z0-9_]*)\s*:/g,
     '$1"$2":',
   );
 
-  // Fix single quotes to double quotes
   sanitized = sanitized.replace(/'/g, '"');
 
-  // Remove ALL control characters (including newlines/tabs INSIDE string values which break JSON)
-  // First, let's normalize the string - escape actual newlines inside strings
   // biome-ignore lint/suspicious/noControlCharactersInRegex: needed to fix broken JSON from AI
   const controlCharsRegex = /[\x00-\x1F\x7F]/g;
   sanitized = sanitized.replace(controlCharsRegex, (match) => {
@@ -208,15 +277,12 @@ export function parseJsonFromContent(
     return "";
   });
 
-  // Step 5: Try parsing the sanitized version
   try {
     return JSON.parse(sanitized);
   } catch {
     // Continue with more aggressive extraction
   }
 
-  // Step 6: Even more aggressive - try to rebuild a minimal valid JSON
-  // by extracting just the score and reason values
   const scoreMatch = originalContent.match(
     /["']?score["']?\s*[:=]\s*(\d+(?:\.\d+)?)/i,
   );
@@ -238,7 +304,6 @@ export function parseJsonFromContent(
     return { score, reason };
   }
 
-  // Log the failure with full content for debugging
   logger.error("Failed to parse AI response", {
     jobId: jobId || "unknown",
     rawSample: originalContent.substring(0, 500),
@@ -253,16 +318,59 @@ function buildScoringPrompt(
   profile: Record<string, unknown>,
   preferences: ScoringPreferences,
 ): string {
-  return `You are evaluating a job listing for a candidate. Score how suitable this job is for the candidate on a scale of 0-100.
+  const p = preferences.jobSearchProfile;
+  const hasProfilePrefs = p !== null;
 
-SCORING CRITERIA:
+  const profilePrefsBlock = hasProfilePrefs
+    ? `
+CANDIDATE JOB SEARCH PREFERENCES (CRITICAL - weigh these heavily):
+Target Roles: ${p.targetRoles.length > 0 ? p.targetRoles.join(", ") : "Not specified"}
+Experience Level: ${p.experienceLevel || "Not specified"}
+Must-Have Skills: ${p.mustHaveSkills.length > 0 ? p.mustHaveSkills.join(", ") : "Not specified"}
+Nice-to-Have Skills: ${p.niceToHaveSkills.length > 0 ? p.niceToHaveSkills.join(", ") : "Not specified"}
+Deal-Breakers (score 0-15 if triggered): ${p.dealBreakers.length > 0 ? p.dealBreakers.join(", ") : "None"}
+Preferred Work Arrangement: ${p.preferredWorkArrangement.length > 0 ? p.preferredWorkArrangement.join(", ") : "Any"}
+Preferred Locations: ${p.preferredLocations.length > 0 ? p.preferredLocations.join(", ") : "Any"}
+Minimum Salary: ${p.minimumSalary || "Not specified"}
+Target Industries: ${p.industriesToTarget.length > 0 ? p.industriesToTarget.join(", ") : "Any"}
+Industries to Avoid: ${p.industriesToAvoid.length > 0 ? p.industriesToAvoid.join(", ") : "None"}
+About the Candidate: ${p.aboutMe || "Not provided"}`
+    : "";
+
+  const dealBreakerRules = hasProfilePrefs
+    ? `
+DEAL-BREAKER RULES (STRICTLY ENFORCE):
+- If the job's primary role type fundamentally mismatches the candidate's target roles, score MUST be 0-20.
+  Example: If candidate wants "automation tester" roles, a "Full Stack Developer" job should score very low
+  even if the description mentions testing tools. The JOB TITLE and PRIMARY RESPONSIBILITIES matter most.
+- If any deal-breaker keywords appear in the job title or core requirements, score MUST be 0-15.
+- If the job requires experience far beyond the candidate's level, reduce score by 30-50 points.
+- A job mentioning a candidate's skill as a minor "nice-to-have" does NOT make it a good match
+  if the core role is completely different from what the candidate wants.`
+    : "";
+
+  const scoringCriteria = hasProfilePrefs
+    ? `SCORING CRITERIA (with candidate preferences):
+- Role type alignment with target roles: 0-35 points (MOST IMPORTANT - is this the KIND of job they want?)
+- Skills match (must-haves weighted 3x, nice-to-haves 1x): 0-25 points
+- Experience level match: 0-15 points
+- Location/remote work alignment with preferences: 0-10 points
+- Industry/domain fit: 0-10 points
+- Career growth and salary alignment: 0-5 points`
+    : `SCORING CRITERIA:
 - Skills match (technologies, frameworks, languages): 0-30 points
 - Experience level match: 0-25 points
 - Location/remote work alignment: 0-15 points
 - Industry/domain fit: 0-15 points
-- Career growth potential: 0-15 points
+- Career growth potential: 0-15 points`;
 
-CANDIDATE PROFILE:
+  return `You are evaluating a job listing for a candidate. Score how suitable this job is for the candidate on a scale of 0-100.
+
+${scoringCriteria}
+${dealBreakerRules}
+${profilePrefsBlock}
+
+CANDIDATE RESUME:
 ${JSON.stringify(profile, null, 2)}
 
 JOB LISTING:
@@ -286,13 +394,20 @@ ${
 IMPORTANT: Respond with ONLY a valid JSON object. No markdown, no code fences, no explanation outside the JSON.
 
 REQUIRED FORMAT (exactly this structure):
-{"score": <integer 0-100>, "reason": "<1-2 sentence explanation>"}
+{"score": <integer 0-100>, "reason": "<1-2 sentence explanation>", "roleTypeMatch": <integer 0-100>, "strengths": ["<strength 1>", "<strength 2>"], "gaps": ["<gap 1>"], "suggestions": ["<suggestion 1>"], "dealBreakerHits": []}
+
+RULES FOR ANALYSIS FIELDS:
+- "roleTypeMatch": How well does this job's role TYPE match what the candidate wants? 100 = perfect role type, 0 = completely wrong type of work.
+- "strengths": 2-4 specific things where the candidate is a strong match. Be concrete (e.g. "Has 2 years React experience matching the 1+ year requirement").
+- "gaps": 1-3 specific skills/requirements the candidate lacks. Be honest and specific.
+- "suggestions": 1-3 actionable things the candidate could do to be stronger for this type of role.
+- "dealBreakerHits": List any deal-breakers triggered. Empty array if none.
 
 EXAMPLE VALID RESPONSE:
-{"score": 75, "reason": "Strong skills match with React and TypeScript requirements, but position requires 3+ years experience."}`;
+{"score": 25, "reason": "This is a full-stack developer role but the candidate is targeting automation testing positions. The mention of Playwright in the description is minor and not the core focus.", "roleTypeMatch": 15, "strengths": ["Has Playwright experience mentioned in the job description", "Located in the same city"], "gaps": ["No React/Node.js full-stack experience", "Job requires 3+ years of backend development"], "suggestions": ["If interested in full-stack, build portfolio projects with React and Node.js", "Consider SDET roles that bridge testing and development"], "dealBreakerHits": ["Role type mismatch: Full Stack Developer vs target of Automation Tester"]}`;
 }
 
-function sanitizeProfileForPrompt(
+export function sanitizeProfileForPrompt(
   profile: Record<string, unknown>,
 ): Record<string, unknown> {
   const p = profile as {
@@ -328,7 +443,6 @@ async function mockScore(
   job: Job,
   settings: { penalizeMissingSalary: boolean; missingSalaryPenalty: number },
 ): Promise<SuitabilityResult> {
-  // Simple keyword-based scoring as fallback
   const jd = (job.jobDescription || "").toLowerCase();
   const title = job.title.toLowerCase();
 
@@ -368,12 +482,12 @@ async function mockScore(
 
   const baseReason = "Scored using keyword matching (API key not configured)";
 
-  // Apply salary penalty if enabled
   const penaltyResult = applySalaryPenalty(job, score, baseReason, settings);
 
   return {
     score: penaltyResult.score,
     reason: penaltyResult.reason,
+    analysis: null,
   };
 }
 
@@ -384,15 +498,25 @@ export async function scoreAndRankJobs(
   jobs: Job[],
   profile: Record<string, unknown>,
 ): Promise<
-  Array<Job & { suitabilityScore: number; suitabilityReason: string }>
+  Array<
+    Job & {
+      suitabilityScore: number;
+      suitabilityReason: string;
+      suitabilityAnalysis: string | null;
+    }
+  >
 > {
   const scoredJobs = await Promise.all(
     jobs.map(async (job) => {
-      const { score, reason } = await scoreJobSuitability(job, profile);
+      const { score, reason, analysis } = await scoreJobSuitability(
+        job,
+        profile,
+      );
       return {
         ...job,
         suitabilityScore: score,
         suitabilityReason: reason,
+        suitabilityAnalysis: analysis ? JSON.stringify(analysis) : null,
       };
     }),
   );

orchestrator/src/server/services/settings.ts

@@ -92,37 +92,40 @@ export async function getEffectiveSettings(): Promise<AppSettings> {
   });
   let profile: Record<string, unknown> = {};
 
-  if (rxresumeBaseResumeId) {
-    try {
-      const resume = await getResume(rxresumeBaseResumeId);
-      if (resume.data && typeof resume.data === "object") {
-        profile = resume.data as Record<string, unknown>;
-      }
-    } catch (error) {
-      if (error instanceof RxResumeAuthConfigError) {
-        logger.warn(
-          "Reactive Resume credentials missing during settings load",
-          {
-            resumeId: rxresumeBaseResumeId,
-            error,
-          },
-        );
-      } else {
-        logger.warn("Failed to load Reactive Resume base resume for settings", {
-          resumeId: rxresumeBaseResumeId,
-          error,
-        });
+  try {
+    profile = (await getProfile()) as Record<string, unknown>;
+  } catch (error) {
+    logger.warn("Failed to load base resume profile for settings (primary)", {
+      error,
+    });
+    if (rxresumeBaseResumeId) {
+      try {
+        const resume = await getResume(rxresumeBaseResumeId);
+        if (resume.data && typeof resume.data === "object") {
+          profile = resume.data as Record<string, unknown>;
+        }
+      } catch (rxError) {
+        if (rxError instanceof RxResumeAuthConfigError) {
+          logger.warn(
+            "Reactive Resume credentials missing during settings load",
+            {
+              resumeId: rxresumeBaseResumeId,
+              error: rxError,
+            },
+          );
+        } else {
+          logger.warn(
+            "Failed to load Reactive Resume base resume for settings",
+            {
+              resumeId: rxresumeBaseResumeId,
+              error: rxError,
+            },
+          );
+        }
       }
     }
   }
 
-  if (Object.keys(profile).length === 0) {
-    profile = await getProfile().catch((error) => {
-      logger.warn("Failed to load base resume profile for settings", { error });
-      return {};
-    });
-  }
-
   const envSettings = await getEnvSettingsData(overrides);
 
   const result: Partial<AppSettings> = {
@@ -217,5 +220,9 @@ export async function getEffectiveSettings(): Promise<AppSettings> {
   // Always expose the effective base resume id for the active RxResume mode.
   result.rxresumeBaseResumeId = rxresumeBaseResumeId;
 
+  result.localResumeFileConfigured =
+    Boolean(process.env.JOBOPS_LOCAL_RESUME_PATH?.trim()) ||
+    Boolean((overrides.localResumeProfilePath ?? "").trim());
+
   return result as AppSettings;
 }

orchestrator/vite.config.ts

@@ -63,6 +63,11 @@ export default defineConfig({
   },
   server: {
     port: 5173,
+    // Extractors (e.g. startup.jobs / Apify-style KV) write under ./storage during
+    // pipeline runs; watching those files causes spurious full page reloads.
+    watch: {
+      ignored: [path.resolve(__dirname, "storage")],
+    },
     proxy: {
       "/api": {
         target: "http://localhost:3001",

shared/src/search-cities.test.ts

@@ -1,5 +1,6 @@
 import { describe, expect, it } from "vitest";
 import {
+  inferCountryKeyFromSearchGeography,
   matchesRequestedCity,
   parseSearchCitiesSetting,
   resolveSearchCities,
@@ -64,6 +65,18 @@ describe("search-cities", () => {
     ).toEqual([]);
   });
 
+  it("infers country key from geography when a token is a supported country", () => {
+    expect(inferCountryKeyFromSearchGeography("UK", null)).toBe(
+      "united kingdom",
+    );
+    expect(inferCountryKeyFromSearchGeography("London|UK", null)).toBe(
+      "united kingdom",
+    );
+    expect(inferCountryKeyFromSearchGeography(null, "Canada")).toBe("canada");
+    expect(inferCountryKeyFromSearchGeography("Leeds", null)).toBeNull();
+    expect(inferCountryKeyFromSearchGeography(null, null)).toBeNull();
+  });
+
   it("applies strict filter only when city differs from country", () => {
     expect(shouldApplyStrictCityFilter("Leeds", "united kingdom")).toBe(true);
     expect(shouldApplyStrictCityFilter("UK", "united kingdom")).toBe(false);

shared/src/search-cities.ts

@@ -1,4 +1,9 @@
-import { normalizeCountryKey } from "./location-support.js";
+import {
+  normalizeCountryKey,
+  SUPPORTED_COUNTRY_KEYS,
+} from "./location-support.js";
+
+const supportedCountryKeySet = new Set(SUPPORTED_COUNTRY_KEYS);
 
 const LOCATION_ALIASES: Record<string, string> = {
   uk: "united kingdom",
@@ -14,6 +19,23 @@ export function normalizeLocationToken(
   return LOCATION_ALIASES[normalized] ?? normalized;
 }
 
+/**
+ * If search geography includes a supported country token (e.g. "UK", "Canada"),
+ * returns its normalized country key; otherwise null (e.g. "London" only).
+ */
+export function inferCountryKeyFromSearchGeography(
+  searchCities?: string | null,
+  jobspyLocation?: string | null,
+): string | null {
+  const raw = searchCities?.trim() || jobspyLocation?.trim();
+  if (!raw) return null;
+  for (const token of parseSearchCitiesSetting(raw)) {
+    const key = normalizeCountryKey(token);
+    if (supportedCountryKeySet.has(key)) return key;
+  }
+  return null;
+}
+
 export function parseSearchCitiesSetting(
   value: string | null | undefined,
 ): string[] {

shared/src/settings-registry.ts

@@ -4,6 +4,7 @@ import {
   CHAT_STYLE_MANUAL_LANGUAGE_VALUES,
   type ChatStyleLanguageMode,
   type ChatStyleManualLanguage,
+  type JobSearchProfile,
   type ResumeProjectsSettings,
 } from "./types/settings";
 
@@ -130,14 +131,58 @@ const parseChatStyleManualLanguageOrNull = createEnumParser(
 const WORKPLACE_TYPE_VALUES = ["remote", "hybrid", "onsite"] as const;
 const parseWorkplaceTypesOrNull = createEnumArrayParser(WORKPLACE_TYPE_VALUES);
 
+export const jobSearchProfileSchema = z.object({
+  targetRoles: z.array(z.string().trim().min(1).max(200)).max(20),
+  experienceLevel: z.string().trim().max(50),
+  mustHaveSkills: z.array(z.string().trim().min(1).max(200)).max(50),
+  niceToHaveSkills: z.array(z.string().trim().min(1).max(200)).max(50),
+  dealBreakers: z.array(z.string().trim().min(1).max(200)).max(50),
+  preferredWorkArrangement: z.array(z.string().trim().min(1).max(50)).max(5),
+  preferredLocations: z.array(z.string().trim().min(1).max(200)).max(20),
+  minimumSalary: z.string().trim().max(100),
+  industriesToTarget: z.array(z.string().trim().min(1).max(200)).max(20),
+  industriesToAvoid: z.array(z.string().trim().min(1).max(200)).max(20),
+  aboutMe: z.string().trim().max(4000),
+});
+
 export const resumeProjectsSchema = z.object({
   maxProjects: z.number().int().min(0).max(100),
   lockedProjectIds: z.array(z.string().trim().min(1)).max(200),
   aiSelectableProjectIds: z.array(z.string().trim().min(1)).max(200),
 });
 
+const DEFAULT_JOB_SEARCH_PROFILE: JobSearchProfile = {
+  targetRoles: [],
+  experienceLevel: "",
+  mustHaveSkills: [],
+  niceToHaveSkills: [],
+  dealBreakers: [],
+  preferredWorkArrangement: [],
+  preferredLocations: [],
+  minimumSalary: "",
+  industriesToTarget: [],
+  industriesToAvoid: [],
+  aboutMe: "",
+};
+
 export const settingsRegistry = {
   // --- Typed Settings ---
+  jobSearchProfile: {
+    kind: "typed" as const,
+    schema: jobSearchProfileSchema,
+    default: (): JobSearchProfile => DEFAULT_JOB_SEARCH_PROFILE,
+    parse: (raw: string | undefined): JobSearchProfile | null => {
+      if (!raw) return null;
+      try {
+        return JSON.parse(raw);
+      } catch {
+        return null;
+      }
+    },
+    serialize: (value: JobSearchProfile | null | undefined): string | null => {
+      return value ? JSON.stringify(value) : null;
+    },
+  },
   model: {
     kind: "typed" as const,
     schema: z.string().trim().max(200),
@@ -535,6 +580,10 @@ export const settingsRegistry = {
   },
 
   // --- Simple Strings ---
+  activeProfileId: {
+    kind: "string" as const,
+    schema: z.string().trim().max(200),
+  },
   rxresumeBaseResumeId: {
     kind: "string" as const,
     schema: z.string().trim().max(200),
@@ -560,6 +609,11 @@ export const settingsRegistry = {
       z.string().trim().url().max(2000).nullable(),
     ),
   },
+  /** Server path to Reactive Resume JSON export; used when RxResume API is not available. */
+  localResumeProfilePath: {
+    kind: "string" as const,
+    schema: z.string().trim().max(4000),
+  },
   ukvisajobsEmail: {
     kind: "string" as const,
     envKey: "UKVISAJOBS_EMAIL",

shared/src/testing/factories.ts

@@ -30,6 +30,8 @@ export const createJob = (overrides: Partial<Job> = {}): Job => ({
   closedAt: null,
   suitabilityScore: 90,
   suitabilityReason: "Strong fit",
+  suitabilityAnalysis: null,
+  coverLetter: null,
   tailoredSummary: null,
   tailoredHeadline: null,
   tailoredSkills: null,
@@ -125,6 +127,35 @@ export const createResumeProjectCatalogItem = (
 export const createAppSettings = (
   overrides: Partial<AppSettings> = {},
 ): AppSettings => ({
+  jobSearchProfile: {
+    value: {
+      targetRoles: [],
+      experienceLevel: "",
+      mustHaveSkills: [],
+      niceToHaveSkills: [],
+      dealBreakers: [],
+      preferredWorkArrangement: [],
+      preferredLocations: [],
+      minimumSalary: "",
+      industriesToTarget: [],
+      industriesToAvoid: [],
+      aboutMe: "",
+    },
+    default: {
+      targetRoles: [],
+      experienceLevel: "",
+      mustHaveSkills: [],
+      niceToHaveSkills: [],
+      dealBreakers: [],
+      preferredWorkArrangement: [],
+      preferredLocations: [],
+      minimumSalary: "",
+      industriesToTarget: [],
+      industriesToAvoid: [],
+      aboutMe: "",
+    },
+    override: null,
+  },
   model: { value: "gpt-4o", default: "gpt-4o", override: null },
   modelScorer: { value: "gpt-4o", override: null },
   modelTailoring: { value: "gpt-4o", override: null },
@@ -147,6 +178,7 @@ export const createAppSettings = (
     },
     override: null,
   },
+  activeProfileId: null,
   rxresumeBaseResumeId: null,
   rxresumeBaseResumeIdV4: null,
   rxresumeBaseResumeIdV5: null,
@@ -213,6 +245,7 @@ export const createAppSettings = (
   rxresumeApiKeyHint: null,
   rxresumeEmail: null,
   rxresumeUrl: null,
+  localResumeProfilePath: null,
   rxresumePasswordHint: null,
   basicAuthUser: null,
   basicAuthPasswordHint: null,
@@ -222,6 +255,7 @@ export const createAppSettings = (
   adzunaAppKeyHint: null,
   webhookSecretHint: null,
   basicAuthActive: false,
+  localResumeFileConfigured: false,
   backupEnabled: { value: false, default: false, override: null },
   backupHour: { value: 3, default: 3, override: null },
   backupMaxCount: { value: 7, default: 7, override: null },

shared/src/types/jobs.ts

@@ -148,12 +148,14 @@ export interface Job {
   closedAt: number | null;
   suitabilityScore: number | null; // 0-100 AI-generated score
   suitabilityReason: string | null; // AI explanation
+  suitabilityAnalysis: string | null; // JSON-encoded SuitabilityAnalysis
   tailoredSummary: string | null; // Generated resume summary
   tailoredHeadline: string | null; // Generated resume headline
   tailoredSkills: string | null; // Generated resume skills (JSON)
   selectedProjectIds: string | null; // Comma-separated IDs of selected projects
   pdfPath: string | null; // Path to generated PDF
   tracerLinksEnabled: boolean; // Rewrite outbound resume links to tracer links on next PDF generation
+  coverLetter: string | null; // AI-generated cover letter
   sponsorMatchScore: number | null; // 0-100 fuzzy match score with visa sponsors
   sponsorMatchNames: string | null; // JSON array of matched sponsor names (when 100% matches or top match)
 
@@ -305,6 +307,7 @@ export interface UpdateJobInput {
   jobDescription?: string | null;
   suitabilityScore?: number;
   suitabilityReason?: string;
+  suitabilityAnalysis?: string;
   tailoredSummary?: string;
   tailoredHeadline?: string;
   tailoredSkills?: string;
@@ -312,6 +315,7 @@ export interface UpdateJobInput {
   pdfPath?: string;
   tracerLinksEnabled?: boolean;
   appliedAt?: string;
+  coverLetter?: string | null;
   sponsorMatchScore?: number;
   sponsorMatchNames?: string;
 }

shared/src/types/pipeline.ts

@@ -42,11 +42,15 @@ export interface JobsRevisionResponse {
   statusFilter: string | null;
 }
 
-export type JobAction = "skip" | "move_to_ready" | "rescore";
+export type JobAction =
+  | "skip"
+  | "move_to_ready"
+  | "rescore"
+  | "generate_cover_letter";
 
 export type JobActionRequest =
   | {
-      action: "skip" | "rescore";
+      action: "skip" | "rescore" | "generate_cover_letter";
       jobIds: string[];
     }
   | {

shared/src/types/settings.ts

@@ -1,3 +1,43 @@
+export interface JobSearchProfile {
+  targetRoles: string[];
+  experienceLevel: string;
+  mustHaveSkills: string[];
+  niceToHaveSkills: string[];
+  dealBreakers: string[];
+  preferredWorkArrangement: string[];
+  preferredLocations: string[];
+  minimumSalary: string;
+  industriesToTarget: string[];
+  industriesToAvoid: string[];
+  aboutMe: string;
+}
+
+export interface SearchProfile {
+  id: string;
+  name: string;
+  data: JobSearchProfile;
+  createdAt: string;
+  updatedAt: string;
+}
+
+export interface CreateSearchProfileInput {
+  name: string;
+  data: JobSearchProfile;
+}
+
+export interface UpdateSearchProfileInput {
+  name?: string;
+  data?: JobSearchProfile;
+}
+
+export interface SuitabilityAnalysis {
+  roleTypeMatch: number;
+  strengths: string[];
+  gaps: string[];
+  suggestions: string[];
+  dealBreakerHits: string[];
+}
+
 export interface ResumeProjectCatalogItem {
   id: string;
   name: string;
@@ -144,6 +184,7 @@ export type ModelResolved = { value: string; override: string | null };
 
 export interface AppSettings {
   // Typed settings (Resolved):
+  jobSearchProfile: Resolved<JobSearchProfile>;
   model: Resolved<string>;
   llmProvider: Resolved<string>;
   llmBaseUrl: Resolved<string>;
@@ -183,11 +224,14 @@ export interface AppSettings {
   modelProjectSelection: ModelResolved;
 
   // Simple strings:
+  activeProfileId: string | null;
   rxresumeBaseResumeId: string | null;
   rxresumeBaseResumeIdV4: string | null;
   rxresumeBaseResumeIdV5: string | null;
   rxresumeEmail: string | null;
   rxresumeUrl: string | null;
+  /** Path to local Reactive Resume JSON (see JOBOPS_LOCAL_RESUME_PATH). */
+  localResumeProfilePath: string | null;
   ukvisajobsEmail: string | null;
   adzunaAppId: string | null;
   basicAuthUser: string | null;
@@ -203,5 +247,7 @@ export interface AppSettings {
 
   // Computed:
   basicAuthActive: boolean;
+  /** True when JOBOPS_LOCAL_RESUME_PATH is set on the server (not shown in UI). */
+  localResumeFileConfigured: boolean;
   profileProjects: ResumeProjectCatalogItem[];
 }