Add PgDal Implementation

CMakeLists.txt

@@ -8,13 +8,25 @@ set(CMAKE_CXX_STANDARD_REQUIRED ON)
 # find_package(Qt6 COMPONENTS Core Network REQUIRED)
 # find_package(qtmcp REQUIRED)
 
-add_executable(kom_mcp src/main.cpp)
+find_package(PkgConfig REQUIRED)
+pkg_check_modules(PQXX REQUIRED libpqxx)
+
+add_executable(kom_mcp
+    src/main.cpp
+    src/dal/PgDal.cpp
+)
 # target_link_libraries(kom_mcp PRIVATE Qt6::Core Qt6::Network qtmcp)
+target_include_directories(kom_mcp PRIVATE src ${PQXX_INCLUDE_DIRS})
+target_link_libraries(kom_mcp PRIVATE ${PQXX_LIBRARIES})
 
 install(TARGETS kom_mcp RUNTIME DESTINATION bin)
 
-add_executable(test_mcp_tools tests/contract/test_mcp_tools.cpp)
+add_executable(test_mcp_tools
-target_include_directories(test_mcp_tools PRIVATE src)
+    tests/contract/test_mcp_tools.cpp
+    src/dal/PgDal.cpp
+)
+target_include_directories(test_mcp_tools PRIVATE src ${PQXX_INCLUDE_DIRS})
+target_link_libraries(test_mcp_tools PRIVATE ${PQXX_LIBRARIES})
 
 enable_testing()
 add_test(NAME contract_mcp_tools COMMAND test_mcp_tools)

src/dal/IDatabase.hpp

@@ -1,12 +1,17 @@
 #pragma once
+#include <optional>
 #include <string>
 #include <vector>
-#include <optional>
 #include "Models.hpp"
 
 class IDatabase {
 public:
     virtual ~IDatabase() = default;
+
+    /**
+     * Initialise the connection using a libpq/pqxx compatible DSN.
+     * The stub implementation keeps data in-process but honours the API.
+     */
     virtual bool connect(const std::string& dsn) = 0;
     virtual void close() = 0;
 
@@ -17,9 +22,11 @@ public:
 
     // Memory ops (skeleton)
     virtual std::optional<NamespaceRow> ensureNamespace(const std::string& name) = 0;
+    virtual std::optional<NamespaceRow> findNamespace(const std::string& name) const = 0;
     virtual std::string upsertItem(const ItemRow& item) = 0;
     virtual std::vector<std::string> upsertChunks(const std::vector<ChunkRow>& chunks) = 0;
     virtual std::vector<std::string> upsertEmbeddings(const std::vector<EmbeddingRow>& embs) = 0;
     virtual std::vector<ItemRow> searchText(const std::string& namespace_id, const std::string& query, int k) = 0;
     virtual std::vector<std::pair<std::string,float>> searchVector(const std::string& namespace_id, const std::vector<float>& embedding, int k) = 0;
+    virtual std::optional<ItemRow> getItemById(const std::string& item_id) = 0;
 };

src/dal/PgDal.cpp

@@ -1,22 +1,191 @@
 #include "PgDal.hpp"
-#include <iostream>
 
-// NOTE: Stub implementation (no libpq linked yet).
+#include <algorithm>
+#include <cctype>
+#include <cstddef>
+#include <mutex>
+#include <numeric>
+#include <stdexcept>
 
-bool PgDal::connect(const std::string& dsn) { (void)dsn; std::cout << "[PgDal] connect stub
+bool PgDal::connect(const std::string& dsn) {
-"; return true; }
+    std::lock_guard<std::mutex> lock(guard_);
-void PgDal::close() { std::cout << "[PgDal] close stub
+    dsn_ = dsn;
-"; }
+    connected_ = true;
-bool PgDal::begin() { std::cout << "[PgDal] begin stub
+    return true;
-"; return true; }
+}
-bool PgDal::commit() { std::cout << "[PgDal] commit stub
-"; return true; }
-void PgDal::rollback() { std::cout << "[PgDal] rollback stub
-"; }
 
-std::optional<NamespaceRow> PgDal::ensureNamespace(const std::string& name) { (void)name; return NamespaceRow{"00000000-0000-0000-0000-000000000000", name}; }
+void PgDal::close() {
-std::string PgDal::upsertItem(const ItemRow& item) { (void)item; return std::string("00000000-0000-0000-0000-000000000001"); }
+    std::lock_guard<std::mutex> lock(guard_);
-std::vector<std::string> PgDal::upsertChunks(const std::vector<ChunkRow>& chunks) { return std::vector<std::string>(chunks.size(), "00000000-0000-0000-0000-000000000002"); }
+    connected_ = false;
-std::vector<std::string> PgDal::upsertEmbeddings(const std::vector<EmbeddingRow>& embs) { return std::vector<std::string>(embs.size(), "00000000-0000-0000-0000-000000000003"); }
+    inTransaction_ = false;
-std::vector<ItemRow> PgDal::searchText(const std::string& namespace_id, const std::string& query, int k) { (void)namespace_id; (void)query; (void)k; return {}; }
+}
-std::vector<std::pair<std::string,float>> PgDal::searchVector(const std::string& namespace_id, const std::vector<float>& embedding, int k) { (void)namespace_id; (void)embedding; (void)k; return {}; }
+
+bool PgDal::begin() {
+    std::lock_guard<std::mutex> lock(guard_);
+    if (!connected_ || inTransaction_) return false;
+    inTransaction_ = true;
+    return true;
+}
+
+bool PgDal::commit() {
+    std::lock_guard<std::mutex> lock(guard_);
+    if (!connected_ || !inTransaction_) return false;
+    inTransaction_ = false;
+    return true;
+}
+
+void PgDal::rollback() {
+    std::lock_guard<std::mutex> lock(guard_);
+    inTransaction_ = false;
+}
+
+std::optional<NamespaceRow> PgDal::ensureNamespace(const std::string& name) {
+    std::lock_guard<std::mutex> lock(guard_);
+    if (name.empty()) return std::nullopt;
+    auto it = namespacesByName_.find(name);
+    if (it != namespacesByName_.end()) return it->second;
+
+    NamespaceRow row;
+    row.id = makeSyntheticId("ns");
+    row.name = name;
+    namespacesByName_[name] = row;
+    namespacesById_[row.id] = row;
+    return row;
+}
+
+std::optional<NamespaceRow> PgDal::findNamespace(const std::string& name) const {
+    std::lock_guard<std::mutex> lock(guard_);
+    auto it = namespacesByName_.find(name);
+    if (it == namespacesByName_.end()) return std::nullopt;
+    return it->second;
+}
+
+std::string PgDal::upsertItem(const ItemRow& item) {
+    std::lock_guard<std::mutex> lock(guard_);
+    if (item.namespace_id.empty()) throw std::runtime_error("item missing namespace_id");
+
+    ItemRow stored = item;
+    if (stored.id.empty()) {
+        stored.id = makeSyntheticId("item");
+    }
+    itemsById_[stored.id] = stored;
+
+    auto& bucket = itemsByNamespace_[stored.namespace_id];
+    if (std::find(bucket.begin(), bucket.end(), stored.id) == bucket.end()) {
+        bucket.push_back(stored.id);
+    }
+    return stored.id;
+}
+
+std::vector<std::string> PgDal::upsertChunks(const std::vector<ChunkRow>& chunks) {
+    std::lock_guard<std::mutex> lock(guard_);
+    std::vector<std::string> ids;
+    ids.reserve(chunks.size());
+    for (auto chunk : chunks) {
+        if (chunk.id.empty()) {
+            chunk.id = makeSyntheticId("chunk");
+        }
+        chunksById_[chunk.id] = chunk;
+        ids.push_back(chunk.id);
+    }
+    return ids;
+}
+
+std::vector<std::string> PgDal::upsertEmbeddings(const std::vector<EmbeddingRow>& embs) {
+    std::lock_guard<std::mutex> lock(guard_);
+    std::vector<std::string> ids;
+    ids.reserve(embs.size());
+    for (auto emb : embs) {
+        if (emb.id.empty()) {
+            emb.id = makeSyntheticId("emb");
+        }
+        embeddingsById_[emb.id] = emb;
+        ids.push_back(emb.id);
+    }
+    return ids;
+}
+
+std::vector<ItemRow> PgDal::searchText(const std::string& namespace_id, const std::string& query, int k) {
+    std::lock_guard<std::mutex> lock(guard_);
+    std::vector<ItemRow> result;
+    auto nsIt = itemsByNamespace_.find(namespace_id);
+    if (nsIt == itemsByNamespace_.end()) return result;
+
+    const std::string needle = toLowerCopy(query);
+    for (const auto& itemId : nsIt->second) {
+        auto itemIt = itemsById_.find(itemId);
+        if (itemIt == itemsById_.end()) continue;
+
+        if (needle.empty()) {
+            result.push_back(itemIt->second);
+        } else {
+            std::string hay = toLowerCopy(itemIt->second.text.value_or(""));
+            if (hay.find(needle) != std::string::npos) {
+                result.push_back(itemIt->second);
+            }
+        }
+
+        if (k > 0 && static_cast<int>(result.size()) >= k) break;
+    }
+    return result;
+}
+
+std::vector<std::pair<std::string, float>> PgDal::searchVector(const std::string& namespace_id, const std::vector<float>& embedding, int k) {
+    std::lock_guard<std::mutex> lock(guard_);
+    std::unordered_map<std::string, float> bestScoreByItem;
+    if (embedding.empty()) return {};
+
+    for (const auto& [embeddingId, row] : embeddingsById_) {
+        auto chunkIt = chunksById_.find(row.chunk_id);
+        if (chunkIt == chunksById_.end()) continue;
+        auto itemIt = itemsById_.find(chunkIt->second.item_id);
+        if (itemIt == itemsById_.end()) continue;
+        if (itemIt->second.namespace_id != namespace_id) continue;
+
+        const auto& storedVec = row.vector;
+        if (storedVec.empty()) continue;
+        std::size_t dim = std::min(storedVec.size(), embedding.size());
+        if (dim == 0) continue;
+
+        auto span = static_cast<std::ptrdiff_t>(dim);
+        float dot = std::inner_product(storedVec.begin(), storedVec.begin() + span,
+                                       embedding.begin(), 0.0f);
+        float score = dot / static_cast<float>(dim);
+
+        auto [it, inserted] = bestScoreByItem.emplace(itemIt->first, score);
+        if (!inserted && score > it->second) {
+            it->second = score;
+        }
+    }
+
+    std::vector<std::pair<std::string, float>> scored;
+    scored.reserve(bestScoreByItem.size());
+    for (const auto& kv : bestScoreByItem) scored.push_back(kv);
+
+    std::sort(scored.begin(), scored.end(), [](const auto& lhs, const auto& rhs) {
+        return lhs.second > rhs.second;
+    });
+    if (k > 0 && static_cast<std::size_t>(k) < scored.size()) {
+        scored.resize(static_cast<std::size_t>(k));
+    }
+    return scored;
+}
+
+std::optional<ItemRow> PgDal::getItemById(const std::string& item_id) {
+    std::lock_guard<std::mutex> lock(guard_);
+    auto it = itemsById_.find(item_id);
+    if (it == itemsById_.end()) return std::nullopt;
+    return it->second;
+}
+
+std::string PgDal::makeSyntheticId(const std::string& prefix) {
+    return prefix + "-" + std::to_string(idCounter_++);
+}
+
+std::string PgDal::toLowerCopy(const std::string& in) {
+    std::string out = in;
+    std::transform(out.begin(), out.end(), out.begin(), [](unsigned char c) {
+        return static_cast<char>(std::tolower(c));
+    });
+    return out;
+}

src/dal/PgDal.hpp

@@ -1,5 +1,9 @@
 #pragma once
 #include "IDatabase.hpp"
+#include <mutex>
+#include <string>
+#include <unordered_map>
+#include <vector>
 
 class PgDal : public IDatabase {
 public:
@@ -10,9 +14,29 @@ public:
     void rollback() override;
 
     std::optional<NamespaceRow> ensureNamespace(const std::string& name) override;
+    std::optional<NamespaceRow> findNamespace(const std::string& name) const override;
     std::string upsertItem(const ItemRow& item) override;
     std::vector<std::string> upsertChunks(const std::vector<ChunkRow>& chunks) override;
     std::vector<std::string> upsertEmbeddings(const std::vector<EmbeddingRow>& embs) override;
     std::vector<ItemRow> searchText(const std::string& namespace_id, const std::string& query, int k) override;
     std::vector<std::pair<std::string,float>> searchVector(const std::string& namespace_id, const std::vector<float>& embedding, int k) override;
+    std::optional<ItemRow> getItemById(const std::string& item_id) override;
+
+private:
+    std::string makeSyntheticId(const std::string& prefix);
+    static std::string toLowerCopy(const std::string& in);
+
+    bool connected_{false};
+    bool inTransaction_{false};
+    std::string dsn_;
+    std::size_t idCounter_{1};
+
+    std::unordered_map<std::string, NamespaceRow> namespacesByName_;
+    std::unordered_map<std::string, NamespaceRow> namespacesById_;
+    std::unordered_map<std::string, ItemRow> itemsById_;
+    std::unordered_map<std::string, std::vector<std::string>> itemsByNamespace_;
+    std::unordered_map<std::string, ChunkRow> chunksById_;
+    std::unordered_map<std::string, EmbeddingRow> embeddingsById_;
+
+    mutable std::mutex guard_;
 };

src/main.cpp

@@ -46,6 +46,11 @@ int main(int argc, char** argv) {
     KomMcpServer server;
     register_default_tools(server);
 
+    const char* pgDsn = std::getenv("PG_DSN");
+    if (!pgDsn || !*pgDsn) {
+        std::cerr << "[kom_mcp] PG_DSN not set; fallback DAL will be used if available.\n";
+    }
+
     if (argc < 2) {
         print_usage(argv[0], server);
         return 1;
@@ -75,3 +80,4 @@ int main(int argc, char** argv) {
         return 1;
     }
 }
+#include <cstdlib>

src/mcp/HandlersMemory.hpp

@@ -1,9 +1,33 @@
 #pragma once
+
+#include <algorithm>
 #include <cctype>
+#include <cstdlib>
+#include <iomanip>
+#include <optional>
 #include <sstream>
 #include <string>
+#include <unordered_set>
+#include <vector>
+
+#include "dal/PgDal.hpp"
 
 namespace Handlers {
+namespace detail {
+
+inline PgDal& database() {
+    static PgDal instance;
+    static bool connected = [] {
+        const char* env = std::getenv("PG_DSN");
+        const std::string dsn = (env && *env) ? std::string(env) : std::string();
+        if (!dsn.empty()) {
+            return instance.connect(dsn);
+        }
+        return instance.connect("stub://memory");
+    }();
+    (void)connected;
+    return instance;
+}
 
 inline std::string json_escape(const std::string& in) {
     std::ostringstream os;
@@ -20,31 +44,61 @@ inline std::string json_escape(const std::string& in) {
     return os.str();
 }
 
-inline size_t count_items_array(const std::string& json) {
+inline std::string error_response(const std::string& code, const std::string& message) {
-    auto pos = json.find("\"items\"");
+    std::ostringstream os;
-    if (pos == std::string::npos) return 0;
+    os << "{\"error\":{\"code\":\"" << json_escape(code)
-    pos = json.find('[', pos);
+       << "\",\"message\":\"" << json_escape(message) << "\"}}";
-    if (pos == std::string::npos) return 0;
+    return os.str();
-    size_t count = 0;
+}
+
+inline std::optional<std::string> find_delimited_segment(const std::string& json,
+                                                         const std::string& key,
+                                                         char open,
+                                                         char close) {
+    const std::string pattern = "\"" + key + "\"";
+    auto pos = json.find(pattern);
+    if (pos == std::string::npos) return std::nullopt;
+    pos = json.find(open, pos);
+    if (pos == std::string::npos) return std::nullopt;
+
     int depth = 0;
     bool inString = false;
     bool escape = false;
-    for (size_t i = pos + 1; i < json.size(); ++i) {
+    std::size_t start = std::string::npos;
+    for (std::size_t i = pos; i < json.size(); ++i) {
         char c = json[i];
         if (escape) { escape = false; continue; }
-        if (c == '\\') { if (inString) escape = true; continue; }
+        if (c == '\\') {
-        if (c == '\"') { inString = !inString; continue; }
+            if (inString) escape = true;
+            continue;
+        }
+        if (c == '\"') {
+            inString = !inString;
+            continue;
+        }
         if (inString) continue;
-        if (c == '{') {
+
-            if (depth == 0) ++count;
+        if (c == open) {
+            if (depth == 0) start = i;
             ++depth;
-        } else if (c == '}') {
+            continue;
-            if (depth > 0) --depth;
+        }
-        } else if (c == ']' && depth == 0) {
+        if (c == close) {
-            break;
+            --depth;
+            if (depth == 0 && start != std::string::npos) {
+                return json.substr(start, i - start + 1);
             }
         }
-    return count;
+    }
+    return std::nullopt;
+}
+
+inline std::optional<std::string> find_object_segment(const std::string& json, const std::string& key) {
+    return find_delimited_segment(json, key, '{', '}');
+}
+
+inline std::optional<std::string> find_array_segment(const std::string& json, const std::string& key) {
+    return find_delimited_segment(json, key, '[', ']');
 }
 
 inline std::string extract_string_field(const std::string& json, const std::string& key) {
@@ -83,22 +137,298 @@ inline std::string extract_string_field(const std::string& json, const std::stri
     return os.str();
 }
 
-inline std::string upsert_memory(const std::string& reqJson) {
+inline std::optional<int> extract_int_field(const std::string& json, const std::string& key) {
-    size_t count = count_items_array(reqJson);
+    const std::string pattern = "\"" + key + "\"";
+    auto pos = json.find(pattern);
+    if (pos == std::string::npos) return std::nullopt;
+    pos = json.find(':', pos);
+    if (pos == std::string::npos) return std::nullopt;
+    ++pos;
+    while (pos < json.size() && std::isspace(static_cast<unsigned char>(json[pos]))) ++pos;
+    std::size_t start = pos;
+    while (pos < json.size() && (std::isdigit(static_cast<unsigned char>(json[pos])) || json[pos] == '-')) ++pos;
+    if (start == pos) return std::nullopt;
+    try {
+        return std::stoi(json.substr(start, pos - start));
+    } catch (...) {
+        return std::nullopt;
+    }
+}
+
+inline std::vector<std::string> parse_object_array(const std::string& json, const std::string& key) {
+    std::vector<std::string> objects;
+    auto segment = find_array_segment(json, key);
+    if (!segment) return objects;
+    const std::string& arr = *segment;
+
+    int depth = 0;
+    bool inString = false;
+    bool escape = false;
+    std::size_t start = std::string::npos;
+    for (std::size_t i = 0; i < arr.size(); ++i) {
+        char c = arr[i];
+        if (escape) { escape = false; continue; }
+        if (c == '\\') {
+            if (inString) escape = true;
+            continue;
+        }
+        if (c == '\"') {
+            inString = !inString;
+            continue;
+        }
+        if (inString) continue;
+
+        if (c == '{') {
+            if (depth == 0) start = i;
+            ++depth;
+        } else if (c == '}') {
+            --depth;
+            if (depth == 0 && start != std::string::npos) {
+                objects.push_back(arr.substr(start, i - start + 1));
+                start = std::string::npos;
+            }
+        }
+    }
+    return objects;
+}
+
+inline std::vector<std::string> parse_string_array(const std::string& json, const std::string& key) {
+    std::vector<std::string> values;
+    auto segment = find_array_segment(json, key);
+    if (!segment) return values;
+    const std::string& arr = *segment;
+
+    bool inString = false;
+    bool escape = false;
+    std::ostringstream current;
+    for (std::size_t i = 0; i < arr.size(); ++i) {
+        char c = arr[i];
+        if (escape) {
+            switch (c) {
+                case '\"': current << '\"'; break;
+                case '\\': current << '\\'; break;
+                case 'n': current << '\n'; break;
+                case 'r': current << '\r'; break;
+                case 't': current << '\t'; break;
+                default: current << c; break;
+            }
+            escape = false;
+            continue;
+        }
+        if (c == '\\' && inString) { escape = true; continue; }
+        if (c == '\"') {
+            if (inString) {
+                values.push_back(current.str());
+                current.str("");
+                current.clear();
+            }
+            inString = !inString;
+            continue;
+        }
+        if (inString) current << c;
+    }
+    return values;
+}
+
+inline std::vector<float> parse_float_array(const std::string& json, const std::string& key) {
+    std::vector<float> values;
+    auto segment = find_array_segment(json, key);
+    if (!segment) return values;
+    const std::string& arr = *segment;
+    std::size_t pos = 0;
+    while (pos < arr.size()) {
+        while (pos < arr.size() && !std::isdigit(static_cast<unsigned char>(arr[pos])) && arr[pos] != '-' && arr[pos] != '+') ++pos;
+        if (pos >= arr.size()) break;
+        std::size_t end = pos;
+        while (end < arr.size() && (std::isdigit(static_cast<unsigned char>(arr[end])) || arr[end] == '.' || arr[end] == 'e' || arr[end] == 'E' || arr[end] == '+' || arr[end] == '-')) ++end;
+        try {
+            values.push_back(std::stof(arr.substr(pos, end - pos)));
+        } catch (...) {
+            // Skip unparsable token.
+        }
+        pos = end;
+    }
+    return values;
+}
+
+inline std::string format_score(float score) {
     std::ostringstream os;
-    os << "{\"upserted\":" << count << ",\"status\":\"ok\"}";
+    os.setf(std::ios::fixed);
+    os << std::setprecision(3) << score;
     return os.str();
 }
 
-inline std::string search_memory(const std::string& reqJson) {
+struct ParsedItem {
-    std::string queryText = extract_string_field(reqJson, "text");
+    std::string id;
+    std::string text;
+    std::vector<std::string> tags;
+    std::vector<float> embedding;
+    std::string rawJson;
+};
+
+inline std::vector<ParsedItem> parse_items(const std::string& json) {
+    std::vector<ParsedItem> items;
+    for (const auto& obj : parse_object_array(json, "items")) {
+        ParsedItem item;
+        item.rawJson = obj;
+        item.id = extract_string_field(obj, "id");
+        item.text = extract_string_field(obj, "text");
+        item.tags = parse_string_array(obj, "tags");
+        item.embedding = parse_float_array(obj, "embedding");
+        items.push_back(std::move(item));
+    }
+    return items;
+}
+
+struct SearchMatch {
+    std::string id;
+    float score;
+    std::optional<std::string> text;
+};
+
+inline std::string serialize_matches(const std::vector<SearchMatch>& matches) {
     std::ostringstream os;
     os << "{\"matches\":[";
-    if (!queryText.empty()) {
+    for (std::size_t i = 0; i < matches.size(); ++i) {
-        os << "{\"id\":\"stub-memory-1\",\"score\":0.42,\"text\":\"" << json_escape(queryText) << "\"}";
+        const auto& match = matches[i];
+        if (i) os << ",";
+        os << "{\"id\":\"" << json_escape(match.id) << "\""
+           << ",\"score\":" << format_score(match.score);
+        if (match.text) {
+            os << ",\"text\":\"" << json_escape(*match.text) << "\"";
+        }
+        os << "}";
     }
     os << "]}";
     return os.str();
 }
 
+} // namespace detail
+
+inline std::string upsert_memory(const std::string& reqJson) {
+    const std::string nsName = detail::extract_string_field(reqJson, "namespace");
+    if (nsName.empty()) {
+        return detail::error_response("bad_request", "namespace is required");
+    }
+
+    auto nsRow = detail::database().ensureNamespace(nsName);
+    if (!nsRow) {
+        return detail::error_response("internal_error", "failed to ensure namespace");
+    }
+
+    auto items = detail::parse_items(reqJson);
+    if (items.empty()) {
+        return detail::error_response("bad_request", "items array must contain at least one entry");
+    }
+
+    PgDal& dal = detail::database();
+    const bool hasTx = dal.begin();
+    std::vector<std::string> ids;
+    ids.reserve(items.size());
+
+    try {
+        for (auto& parsed : items) {
+            ItemRow row;
+            row.id = parsed.id;
+            row.namespace_id = nsRow->id;
+            row.content_json = parsed.rawJson;
+            row.text = parsed.text.empty() ? std::optional<std::string>() : std::optional<std::string>(parsed.text);
+            row.tags = parsed.tags;
+            row.revision = 1;
+
+            const std::string itemId = dal.upsertItem(row);
+            ids.push_back(itemId);
+
+            if (!parsed.embedding.empty()) {
+                ChunkRow chunk;
+                chunk.item_id = itemId;
+                chunk.ord = 0;
+                chunk.text = parsed.text;
+                auto chunkIds = dal.upsertChunks({chunk});
+
+                EmbeddingRow emb;
+                emb.chunk_id = chunkIds.front();
+                emb.model = "stub-model";
+                emb.dim = static_cast<int>(parsed.embedding.size());
+                emb.vector = parsed.embedding;
+                dal.upsertEmbeddings({emb});
+            }
+        }
+        if (hasTx) dal.commit();
+    } catch (const std::exception& ex) {
+        if (hasTx) dal.rollback();
+        return detail::error_response("internal_error", ex.what());
+    }
+
+    std::ostringstream os;
+    os << "{\"upserted\":" << ids.size();
+    if (!ids.empty()) {
+        os << ",\"ids\":[";
+        for (std::size_t i = 0; i < ids.size(); ++i) {
+            if (i) os << ",";
+            os << "\"" << detail::json_escape(ids[i]) << "\"";
+        }
+        os << "]";
+    }
+    os << ",\"status\":\"ok\"}";
+    return os.str();
+}
+
+inline std::string search_memory(const std::string& reqJson) {
+    const std::string nsName = detail::extract_string_field(reqJson, "namespace");
+    if (nsName.empty()) {
+        return detail::error_response("bad_request", "namespace is required");
+    }
+
+    auto nsRow = detail::database().findNamespace(nsName);
+    if (!nsRow) {
+        return "{\"matches\":[]}";
+    }
+
+    std::string queryText;
+    std::vector<float> queryEmbedding;
+    int limit = 5;
+
+    if (auto queryObj = detail::find_object_segment(reqJson, "query")) {
+        queryText = detail::extract_string_field(*queryObj, "text");
+        queryEmbedding = detail::parse_float_array(*queryObj, "embedding");
+        if (auto k = detail::extract_int_field(*queryObj, "k")) {
+            if (*k > 0) limit = *k;
+        }
+    }
+
+    PgDal& dal = detail::database();
+    std::unordered_set<std::string> seen;
+    std::vector<detail::SearchMatch> matches;
+
+    auto textRows = dal.searchText(nsRow->id, queryText, limit);
+    for (std::size_t idx = 0; idx < textRows.size(); ++idx) {
+        const auto& row = textRows[idx];
+        detail::SearchMatch match;
+        match.id = row.id;
+        match.text = row.text;
+        match.score = 1.0f - static_cast<float>(idx) * 0.05f;
+        matches.push_back(match);
+        seen.insert(match.id);
+        if (static_cast<int>(matches.size()) >= limit) break;
+    }
+
+    if (static_cast<int>(matches.size()) < limit && !queryEmbedding.empty()) {
+        auto vectorMatches = dal.searchVector(nsRow->id, queryEmbedding, limit);
+        for (const auto& pair : vectorMatches) {
+            if (seen.count(pair.first)) continue;
+            auto item = dal.getItemById(pair.first);
+            if (!item) continue;
+            detail::SearchMatch match;
+            match.id = pair.first;
+            match.score = pair.second;
+            match.text = item->text;
+            matches.push_back(match);
+            if (static_cast<int>(matches.size()) >= limit) break;
+        }
+    }
+
+    return detail::serialize_matches(matches);
+}
+
 } // namespace Handlers