diff --git a/TODO.md b/TODO.md
index 72f944a..746e156 100644
--- a/TODO.md
+++ b/TODO.md
@@ -255,6 +255,20 @@
   - backend debug broadcasts
 
 ## Recent Change Log
+- Date: `2026-03-16`
+- What changed:
+  - Added in-process response caching for repeated SearXNG requests and for source fetches used during Envato / Artgrid enrichment.
+  - Added in-process Gemini visual cache for fetched thumbnails and extracted preview frames so repeated candidate evaluation no longer re-downloads the same asset or reruns `ffmpeg` every time.
+  - Tightened backend tests to cover the new cache helpers.
+- Why it changed:
+  - Even after reducing query fan-out, repeated search passes and Gemini reevaluation were still paying duplicate network and media-processing cost inside the same running backend.
+- How it was verified:
+  - `go test ./...`
+  - `bash scripts/selftest.sh`
+- What is still risky or incomplete:
+  - These caches are process-local and TTL-based, so they do not survive container restarts and can still grow until expiry under heavy query diversity.
+  - Cache invalidation is intentionally simple; if upstream preview assets change rapidly, stale data can be served for a few minutes.
+
 - Date: `2026-03-16`
 - What changed:
   - Result modal layout was rebuilt to match a top `16:9` embedded viewer with bottom-left full AI note and bottom-right action panel.
diff --git a/backend/handlers/api.go b/backend/handlers/api.go
index c1df531..99d30ca 100644
--- a/backend/handlers/api.go
+++ b/backend/handlers/api.go
@@ -444,9 +444,25 @@ func (a *App) searchMedia(c *gin.Context) {
 		if extraErr == nil && len(extraResults) > 0 {
 			results = mergeSearchResults(results, extraResults)
 			scored = services.RankSearchResults(strings.Join(explorationQueries[:min(len(explorationQueries), 3)], " "), results)
-			recommended, geminiStats, geminiErr = services.EvaluateAllCandidatesWithGeminiWithDeadline(a.GeminiService, req.Query, scored, deadline.Add(-3*time.Second))
 			a.debug("search supplemental query variants", gin.H{"variants": explorationQueries, "variantCount": len(explorationQueries)})
-			a.debug("search gemini evaluation after supplemental search", geminiStats)
+			reviewedLinks := services.ReviewedRecommendationLinks(recommended)
+			supplementalCandidates := services.SelectUnevaluatedCandidates(scored, reviewedLinks, services.RemainingGeminiCapacity(recommended))
+			if len(supplementalCandidates) > 0 {
+				extraRecommended, extraStats, extraGeminiErr := services.EvaluateAllCandidatesWithGeminiWithDeadline(
+					a.GeminiService,
+					req.Query,
+					supplementalCandidates,
+					deadline.Add(-3*time.Second),
+				)
+				recommended = services.MergeUniqueRecommendations(recommended, extraRecommended)
+				geminiStats = services.MergeGeminiBatchStats(geminiStats, extraStats)
+				geminiStats.RecommendedCount = len(services.ReviewedRecommendationLinks(recommended))
+				geminiErr = combineSearchWarnings(geminiErr, extraGeminiErr)
+				a.debug("search gemini evaluation after supplemental search", gin.H{
+					"stats":             geminiStats,
+					"supplementalCount": len(supplementalCandidates),
+				})
+			}
 		}
 	}
 	if geminiErr != nil && len(recommended) == 0 {
@@ -595,6 +611,19 @@ func mergeSearchResults(base, extra []services.SearchResult) []services.SearchRe
 	return merged
 }
 
+func combineSearchWarnings(base, extra error) error {
+	switch {
+	case base == nil:
+		return extra
+	case extra == nil:
+		return base
+	case base.Error() == extra.Error():
+		return base
+	default:
+		return fmt.Errorf("%s; %s", base.Error(), extra.Error())
+	}
+}
+
 func summarizeSearchResults(results []services.SearchResult, duration time.Duration, geminiCap int, warning string) searchDebugSummary {
 	bySource := map[string]int{}
 	withPreview := 0
diff --git a/backend/services/cse.go b/backend/services/cse.go
index 87737d9..97fa891 100644
--- a/backend/services/cse.go
+++ b/backend/services/cse.go
@@ -33,6 +33,19 @@ type SearchService struct {
 	Client            *http.Client
 	collectors        []searchCollector
 	Debug             func(message string, data any)
+	cacheMu           sync.Mutex
+	searchCache       map[string]cachedSearchResults
+	fetchCache        map[string]cachedFetchResult
+}
+
+type cachedSearchResults struct {
+	items     []SearchResult
+	expiresAt time.Time
+}
+
+type cachedFetchResult struct {
+	body      string
+	expiresAt time.Time
 }
 
 func NewSearchService(baseURL, googleVideoEngine, webEngine string) *SearchService {
@@ -52,6 +65,8 @@ func NewSearchService(baseURL, googleVideoEngine, webEngine string) *SearchServi
 			artgridCollector{},
 			googleVideoCollector{},
 		},
+		searchCache: map[string]cachedSearchResults{},
+		fetchCache:  map[string]cachedFetchResult{},
 	}
 }
 
@@ -102,6 +117,7 @@ func (s *SearchService) SearchMediaWithDeadline(queries []string, enabledPlatfor
 				}
 				searchQueries := collector.BuildQueries(base)
 				shuffleStrings(searchQueries)
+				searchQueries = limitCollectorQueries(collector.Name(), searchQueries, onlyMissing)
 				s.debug("search_service:collector_queries", map[string]any{
 					"collector":     collector.Name(),
 					"base":          base,
@@ -392,6 +408,24 @@ func (s *SearchService) enrichArtgrid(result SearchResult) SearchResult {
 }
 
 func (s *SearchService) search(query, categories, engine, source string) ([]SearchResult, error) {
+	cacheKey := strings.Join([]string{
+		s.BaseURL,
+		query,
+		categories,
+		engine,
+		source,
+	}, "\n")
+	if cached, ok := s.getCachedSearchResults(cacheKey); ok {
+		s.debug("search_service:searx_cache_hit", map[string]any{
+			"query":      query,
+			"categories": categories,
+			"engine":     engine,
+			"source":     source,
+			"count":      len(cached),
+		})
+		return cached, nil
+	}
+
 	values := url.Values{}
 	values.Set("q", query)
 	values.Set("format", "json")
@@ -458,9 +492,60 @@ func (s *SearchService) search(query, categories, engine, source string) ([]Sear
 			Source:       normalizeSource(source, link, item.Engine),
 		})
 	}
+	s.setCachedSearchResults(cacheKey, results, 2*time.Minute)
 	return results, nil
 }
 
+func (s *SearchService) getCachedSearchResults(key string) ([]SearchResult, bool) {
+	s.cacheMu.Lock()
+	defer s.cacheMu.Unlock()
+
+	entry, ok := s.searchCache[key]
+	if !ok {
+		return nil, false
+	}
+	if time.Now().After(entry.expiresAt) {
+		delete(s.searchCache, key)
+		return nil, false
+	}
+	return cloneSearchResults(entry.items), true
+}
+
+func (s *SearchService) setCachedSearchResults(key string, items []SearchResult, ttl time.Duration) {
+	s.cacheMu.Lock()
+	defer s.cacheMu.Unlock()
+
+	s.searchCache[key] = cachedSearchResults{
+		items:     cloneSearchResults(items),
+		expiresAt: time.Now().Add(ttl),
+	}
+}
+
+func (s *SearchService) getCachedFetchResult(key string) (string, bool) {
+	s.cacheMu.Lock()
+	defer s.cacheMu.Unlock()
+
+	entry, ok := s.fetchCache[key]
+	if !ok {
+		return "", false
+	}
+	if time.Now().After(entry.expiresAt) {
+		delete(s.fetchCache, key)
+		return "", false
+	}
+	return entry.body, true
+}
+
+func (s *SearchService) setCachedFetchResult(key, body string, ttl time.Duration) {
+	s.cacheMu.Lock()
+	defer s.cacheMu.Unlock()
+
+	s.fetchCache[key] = cachedFetchResult{
+		body:      body,
+		expiresAt: time.Now().Add(ttl),
+	}
+}
+
 func (s *SearchService) debug(message string, data any) {
 	if s != nil && s.Debug != nil {
 		s.Debug(message, data)
@@ -750,6 +835,12 @@ func pickVideoURL(urls []string) string {
 }
 
 func (s *SearchService) fetchText(target string) (string, error) {
+	cacheKey := "html\n" + target
+	if cached, ok := s.getCachedFetchResult(cacheKey); ok {
+		s.debug("search_service:fetch_cache_hit", map[string]any{"type": "html", "target": target, "bytes": len(cached)})
+		return cached, nil
+	}
+
 	req, err := newBrowserRequest(http.MethodGet, target, "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8")
 	if err != nil {
 		return "", err
@@ -772,10 +863,18 @@ func (s *SearchService) fetchText(target string) (string, error) {
 	if looksLikeCloudflareChallenge(string(data)) {
 		return fetchTextViaPython(target)
 	}
-	return string(data), nil
+	body := string(data)
+	s.setCachedFetchResult(cacheKey, body, 3*time.Minute)
+	return body, nil
 }
 
 func (s *SearchService) fetchJSONText(target string) (string, error) {
+	cacheKey := "json\n" + target
+	if cached, ok := s.getCachedFetchResult(cacheKey); ok {
+		s.debug("search_service:fetch_cache_hit", map[string]any{"type": "json", "target": target, "bytes": len(cached)})
+		return cached, nil
+	}
+
 	req, err := newBrowserRequest(http.MethodGet, target, "application/json, text/json, */*")
 	if err != nil {
 		return "", err
@@ -792,7 +891,9 @@ func (s *SearchService) fetchJSONText(target string) (string, error) {
 	if err != nil {
 		return "", err
 	}
-	return string(data), nil
+	body := string(data)
+	s.setCachedFetchResult(cacheKey, body, 3*time.Minute)
+	return body, nil
 }
 
 func firstNonEmpty(values ...string) string {
@@ -1086,6 +1187,32 @@ func limitQueries(queries []string, limit int) []string {
 	return filtered
 }
 
+func limitCollectorQueries(collector string, queries []string, onlyMissing bool) []string {
+	limit := 2
+	switch collector {
+	case "Envato", "Artgrid":
+		limit = 3
+	case "Google Video":
+		limit = 2
+	}
+	if onlyMissing {
+		limit--
+	}
+	if limit < 1 {
+		limit = 1
+	}
+	return limitQueries(queries, limit)
+}
+
+func cloneSearchResults(items []SearchResult) []SearchResult {
+	if len(items) == 0 {
+		return []SearchResult{}
+	}
+	cloned := make([]SearchResult, len(items))
+	copy(cloned, items)
+	return cloned
+}
+
 func shuffleStrings(values []string) {
 	if len(values) < 2 {
 		return
diff --git a/backend/services/cse_test.go b/backend/services/cse_test.go
index 4072215..fbb96cd 100644
--- a/backend/services/cse_test.go
+++ b/backend/services/cse_test.go
@@ -4,6 +4,7 @@ import (
 	"encoding/base64"
 	"strings"
 	"testing"
+	"time"
 )
 
 func TestExtractVideoPreviewURLFindsEnvatoPreview(t *testing.T) {
@@ -113,3 +114,30 @@ func TestGeminiCandidateLimitNeverExceedsCandidates(t *testing.T) {
 		t.Fatalf("expected Gemini limit to stay within candidate count, got %d", got)
 	}
 }
+
+func TestLimitCollectorQueriesUsesSmallerBudgetForMissingPass(t *testing.T) {
+	queries := []string{"a", "b", "c", "d"}
+
+	got := limitCollectorQueries("Artgrid", queries, true)
+	if len(got) != 2 {
+		t.Fatalf("expected 2 queries for missing-pass Artgrid collector, got %d", len(got))
+	}
+
+	got = limitCollectorQueries("Google Video", queries, false)
+	if len(got) != 2 {
+		t.Fatalf("expected 2 queries for Google Video collector, got %d", len(got))
+	}
+}
+
+func TestSearchServiceFetchCacheRoundTrip(t *testing.T) {
+	service := NewSearchService("http://example.com", "", "")
+	service.setCachedFetchResult("html\nhttps://example.com/item", "<html></html>", time.Minute)
+
+	body, ok := service.getCachedFetchResult("html\nhttps://example.com/item")
+	if !ok {
+		t.Fatal("expected cached fetch result")
+	}
+	if body != "<html></html>" {
+		t.Fatalf("unexpected cached body: %q", body)
+	}
+}
diff --git a/backend/services/gemini.go b/backend/services/gemini.go
index 739f2e9..1df1d49 100644
--- a/backend/services/gemini.go
+++ b/backend/services/gemini.go
@@ -14,6 +14,7 @@ import (
 	"path/filepath"
 	"sort"
 	"strings"
+	"sync"
 	"time"
 )
 
@@ -23,6 +24,14 @@ type GeminiService struct {
 	GenerateEndpoint  string
 	TranslateEndpoint string
 	Debug             func(message string, data any)
+	cacheMu           sync.Mutex
+	visualCache       map[string]cachedVisualData
+}
+
+type cachedVisualData struct {
+	data      string
+	mimeType  string
+	expiresAt time.Time
 }
 
 type AIRecommendation struct {
@@ -46,6 +55,7 @@ func NewGeminiService(apiKey string) *GeminiService {
 		Client:            &http.Client{Timeout: 40 * time.Second},
 		GenerateEndpoint:  "https://generativelanguage.googleapis.com/v1beta/models/gemini-2.5-flash:generateContent",
 		TranslateEndpoint: "https://translate.googleapis.com/translate_a/single",
+		visualCache:       map[string]cachedVisualData{},
 	}
 }
 
@@ -187,7 +197,7 @@ User query: ` + query,
 	maxImages := min(len(candidates), 10)
 	visualCount := 0
 	for idx := 0; idx < maxImages; idx++ {
-		img, mimeType, err := fetchCandidateVisualInlineData(g.Client, candidates[idx])
+		img, mimeType, err := g.fetchCandidateVisualInlineData(candidates[idx])
 		if err != nil {
 			g.debug("gemini:vision_candidate_visual_error", map[string]any{
 				"index":  idx,
@@ -330,6 +340,32 @@ func fetchImageAsInlineData(client *http.Client, imageURL, referer string) (stri
 	return base64.StdEncoding.EncodeToString(data), mimeType, nil
 }
 
+func (g *GeminiService) getCachedVisual(key string) (string, string, bool) {
+	g.cacheMu.Lock()
+	defer g.cacheMu.Unlock()
+
+	entry, ok := g.visualCache[key]
+	if !ok {
+		return "", "", false
+	}
+	if time.Now().After(entry.expiresAt) {
+		delete(g.visualCache, key)
+		return "", "", false
+	}
+	return entry.data, entry.mimeType, true
+}
+
+func (g *GeminiService) setCachedVisual(key, data, mimeType string, ttl time.Duration) {
+	g.cacheMu.Lock()
+	defer g.cacheMu.Unlock()
+
+	g.visualCache[key] = cachedVisualData{
+		data:      data,
+		mimeType:  mimeType,
+		expiresAt: time.Now().Add(ttl),
+	}
+}
+
 func newBrowserStyleImageRequest(imageURL, referer string) (*http.Request, error) {
 	req, err := http.NewRequest(http.MethodGet, imageURL, nil)
 	if err != nil {
@@ -344,21 +380,40 @@ func newBrowserStyleImageRequest(imageURL, referer string) (*http.Request, error
 	return req, nil
 }
 
-func fetchCandidateVisualInlineData(client *http.Client, candidate SearchResult) (string, string, error) {
+func (g *GeminiService) fetchCandidateVisualInlineData(candidate SearchResult) (string, string, error) {
 	if candidate.PreviewVideoURL != "" && (candidate.Source == "Envato" || candidate.Source == "Artgrid") {
+		cacheKey := "frame\n" + candidate.PreviewVideoURL
+		if data, mimeType, ok := g.getCachedVisual(cacheKey); ok {
+			return data, mimeType, nil
+		}
 		data, mimeType, err := extractFrameFromVideo(candidate.PreviewVideoURL)
 		if err == nil {
+			g.setCachedVisual(cacheKey, data, mimeType, 10*time.Minute)
 			return data, mimeType, nil
 		}
 	}
 	if candidate.ThumbnailURL != "" {
-		data, mimeType, err := fetchImageAsInlineData(client, candidate.ThumbnailURL, candidate.Link)
+		cacheKey := "image\n" + candidate.ThumbnailURL
+		if data, mimeType, ok := g.getCachedVisual(cacheKey); ok {
+			return data, mimeType, nil
+		}
+		data, mimeType, err := fetchImageAsInlineData(g.Client, candidate.ThumbnailURL, candidate.Link)
 		if err == nil {
+			g.setCachedVisual(cacheKey, data, mimeType, 10*time.Minute)
 			return data, mimeType, nil
 		}
 	}
 	if candidate.PreviewVideoURL != "" {
-		return extractFrameFromVideo(candidate.PreviewVideoURL)
+		cacheKey := "frame\n" + candidate.PreviewVideoURL
+		if data, mimeType, ok := g.getCachedVisual(cacheKey); ok {
+			return data, mimeType, nil
+		}
+		data, mimeType, err := extractFrameFromVideo(candidate.PreviewVideoURL)
+		if err != nil {
+			return "", "", err
+		}
+		g.setCachedVisual(cacheKey, data, mimeType, 10*time.Minute)
+		return data, mimeType, nil
 	}
 	return "", "", fmt.Errorf("candidate has no thumbnail or preview video")
 }
diff --git a/backend/services/gemini_test.go b/backend/services/gemini_test.go
index 789898f..d35dfc9 100644
--- a/backend/services/gemini_test.go
+++ b/backend/services/gemini_test.go
@@ -46,3 +46,45 @@ func TestNormalizeKnownMediaPhrases(t *testing.T) {
 		t.Fatalf("expected cyberpunk city, got %q", translated)
 	}
 }
+
+func TestSelectUnevaluatedCandidatesSkipsReviewedLinks(t *testing.T) {
+	ranked := []SearchResult{
+		{Link: "https://a.example"},
+		{Link: "https://b.example"},
+		{Link: "https://c.example"},
+	}
+	reviewed := map[string]bool{
+		"https://a.example": true,
+	}
+
+	selected := SelectUnevaluatedCandidates(ranked, reviewed, 2)
+	if len(selected) != 2 {
+		t.Fatalf("expected 2 selected candidates, got %d", len(selected))
+	}
+	if selected[0].Link != "https://b.example" || selected[1].Link != "https://c.example" {
+		t.Fatalf("unexpected selection order: %#v", selected)
+	}
+}
+
+func TestRemainingGeminiCapacityShrinksWithReviewedItems(t *testing.T) {
+	reviewed := []AIRecommendation{
+		{Link: "https://a.example"},
+		{Link: "https://b.example"},
+	}
+	if got := RemainingGeminiCapacity(reviewed); got != 14 {
+		t.Fatalf("expected 14 remaining slots, got %d", got)
+	}
+}
+
+func TestGeminiVisualCacheRoundTrip(t *testing.T) {
+	service := NewGeminiService("")
+	service.setCachedVisual("image\nhttps://example.com/thumb.jpg", "abc", "image/jpeg", time.Minute)
+
+	data, mimeType, ok := service.getCachedVisual("image\nhttps://example.com/thumb.jpg")
+	if !ok {
+		t.Fatal("expected visual cache hit")
+	}
+	if data != "abc" || mimeType != "image/jpeg" {
+		t.Fatalf("unexpected cached visual data: %q %q", data, mimeType)
+	}
+}
diff --git a/backend/services/ranker.go b/backend/services/ranker.go
index f62afdb..8811b34 100644
--- a/backend/services/ranker.go
+++ b/backend/services/ranker.go
@@ -260,6 +260,72 @@ func RandomizeTopRecommendations(items []AIRecommendation, window int) []AIRecom
 	return shuffled
 }
 
+func ReviewedRecommendationLinks(items []AIRecommendation) map[string]bool {
+	seen := map[string]bool{}
+	for _, item := range items {
+		if item.Link == "" {
+			continue
+		}
+		seen[item.Link] = true
+	}
+	return seen
+}
+
+func RemainingGeminiCapacity(reviewed []AIRecommendation) int {
+	remaining := GeminiCandidateLimit(16) - len(ReviewedRecommendationLinks(reviewed))
+	if remaining < 0 {
+		return 0
+	}
+	return remaining
+}
+
+func SelectUnevaluatedCandidates(ranked []SearchResult, reviewedLinks map[string]bool, limit int) []SearchResult {
+	if limit <= 0 {
+		return []SearchResult{}
+	}
+
+	selected := make([]SearchResult, 0, min(limit, len(ranked)))
+	for _, item := range ranked {
+		if len(selected) >= limit {
+			break
+		}
+		if item.Link == "" || reviewedLinks[item.Link] {
+			continue
+		}
+		selected = append(selected, item)
+	}
+	return selected
+}
+
+func MergeUniqueRecommendations(base, extra []AIRecommendation) []AIRecommendation {
+	merged := make([]AIRecommendation, 0, len(base)+len(extra))
+	seen := map[string]bool{}
+	for _, item := range append(base, extra...) {
+		if item.Link == "" || seen[item.Link] {
+			continue
+		}
+		seen[item.Link] = true
+		merged = append(merged, item)
+	}
+	return merged
+}
+
+func MergeGeminiBatchStats(base, extra GeminiBatchStats) GeminiBatchStats {
+	merged := base
+	merged.CandidateCap += extra.CandidateCap
+	merged.Requested += extra.Requested
+	merged.Batches += extra.Batches
+	merged.Succeeded += extra.Succeeded
+	merged.Failed += extra.Failed
+	merged.SequentialRetried += extra.SequentialRetried
+	merged.RecommendedCount += extra.RecommendedCount
+	merged.Errors = append(append([]string{}, base.Errors...), extra.Errors...)
+	if len(merged.Errors) > 5 {
+		merged.Errors = merged.Errors[:5]
+	}
+	return merged
+}
+
 func recoverGeminiBatchSequentially(service *GeminiService, query string, ranked []SearchResult, startIndex int) ([]AIRecommendation, []string) {
 	recovered := make([]AIRecommendation, 0, 8)
 	errs := make([]string, 0, 4)
@@ -270,11 +336,11 @@ func recoverGeminiBatchSequentially(service *GeminiService, query string, ranked
 			if len(errs) < 4 {
 				errs = append(errs, err.Error())
 			}
-			time.Sleep(350 * time.Millisecond)
+			time.Sleep(150 * time.Millisecond)
 			continue
 		}
 		recovered = append(recovered, recs...)
-		time.Sleep(350 * time.Millisecond)
+		time.Sleep(150 * time.Millisecond)
 	}
 	return recovered, errs
 }