docs(integrations): add Agent Plugins overview page

fix(security): resolve 13 Vanta HIGH Dependabot vulnerabilities (#7528 )
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-06 10:59:12 +05:30 · 2026-10-05 20:52:59 +05:30 · 2026-10-01 21:46:18 +05:30 · 2026-09-25 23:04:12 +05:30 · 2026-09-25 20:46:24 +05:30 · 2026-09-25 17:08:20 +05:30
48 changed files with 1092 additions and 477 deletions
@@ -7,6 +7,18 @@ mode: "wide"
 <Tabs>
 <Tab title="Python">

+<Update label="2026-09-25" description="v2.2.1">
+
+**Bug Fixes:**
+- **Core:** `add()` (`Memory` and `AsyncMemory`) no longer reports records the vector store rejected as successful `ADD` events. Only records that were actually inserted are written to history, entity-linked, and returned. If none of the extracted memories could be inserted, `add()` now raises `VectorStoreError` instead of returning memories that were never stored ([#7066](https://github.com/mem0ai/mem0/pull/7066))
+- **Core:** Restore the context-manager protocol on `Memory` (`with Memory() as m:`) and `AsyncMemory` (`async with AsyncMemory() as m:`), which closes the instance on exit ([#7354](https://github.com/mem0ai/mem0/pull/7354))
+- **LLMs:** The AWS Bedrock Anthropic path now returns the first Converse content block that carries text instead of always reading `content[0]`. Claude reasoning models can emit a `reasoningContent` block before the text block, which previously made the call fail with a `KeyError` ([#6369](https://github.com/mem0ai/mem0/pull/6369))
+- **Vector Stores:** Turbopuffer filters now apply every operator (`eq`, `ne`, `gt`, `gte`, `lt`, `lte`, `in`, `nin`). Only `gte` and `lte` were read before, so any other operator was silently dropped and the query returned unfiltered results. An unsupported operator now raises `ValueError` ([#6564](https://github.com/mem0ai/mem0/pull/6564))
+- **Vector Stores:** Turbopuffer `search()` scores now respect `distance_metric`. With `euclidean_squared`, the unbounded squared distance maps to `1 / (1 + distance)` instead of `1 - distance`, which went negative and inverted ranking for any distance above 1 ([#6559](https://github.com/mem0ai/mem0/pull/6559))
+- **Vector Stores:** S3 Vectors `search()` scores are now metric-aware. With `euclidean`, the distance maps to `1 / (1 + distance)` instead of `max(0, 1 - distance)`, which collapsed most scores to 0 ([#6547](https://github.com/mem0ai/mem0/pull/6547))
+
+</Update>
+
 <Update label="2026-09-23" description="v2.2.0">

 **New Features:**
@@ -1245,6 +1257,16 @@ See the [OSS v2 to v3 migration guide](https://docs.mem0.ai/migration/oss-v2-to-

 <Tab title="TypeScript">

+<Update label="2026-09-25" description="v3.3.1">
+
+**Bug Fixes:**
+- **Config (OSS):** `ConfigManager` no longer injects OpenAI's default `baseURL` and `model` into non-OpenAI LLM providers. The defaults now apply only to `openai` and `openai_structured`, so a DeepSeek, xAI, or other provider config without an explicit `baseURL` or `model` falls back to that provider's own defaults and env vars (`DEEPSEEK_API_BASE`, `XAI_API_BASE`, ...) instead of pointing at OpenAI with an OpenAI model name ([#7350](https://github.com/mem0ai/mem0/pull/7350))
+- **Vector Stores:** Turbopuffer filters now apply every operator (`eq`, `ne`, `gt`, `gte`, `lt`, `lte`, `in`, `nin`). Only the range operators were read before, so `eq`, `ne`, `in`, and `nin` were silently dropped. A `"*"` value now matches anything instead of nothing, an array value is treated as `in`, and an unsupported operator throws ([#6578](https://github.com/mem0ai/mem0/pull/6578))
+- **Vector Stores:** Turbopuffer `search()` with `euclidean_squared` now maps the unbounded squared distance to `1 / (1 + distance)` instead of `1 - distance`, which went negative and inverted ranking for any distance above 1 ([#6580](https://github.com/mem0ai/mem0/pull/6580))
+- **Packaging:** `pg`, `@types/pg`, and `natural` are now optional peer dependencies, and `pg` / `@types/pg` accept caret ranges instead of the exact `8.11.3` / `8.11.0` pins, so installing `mem0ai` no longer pulls in `pg` or conflicts with an app's own `pg` version. The PGVector store now imports `pg` only when it is used, so install it alongside `mem0ai` (`npm install pg`) if you use that store. `@types/jest` moved from peer dependencies to dev dependencies ([#7450](https://github.com/mem0ai/mem0/pull/7450))
+
+</Update>
+
 <Update label="2026-09-23" description="v3.3.0">

 **New Features:**
@@ -5,6 +5,12 @@ description: "Use pgvector as a vector store in Mem0 for PostgreSQL-based vector

 [pgvector](https://github.com/pgvector/pgvector) is an open-source vector similarity search extension for Postgres. After connecting to Postgres, run `CREATE EXTENSION IF NOT EXISTS vector;` to create the vector extension.

+The TypeScript SDK loads the `pg` driver only when you use this store, so install it alongside `mem0ai`:
+
+```bash
+npm install pg
+```
+
 ### Usage

 <CodeGroup>
@@ -366,6 +366,13 @@
              {
                "tab": "Agent Plugins",
                "groups": [
+                  {
+                    "group": "Overview",
+                    "icon": "puzzle-piece",
+                    "pages": [
+                      "integrations/agent-plugins"
+                    ]
+                  },
                  {
                    "group": "Coding Agents",
                    "icon": "terminal",
@@ -0,0 +1 @@
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@@ -0,0 +1 @@
+<svg height="1em" style="flex:none;line-height:1" viewBox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><title>Claude Code</title><path clip-rule="evenodd" d="M20.998 10.949H24v3.102h-3v3.028h-1.487V20H18v-2.921h-1.487V20H15v-2.921H9V20H7.488v-2.921H6V20H4.487v-2.921H3V14.05H0V10.95h3V5h17.998v5.949zM6 10.949h1.488V8.102H6v2.847zm10.51 0H18V8.102h-1.49v2.847z" fill="#D97757" fill-rule="evenodd"></path></svg>
@@ -0,0 +1 @@
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@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24"><title>Cursor</title><rect x="0.25" y="0.25" width="23.5" height="23.5" rx="5.5" fill="#161616" stroke="#3a3a3a" stroke-width="0.5"/><g transform="translate(4.000 4.000) scale(0.66667)" fill="#ffffff" fill-rule="evenodd"><path d="M22.106 5.68L12.5.135a.998.998 0 00-.998 0L1.893 5.68a.84.84 0 00-.419.726v11.186c0 .3.16.577.42.727l9.607 5.547a.999.999 0 00.998 0l9.608-5.547a.84.84 0 00.42-.727V6.407a.84.84 0 00-.42-.726zm-.603 1.176L12.228 22.92c-.063.108-.228.064-.228-.061V12.34a.59.59 0 00-.295-.51l-9.11-5.26c-.107-.062-.063-.228.062-.228h18.55c.264 0 .428.286.296.514z"/></g></svg>
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24"><title>Kimi</title><rect x="0.25" y="0.25" width="23.5" height="23.5" rx="5.5" fill="#161616" stroke="#3a3a3a" stroke-width="0.5"/><g transform="translate(4 4) scale(0.66667)"><path d="M21.846 0a1.923 1.923 0 110 3.846H20.15a.226.226 0 01-.227-.226V1.923C19.923.861 20.784 0 21.846 0z" fill="#1783FF"></path><path d="M11.065 11.199l7.257-7.2c.137-.136.06-.41-.116-.41H14.3a.164.164 0 00-.117.051l-7.82 7.756c-.122.12-.302.013-.302-.179V3.82c0-.127-.083-.23-.185-.23H3.186c-.103 0-.186.103-.186.23V19.77c0 .128.083.23.186.23h2.69c.103 0 .186-.102.186-.23v-3.25c0-.069.025-.135.069-.178l2.424-2.406a.158.158 0 01.205-.023l6.484 4.772a7.677 7.677 0 003.453 1.283c.108.012.2-.095.2-.23v-3.06c0-.117-.07-.212-.164-.227a5.028 5.028 0 01-2.027-.807l-5.613-4.064c-.117-.078-.132-.279-.028-.381z" fill="#fff"></path></g></svg>
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24"><title>opencode</title><rect x="0.25" y="0.25" width="23.5" height="23.5" rx="5.5" fill="#161616" stroke="#3a3a3a" stroke-width="0.5"/><g transform="translate(4.000 4.000) scale(0.66667)" fill="#ffffff" fill-rule="evenodd"><path d="M16 6H8v12h8V6zm4 16H4V2h16v20z"/></g></svg>
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24"><title>Pi</title><rect x="0.25" y="0.25" width="23.5" height="23.5" rx="5.5" fill="#161616" stroke="#3a3a3a" stroke-width="0.5"/><g transform="translate(4.000 4.000) scale(0.02857)" fill="#ffffff" fill-rule="evenodd"><path d="M420 280H280V140H0V0H420V280Z"/><path d="M560 560H420V280H560V560Z"/><path d="M140 560H0V140H140V280H280V420H140V560Z"/></g></svg>
@@ -0,0 +1,111 @@
+---
+title: "Agent Plugins Overview"
+sidebarTitle: "Overview"
+description: "Add persistent memory to the coding agent or agent harness you already use. Compare the Mem0 plugins and pick yours."
+---
+
+Coding agents forget everything when a session ends: your conventions, the bug you fixed yesterday, the command that finally worked. A Mem0 plugin fixes that inside the tool you already use. It captures what matters while you work and brings it back in the next session.
+
+<Info>
+  Plugins use a [Mem0 Platform](https://app.mem0.ai?utm_source=oss&utm_medium=agent-plugins-overview) account. OpenClaw and Hermes can also run fully self-hosted.
+</Info>
+
+## How a plugin works
+
+<Steps>
+  <Step title="Capture">
+    While you work, the plugin records your prompts, the agent's answers and useful tool results. Credentials are redacted before anything leaves your machine.
+  </Step>
+  <Step title="Extract">
+    Mem0 turns each session into short, durable memories: project conventions, decisions, fixes that worked, and your personal preferences.
+  </Step>
+  <Step title="Recall">
+    In the next session, relevant memories are added to the agent's context automatically or found with a search tool, depending on the plugin.
+  </Step>
+</Steps>
+
+## Coding agents
+
+<CardGroup cols={3}>
+  <Card title="Claude Code" icon="/images/provider-icons/claudecode-color.svg" href="/integrations/claude-code">
+    Automatic capture and recall, six commands, and the Sidekick agent.
+  </Card>
+  <Card title="Codex" icon="/images/provider-icons/codex-color.svg" href="/integrations/codex">
+    Automatic capture and recall in the Codex CLI and app.
+  </Card>
+  <Card title="Cursor" icon="/images/provider-icons/cursor.svg" href="/integrations/cursor">
+    Automatic capture, with recall through a search tool.
+  </Card>
+  <Card title="OpenCode" icon="/images/provider-icons/opencode.svg" href="/integrations/opencode">
+    Recall before every prompt and ten native memory tools.
+  </Card>
+  <Card title="Kimi Code" icon="/images/provider-icons/kimi-color.svg" href="/integrations/kimi">
+    Automatic capture and recall in the Kimi Code CLI.
+  </Card>
+  <Card title="Antigravity" icon="/images/provider-icons/antigravity-color.svg" href="/integrations/antigravity">
+    Automatic capture, with recall through a search tool.
+  </Card>
+</CardGroup>
+
+## Agent harnesses and chat apps
+
+<CardGroup cols={3}>
+  <Card title="OpenClaw" icon="/images/provider-icons/openclaw.svg" href="/integrations/openclaw">
+    Recall and capture on every turn. Platform or self-hosted.
+  </Card>
+  <Card title="Hermes Agent" icon="/images/provider-icons/hermes-tile.svg" href="/integrations/hermes">
+    Mem0 as Hermes' memory provider. Platform or self-hosted.
+  </Card>
+  <Card title="Pi Agent" icon="/images/provider-icons/pi.svg" href="/integrations/pi-agent">
+    Recall before every turn and automatic capture.
+  </Card>
+  <Card title="DeepSeek Harness" icon="/images/provider-icons/deepseek-color.svg" href="/integrations/deepseek-plugin">
+    Automatic recall and capture with two native tools.
+  </Card>
+  <Card title="Claude.ai" icon="/images/provider-icons/claude-color.svg" href="/integrations/claude-ai">
+    Add the verified Mem0 connector from Claude's directory and sign in. No API key needed.
+  </Card>
+  <Card title="Any MCP client" icon="plug" href="/platform/mem0-mcp">
+    Your tool is not listed? Connect it to the hosted Mem0 MCP server.
+  </Card>
+</CardGroup>
+
+## Compare plugins
+
+<Tabs>
+  <Tab title="Coding agents">
+    | Plugin | Auto capture | Auto recall | Skills | Team |
+    | --- | --- | --- | --- | --- |
+    | [Claude Code](/integrations/claude-code) | Yes | First prompt | 6, plus Sidekick | Shared |
+    | [Codex](/integrations/codex) | Yes | First prompt | 6 | Shared |
+    | [Cursor](/integrations/cursor) | Yes | Search tool | 6 | Shared |
+    | [Kimi Code](/integrations/kimi) | Yes | First prompt | 6 | Shared |
+    | [Antigravity](/integrations/antigravity) | Yes | Search tool | 6 | Shared |
+    | [OpenCode](/integrations/opencode) | Yes | Every prompt | 7 | Per user |
+
+    **First prompt:** relevant memories are added before the agent answers the first prompt of a session. **Search tool:** the agent calls `search_memories` when it needs context. **Shared:** teammates on the same repo share project memory.
+  </Tab>
+  <Tab title="Harnesses and chat apps">
+    | Plugin | Auto capture | Auto recall | Tools | Self-hosted |
+    | --- | --- | --- | --- | --- |
+    | [OpenClaw](/integrations/openclaw) | Yes | Every turn | Tools and skills | Yes |
+    | [Hermes Agent](/integrations/hermes) | Yes | Every turn | 4 | Yes |
+    | [Pi Agent](/integrations/pi-agent) | Yes | Every turn | 1 | No |
+    | [DeepSeek Harness](/integrations/deepseek-plugin) | Yes | Every prompt | 2 | No |
+    | [Claude.ai](/integrations/claude-ai) | When asked | When relevant | 9 | No |
+  </Tab>
+</Tabs>
+
+<Note>
+  Claude Code, Codex, Cursor, Kimi Code and Antigravity share the same memory core. Teammates working in the same repository, in any of these tools, read and write one shared project memory while their personal preferences stay private.
+</Note>
+
+## Which plugin should I use?
+
+- **You code in a terminal or IDE agent:** install the plugin for that tool from the cards above. Each page has its own install steps.
+- **Your team uses different agents on the same repo:** pick any of Claude Code, Codex, Cursor, Kimi Code or Antigravity. They share project memory across tools.
+- **You chat in Claude:** add the [Mem0 connector](https://claude.com/connectors/mem0) from Claude's directory.
+- **Your tool has no plugin:** connect it to the [hosted Mem0 MCP server](/platform/mem0-mcp).
+- **You need to keep data on your own infrastructure:** use OpenClaw or Hermes in self-hosted mode.
+
+<Snippet file="star-on-github.mdx" />
@@ -268,6 +268,7 @@ If the user is on a pre-current major (Python < 2, TS < 3, or a Platform call st
 - [Strands Agents](https://docs.mem0.ai/integrations/strands) [Both]: Use when the user is on AWS Strands and wants a native MemoryStore.

 ### AI Coding Tools
+- [Agent Plugins Overview](https://docs.mem0.ai/integrations/agent-plugins) [Platform]: Use when choosing a Mem0 plugin for a coding agent or agent harness, or comparing what each plugin captures and recalls.
 - [Claude Code](https://docs.mem0.ai/integrations/claude-code) [Platform]: Use when wiring memory into Claude Code.
 - [Claude.ai](https://docs.mem0.ai/integrations/claude-ai) [Platform]: Use when connecting Mem0 to Claude.ai (the hosted web app) via a custom remote MCP connector, or when Claude's native memory seems to be crowding out mem0 tool calls.
 - [Cursor](https://docs.mem0.ai/integrations/cursor) [Platform]: Use when adding lifecycle capture, explicit memory recall, and six memory skills to Cursor.
@@ -60,5 +60,10 @@
    "tsup": "^8.5.0",
    "typescript": "^5.6.0",
    "vitest": "^4.1.7"
+  },
+  "pnpm": {
+    "overrides": {
+      "axios@<1.20.0": ">=1.20.0 <2.0.0"
+    }
  }
 }
@@ -4,6 +4,9 @@ settings:
  autoInstallPeers: false
  excludeLinksFromLockfile: false

+overrides:
+  axios@<1.20.0: '>=1.20.0 <2.0.0'
+
 importers:

  .:
@@ -575,8 +578,8 @@ packages:
  asynckit@0.4.0:
    resolution: {integrity: sha512-Oei9OH4tRh0YqU3GxhX79dM/mwVgvbZJaSNaRk+bshkj0S5cfHcgYakreBjrHwatXKbz+IoIdYLxrKim2MjW0Q==}

-  axios@1.19.0:
-    resolution: {integrity: sha512-ht/iuYZXEjFxLH/Hkezgd7m6JKlHHXEUSneaDz8uZe1Gj5QZtCnpyDsckvAiEnT89OEbCLmnte4R4sn7P0EKFw==}
+  axios@1.20.0:
+    resolution: {integrity: sha512-r8aOh8j9cGKpgQAqpzrUHnSIc6a59Y3Xf/cv8sy1DrHCkZHzQGEuoq1tARk6qSyDdtQGSDgpb9kFlruzPvrgwg==}

  bundle-require@5.1.0:
    resolution: {integrity: sha512-3WrrOuZiyaaZPWiEt4G3+IffISVC9HYlWueJEBWED4ZH4aIAC2PnkdnuRrR94M+w6yGWn4AglWtJtBI8YqvgoA==}
@@ -1610,7 +1613,7 @@ snapshots:

  asynckit@0.4.0: {}

-  axios@1.19.0:
+  axios@1.20.0:
    dependencies:
      follow-redirects: 1.16.0
      form-data: 4.0.6
@@ -1856,7 +1859,7 @@ snapshots:

  mem0ai@3.1.6:
    dependencies:
-      axios: 1.19.0
+      axios: 1.20.0
      openai: 4.104.0(zod@3.25.76)
      uuid: 11.1.1
      zod: 3.25.76
@@ -74,8 +74,8 @@
      "brace-expansion@<1.1.16": ">=1.1.16 <2.0.0",
      "brace-expansion@>=2.0.0 <2.1.2": ">=2.1.2 <3.0.0",
      "brace-expansion@>=5.0.0 <5.0.8": ">=5.0.8",
-      "js-yaml@<3.15.1": ">=3.15.1 <4.0.0",
-      "js-yaml@>=4.0.0 <4.3.1": ">=4.3.1 <5.0.0"
+      "js-yaml@<3.15.2": ">=3.15.2 <4.0.0",
+      "js-yaml@>=4.0.0 <4.3.2": ">=4.3.2 <5.0.0"
    }
  }
 }
@@ -11,8 +11,8 @@ overrides:
  brace-expansion@<1.1.16: '>=1.1.16 <2.0.0'
  brace-expansion@>=2.0.0 <2.1.2: '>=2.1.2 <3.0.0'
  brace-expansion@>=5.0.0 <5.0.8: '>=5.0.8'
-  js-yaml@<3.15.1: '>=3.15.1 <4.0.0'
-  js-yaml@>=4.0.0 <4.3.1: '>=4.3.1 <5.0.0'
+  js-yaml@<3.15.2: '>=3.15.2 <4.0.0'
+  js-yaml@>=4.0.0 <4.3.2: '>=4.3.2 <5.0.0'

 importers:

@@ -1494,12 +1494,12 @@ packages:
  js-tokens@4.0.0:
    resolution: {integrity: sha512-RdJUflcE3cUzKiMqQgsCu06FPu9UdIJO0beYbPhHN4k6apgJtifcoCtT9bcxOpYBtpD2kCM6Sbzg4CausW/PKQ==}

-  js-yaml@3.15.1:
-    resolution: {integrity: sha512-S99WuO3HlhO3XN41EtYUNl9zzXjoJx7QvmipxsJVxtCBT0YHEFy+iOJhjSvrmV12nYhWpZaM8lPHkJm0yUMbag==}
+  js-yaml@3.15.2:
+    resolution: {integrity: sha512-6EuL879VkRA+1Cz578mKMiKvjPNEuk6+r1JaFzoSWejZmtf7xWbIyw1e3KkxlkzTIt9Taw6JBhEppG7utc1P+w==}
    hasBin: true

-  js-yaml@4.3.1:
-    resolution: {integrity: sha512-CY6crGq313MX8GkwvB7tzgp99vjQxY1++5y10/BKN/GUfHqWaOGQMNZkBvqSzsZKWk/ijwHlWzzkLulsGHhjWQ==}
+  js-yaml@4.3.2:
+    resolution: {integrity: sha512-SFNOvSJ+Dgf/9An904Yx+CgSlIPCkIpao4qo51lpee25TIRejdH3rhR4EZMGoNx3/TP3O+wzWuiTFl4sqbltzA==}
    hasBin: true

  jsesc@3.1.0:
@@ -2506,7 +2506,7 @@ snapshots:
      globals: 13.24.0
      ignore: 5.3.2
      import-fresh: 3.3.1
-      js-yaml: 4.3.1
+      js-yaml: 4.3.2
      minimatch: 3.1.5
      strip-json-comments: 3.1.1
    transitivePeerDependencies:
@@ -2546,7 +2546,7 @@ snapshots:
      camelcase: 5.3.1
      find-up: 4.1.0
      get-package-type: 0.1.0
-      js-yaml: 3.15.1
+      js-yaml: 3.15.2
      resolve-from: 5.0.0

  '@istanbuljs/schema@0.1.6': {}
@@ -3353,7 +3353,7 @@ snapshots:
      imurmurhash: 0.1.4
      is-glob: 4.0.3
      is-path-inside: 3.0.3
-      js-yaml: 4.3.1
+      js-yaml: 4.3.2
      json-stable-stringify-without-jsonify: 1.0.1
      levn: 0.4.1
      lodash.merge: 4.6.2
@@ -4173,12 +4173,12 @@ snapshots:

  js-tokens@4.0.0: {}

-  js-yaml@3.15.1:
+  js-yaml@3.15.2:
    dependencies:
      argparse: 1.0.10
      esprima: 4.0.1

-  js-yaml@4.3.1:
+  js-yaml@4.3.2:
    dependencies:
      argparse: 2.0.1

@@ -72,8 +72,8 @@
      "@qdrant/js-client-rest": "^1.18.0",
      "uuid@<11.1.1": ">=11.1.1",
      "esbuild": ">=0.28.1",
-      "undici@<7.29.0": ">=7.29.0 <8.0.0",
-      "axios@<1.18.0": ">=1.18.0 <2.0.0",
+      "undici@<7.29.1": ">=7.29.1 <8.0.0",
+      "axios@<1.20.0": ">=1.20.0 <2.0.0",
      "postcss@<8.5.18": ">=8.5.18 <9.0.0",
      "mongoose@>=9.0.0 <9.7.2": ">=9.7.2 <10.0.0"
    }
@@ -13,8 +13,8 @@ overrides:
  '@qdrant/js-client-rest': ^1.18.0
  uuid@<11.1.1: '>=11.1.1'
  esbuild: '>=0.28.1'
-  undici@<7.29.0: '>=7.29.0 <8.0.0'
-  axios@<1.18.0: '>=1.18.0 <2.0.0'
+  undici@<7.29.1: '>=7.29.1 <8.0.0'
+  axios@<1.20.0: '>=1.20.0 <2.0.0'
  postcss@<8.5.18: '>=8.5.18 <9.0.0'
  mongoose@>=9.0.0 <9.7.2: '>=9.7.2 <10.0.0'

@@ -857,8 +857,8 @@ packages:
  asynckit@0.4.0:
    resolution: {integrity: sha512-Oei9OH4tRh0YqU3GxhX79dM/mwVgvbZJaSNaRk+bshkj0S5cfHcgYakreBjrHwatXKbz+IoIdYLxrKim2MjW0Q==}

-  axios@1.18.1:
-    resolution: {integrity: sha512-3nTvFlvpn9Zu/RkHUqtc7/+al4UpRW5az71ap5zccp6e8RAYEzhMTecX8Dz1wWDYrPpUoB1HAQEGEAEvUr7S9g==}
+  axios@1.20.0:
+    resolution: {integrity: sha512-r8aOh8j9cGKpgQAqpzrUHnSIc6a59Y3Xf/cv8sy1DrHCkZHzQGEuoq1tARk6qSyDdtQGSDgpb9kFlruzPvrgwg==}

  base-64@0.1.0:
    resolution: {integrity: sha512-Y5gU45svrR5tI2Vt/X9GPd3L0HNIKzGu202EjxrXMpuc2V2CiKgemAbUUsqYmZJvPtCXoUKjNZwBJzsNScUbXA==}
@@ -2036,8 +2036,8 @@ packages:
  undici-types@6.21.0:
    resolution: {integrity: sha512-iwDZqg0QAGrg9Rav5H4n0M64c3mkR59cJ6wQp+7C4nI0gsmExaedaYLNO44eT4AtBBwjbTiGPMlt2Md0T9H9JQ==}

-  undici@7.29.0:
-    resolution: {integrity: sha512-IDxfleLmmbSskfWSUATiN1nfn2rDuvnMOqb5CWR92iIfojA0Ud+ulOAAEQ57LPr9rWmsreUyf5lwyao+7GNNVw==}
+  undici@7.30.0:
+    resolution: {integrity: sha512-dkrQXeHSaoamnItlYbmzG0wFYrM0ZwDxCIg0A7aKjTyyhh9svRzCNFEzV+Vm05/yehjCzjDZ31KXfGEjYSztDQ==}
    engines: {node: '>=20.18.1'}

  util-deprecate@1.0.2:
@@ -2547,7 +2547,7 @@ snapshots:
    dependencies:
      '@qdrant/openapi-typescript-fetch': 1.2.6
      typescript: 5.9.3
-      undici: 7.29.0
+      undici: 7.30.0

  '@qdrant/openapi-typescript-fetch@1.2.6': {}

@@ -2906,7 +2906,7 @@ snapshots:

  asynckit@0.4.0: {}

-  axios@1.18.1:
+  axios@1.20.0:
    dependencies:
      follow-redirects: 1.16.0
      form-data: 4.0.6
@@ -3529,7 +3529,7 @@ snapshots:
      '@supabase/supabase-js': 2.108.1
      '@types/jest': 29.5.14
      '@types/pg': 8.11.0
-      axios: 1.18.1
+      axios: 1.20.0
      better-sqlite3: 12.10.0
      cloudflare: 4.5.0
      compromise: 14.15.1
@@ -4121,7 +4121,7 @@ snapshots:

  undici-types@6.21.0: {}

-  undici@7.29.0: {}
+  undici@7.30.0: {}

  util-deprecate@1.0.2: {}

@@ -21,7 +21,7 @@ overrides:
  "@qdrant/js-client-rest": "^1.18.0"
  "uuid@<11.1.1": ">=11.1.1"
  "esbuild": ">=0.28.1"
-  "undici@<7.29.0": ">=7.29.0 <8.0.0"
-  "axios@<1.18.0": ">=1.18.0 <2.0.0"
+  "undici@<7.29.1": ">=7.29.1 <8.0.0"
+  "axios@<1.20.0": ">=1.20.0 <2.0.0"
  "postcss@<8.5.18": ">=8.5.18 <9.0.0"
  "mongoose@>=9.0.0 <9.7.2": ">=9.7.2 <10.0.0"
@@ -72,9 +72,9 @@
      "form-data@<4.0.6": ">=4.0.6",
      "uuid@<11.1.1": ">=11.1.1",
      "esbuild": ">=0.28.1",
-      "undici@<7.29.0": ">=7.29.0 <8.0.0",
-      "undici@>=8.0.0 <8.9.0": ">=8.9.0 <9.0.0",
-      "axios@<1.18.0": ">=1.18.0 <2.0.0",
+      "undici@<7.29.1": ">=7.29.1 <8.0.0",
+      "undici@>=8.0.0 <8.10.2": ">=8.10.2 <9.0.0",
+      "axios@<1.20.0": ">=1.20.0 <2.0.0",
      "brace-expansion@>=3.0.0 <5.0.8": ">=5.0.8 <6.0.0",
      "postcss@<8.5.18": ">=8.5.18 <9.0.0",
      "mongoose@>=9.0.0 <9.7.2": ">=9.7.2 <10.0.0",
@@ -8,9 +8,9 @@ overrides:
  form-data@<4.0.6: '>=4.0.6'
  uuid@<11.1.1: '>=11.1.1'
  esbuild: '>=0.28.1'
-  undici@<7.29.0: '>=7.29.0 <8.0.0'
-  undici@>=8.0.0 <8.9.0: '>=8.9.0 <9.0.0'
-  axios@<1.18.0: '>=1.18.0 <2.0.0'
+  undici@<7.29.1: '>=7.29.1 <8.0.0'
+  undici@>=8.0.0 <8.10.2: '>=8.10.2 <9.0.0'
+  axios@<1.20.0: '>=1.20.0 <2.0.0'
  brace-expansion@>=3.0.0 <5.0.8: '>=5.0.8 <6.0.0'
  postcss@<8.5.18: '>=8.5.18 <9.0.0'
  mongoose@>=9.0.0 <9.7.2: '>=9.7.2 <10.0.0'
@@ -1066,8 +1066,8 @@ packages:
  asynckit@0.4.0:
    resolution: {integrity: sha512-Oei9OH4tRh0YqU3GxhX79dM/mwVgvbZJaSNaRk+bshkj0S5cfHcgYakreBjrHwatXKbz+IoIdYLxrKim2MjW0Q==}

-  axios@1.18.1:
-    resolution: {integrity: sha512-3nTvFlvpn9Zu/RkHUqtc7/+al4UpRW5az71ap5zccp6e8RAYEzhMTecX8Dz1wWDYrPpUoB1HAQEGEAEvUr7S9g==}
+  axios@1.20.0:
+    resolution: {integrity: sha512-r8aOh8j9cGKpgQAqpzrUHnSIc6a59Y3Xf/cv8sy1DrHCkZHzQGEuoq1tARk6qSyDdtQGSDgpb9kFlruzPvrgwg==}

  balanced-match@4.0.4:
    resolution: {integrity: sha512-BLrgEcRTwX2o6gGxGOCNyMvGSp35YofuYzw9h1IMTRmKqttAZZVU67bdb9Pr2vUHA8+j3i2tJfjO6C6+4myGTA==}
@@ -2354,12 +2354,12 @@ packages:
  undici-types@7.24.6:
    resolution: {integrity: sha512-WRNW+sJgj5OBN4/0JpHFqtqzhpbnV0GuB+OozA9gCL7a993SmU+1JBZCzLNxYsbMfIeDL+lTsphD5jN5N+n0zg==}

-  undici@7.29.0:
-    resolution: {integrity: sha512-IDxfleLmmbSskfWSUATiN1nfn2rDuvnMOqb5CWR92iIfojA0Ud+ulOAAEQ57LPr9rWmsreUyf5lwyao+7GNNVw==}
+  undici@7.30.0:
+    resolution: {integrity: sha512-dkrQXeHSaoamnItlYbmzG0wFYrM0ZwDxCIg0A7aKjTyyhh9svRzCNFEzV+Vm05/yehjCzjDZ31KXfGEjYSztDQ==}
    engines: {node: '>=20.18.1'}

-  undici@8.10.0:
-    resolution: {integrity: sha512-HvltHd7avK13QIw/oLe4qoOLyoVSoafqJ2jYOrtMRBkbYT31eiBQ8O0ehRKZiEZCMEyLFQNIADpgCWC5fALvYQ==}
+  undici@8.11.2:
+    resolution: {integrity: sha512-u4UB2/IrKdU6lFxumHmmo1a3fCQO5tzQllRorfoRS63txhrB7xTpSn1PftwC4qEHkOaqP95fCWW4lJzwErwzhQ==}
    engines: {node: '>=22.19.0'}

  util-deprecate@1.0.2:
@@ -2942,7 +2942,7 @@ snapshots:
      minimatch: 10.2.5
      proper-lockfile: 4.1.2
      typebox: 1.1.38
-      undici: 8.10.0
+      undici: 8.11.2
      yaml: 2.9.0
    optionalDependencies:
      '@mariozechner/clipboard': 0.3.9
@@ -3203,7 +3203,7 @@ snapshots:
    dependencies:
      '@qdrant/openapi-typescript-fetch': 1.2.6
      typescript: 6.0.3
-      undici: 7.29.0
+      undici: 7.30.0

  '@qdrant/openapi-typescript-fetch@1.2.6': {}

@@ -3598,7 +3598,7 @@ snapshots:

  asynckit@0.4.0: {}

-  axios@1.18.1:
+  axios@1.20.0:
    dependencies:
      follow-redirects: 1.16.0
      form-data: 4.0.6
@@ -4253,7 +4253,7 @@ snapshots:
      '@supabase/supabase-js': 2.108.1
      '@types/jest': 29.5.14
      '@types/pg': 8.11.0
-      axios: 1.18.1
+      axios: 1.20.0
      better-sqlite3: 12.10.0
      cloudflare: 4.5.0
      compromise: 14.15.1
@@ -4895,9 +4895,9 @@ snapshots:

  undici-types@7.24.6: {}

-  undici@7.29.0: {}
+  undici@7.30.0: {}

-  undici@8.10.0: {}
+  undici@8.11.2: {}

  util-deprecate@1.0.2: {}

@@ -5,9 +5,9 @@ overrides:
  "form-data@<4.0.6": ">=4.0.6"
  "uuid@<11.1.1": ">=11.1.1"
  "esbuild": ">=0.28.1"
-  "undici@<7.29.0": ">=7.29.0 <8.0.0"
-  "undici@>=8.0.0 <8.9.0": ">=8.9.0 <9.0.0"
-  "axios@<1.18.0": ">=1.18.0 <2.0.0"
+  "undici@<7.29.1": ">=7.29.1 <8.0.0"
+  "undici@>=8.0.0 <8.10.2": ">=8.10.2 <9.0.0"
+  "axios@<1.20.0": ">=1.20.0 <2.0.0"
  "brace-expansion@>=3.0.0 <5.0.8": ">=5.0.8 <6.0.0"
  "postcss@<8.5.18": ">=8.5.18 <9.0.0"
  "mongoose@>=9.0.0 <9.7.2": ">=9.7.2 <10.0.0"
@@ -88,8 +88,8 @@
      "esbuild": ">=0.28.1",
      "brace-expansion@<1.1.16": ">=1.1.16 <2.0.0",
      "brace-expansion@>=3.0.0 <5.0.8": ">=5.0.8 <6.0.0",
-      "js-yaml@<3.15.1": ">=3.15.1 <4.0.0",
-      "js-yaml@>=4.0.0 <4.3.1": ">=4.3.1 <5.0.0",
+      "js-yaml@<3.15.2": ">=3.15.2 <4.0.0",
+      "js-yaml@>=4.0.0 <4.3.2": ">=4.3.2 <5.0.0",
      "browserslist@<4.28.7": ">=4.28.7 <5.0.0"
    }
  }
@@ -14,8 +14,8 @@ overrides:
  esbuild: '>=0.28.1'
  brace-expansion@<1.1.16: '>=1.1.16 <2.0.0'
  brace-expansion@>=3.0.0 <5.0.8: '>=5.0.8 <6.0.0'
-  js-yaml@<3.15.1: '>=3.15.1 <4.0.0'
-  js-yaml@>=4.0.0 <4.3.1: '>=4.3.1 <5.0.0'
+  js-yaml@<3.15.2: '>=3.15.2 <4.0.0'
+  js-yaml@>=4.0.0 <4.3.2: '>=4.3.2 <5.0.0'
  browserslist@<4.28.7: '>=4.28.7 <5.0.0'

 importers:
@@ -1356,8 +1356,8 @@ packages:
  js-tokens@4.0.0:
    resolution: {integrity: sha512-RdJUflcE3cUzKiMqQgsCu06FPu9UdIJO0beYbPhHN4k6apgJtifcoCtT9bcxOpYBtpD2kCM6Sbzg4CausW/PKQ==}

-  js-yaml@3.15.1:
-    resolution: {integrity: sha512-S99WuO3HlhO3XN41EtYUNl9zzXjoJx7QvmipxsJVxtCBT0YHEFy+iOJhjSvrmV12nYhWpZaM8lPHkJm0yUMbag==}
+  js-yaml@3.15.2:
+    resolution: {integrity: sha512-6EuL879VkRA+1Cz578mKMiKvjPNEuk6+r1JaFzoSWejZmtf7xWbIyw1e3KkxlkzTIt9Taw6JBhEppG7utc1P+w==}
    hasBin: true

  jsesc@3.1.0:
@@ -2231,7 +2231,7 @@ snapshots:
      camelcase: 5.3.1
      find-up: 4.1.0
      get-package-type: 0.1.0
-      js-yaml: 3.15.1
+      js-yaml: 3.15.2
      resolve-from: 5.0.0

  '@istanbuljs/schema@0.1.6': {}
@@ -3360,7 +3360,7 @@ snapshots:

  js-tokens@4.0.0: {}

-  js-yaml@3.15.1:
+  js-yaml@3.15.2:
    dependencies:
      argparse: 1.0.10
      esprima: 4.0.1
@@ -15,6 +15,6 @@ overrides:
  "esbuild": ">=0.28.1"
  "brace-expansion@<1.1.16": ">=1.1.16 <2.0.0"
  "brace-expansion@>=3.0.0 <5.0.8": ">=5.0.8 <6.0.0"
-  "js-yaml@<3.15.1": ">=3.15.1 <4.0.0"
-  "js-yaml@>=4.0.0 <4.3.1": ">=4.3.1 <5.0.0"
+  "js-yaml@<3.15.2": ">=3.15.2 <4.0.0"
+  "js-yaml@>=4.0.0 <4.3.2": ">=4.3.2 <5.0.0"
  "browserslist@<4.28.7": ">=4.28.7 <5.0.0"
@@ -72,7 +72,7 @@
      "undici@<7.29.0": ">=7.29.0 <8.0.0",
      "undici@>=8.0.0 <8.9.0": ">=8.9.0 <9.0.0",
      "brace-expansion@<1.1.16": ">=1.1.16 <2.0.0",
-      "js-yaml@<3.15.1": ">=3.15.1 <4.0.0"
+      "js-yaml@<3.15.2": ">=3.15.2 <4.0.0"
    }
  }
 }
@@ -11,7 +11,7 @@ overrides:
  undici@<7.29.0: '>=7.29.0 <8.0.0'
  undici@>=8.0.0 <8.9.0: '>=8.9.0 <9.0.0'
  brace-expansion@<1.1.16: '>=1.1.16 <2.0.0'
-  js-yaml@<3.15.1: '>=3.15.1 <4.0.0'
+  js-yaml@<3.15.2: '>=3.15.2 <4.0.0'

 importers:

@@ -951,8 +951,8 @@ packages:
  js-tokens@4.0.0:
    resolution: {integrity: sha512-RdJUflcE3cUzKiMqQgsCu06FPu9UdIJO0beYbPhHN4k6apgJtifcoCtT9bcxOpYBtpD2kCM6Sbzg4CausW/PKQ==}

-  js-yaml@3.15.1:
-    resolution: {integrity: sha512-S99WuO3HlhO3XN41EtYUNl9zzXjoJx7QvmipxsJVxtCBT0YHEFy+iOJhjSvrmV12nYhWpZaM8lPHkJm0yUMbag==}
+  js-yaml@3.15.2:
+    resolution: {integrity: sha512-6EuL879VkRA+1Cz578mKMiKvjPNEuk6+r1JaFzoSWejZmtf7xWbIyw1e3KkxlkzTIt9Taw6JBhEppG7utc1P+w==}
    hasBin: true

  jsesc@3.1.0:
@@ -1654,7 +1654,7 @@ snapshots:
      camelcase: 5.3.1
      find-up: 4.1.0
      get-package-type: 0.1.0
-      js-yaml: 3.15.1
+      js-yaml: 3.15.2
      resolve-from: 5.0.0

  '@istanbuljs/schema@0.1.6': {}
@@ -2714,7 +2714,7 @@ snapshots:

  js-tokens@4.0.0: {}

-  js-yaml@3.15.1:
+  js-yaml@3.15.2:
    dependencies:
      argparse: 1.0.10
      esprima: 4.0.1
@@ -8,4 +8,4 @@ overrides:
  "undici@<7.29.0": ">=7.29.0 <8.0.0"
  "undici@>=8.0.0 <8.9.0": ">=8.9.0 <9.0.0"
  "brace-expansion@<1.1.16": ">=1.1.16 <2.0.0"
-  "js-yaml@<3.15.1": ">=3.15.1 <4.0.0"
+  "js-yaml@<3.15.2": ">=3.15.2 <4.0.0"
@@ -1,6 +1,6 @@
 {
  "name": "mem0ai",
-  "version": "3.3.0",
+  "version": "3.3.1",
  "description": "The Memory Layer For Your AI Apps",
  "main": "./dist/index.js",
  "module": "./dist/index.mjs",
@@ -100,10 +100,11 @@
    "tsup": "^8.3.0",
    "typescript": "5.5.4",
    "iovalkey": "^0.3.3",
-    "@mochow/mochow-sdk-node": "^2.1.5"
+    "@mochow/mochow-sdk-node": "^2.1.5",
+    "@types/jest": "^29.5.14"
  },
  "dependencies": {
-    "axios": "^1.18.0",
+    "axios": "^1.20.0",
    "openai": "^4.93.0",
    "uuid": "^11.1.1",
    "zod": "^3.24.1"
@@ -127,8 +128,7 @@
    "@qdrant/js-client-rest": "^1.18.0",
    "@supabase/supabase-js": "^2.49.1",
    "@turbopuffer/turbopuffer": "^2.0.0",
-    "@types/jest": "29.5.14",
-    "@types/pg": "8.11.0",
+    "@types/pg": "^8.11.0",
    "@upstash/vector": "^1.2.3",
    "better-sqlite3": "^12.6.2",
    "cassandra-driver": "4.8.0",
@@ -141,7 +141,7 @@
    "weaviate-client": "^3.0.0",
    "ollama": "^0.5.14",
    "oracledb": "^6.5.0 || ^7.0.0",
-    "pg": "8.11.3",
+    "pg": "^8.11.3",
    "redis": "^4.6.13",
    "@elastic/elasticsearch": "^9.0.0",
    "iovalkey": "^0.3.3",
@@ -257,6 +257,15 @@
    },
    "oracledb": {
      "optional": true
+    },
+    "pg": {
+      "optional": true
+    },
+    "@types/pg": {
+      "optional": true
+    },
+    "natural": {
+      "optional": true
    }
  },
  "engines": {
@@ -276,10 +285,10 @@
      "picomatch@<2.3.2": "^2.3.2",
      "picomatch@>=4.0.0 <4.0.4": "^4.0.4",
      "jws@4.0.0": "4.0.1",
-      "js-yaml@<3.15.1": ">=3.15.1 <4.0.0",
-      "js-yaml@>=4.0.0 <4.3.1": ">=4.3.1 <5.0.0",
-      "sharp@<0.35.0": ">=0.35.0 <0.36.0",
-      "adm-zip@<0.6.0": ">=0.6.0 <0.7.0",
+      "js-yaml@<3.15.2": ">=3.15.2 <4.0.0",
+      "js-yaml@>=4.0.0 <4.3.2": ">=4.3.2 <5.0.0",
+      "sharp@<0.35.4": ">=0.35.4 <0.36.0",
+      "adm-zip@<0.6.1": ">=0.6.1 <0.7.0",
      "langsmith@<0.6.0": "^0.6.0",
      "minimatch@<3.1.3": "^3.1.3",
      "minimatch@>=5.0.0 <5.1.8": "^5.1.8",
@@ -294,21 +303,23 @@
      "glob@>=10.2.0 <10.5.0": "^10.5.0",
      "@modelcontextprotocol/sdk": "^1.25.4",
      "esbuild": ">=0.28.1",
-      "undici@<7.29.0": ">=7.29.0 <8.0.0",
+      "undici@<7.29.1": ">=7.29.1 <8.0.0",
      "@aws-sdk/client-bedrock-runtime": "3.967.0",
      "@aws-sdk/client-neptune-graph": "3.966.0",
-      "axios@<1.18.0": ">=1.18.0 <2.0.0",
+      "axios@<1.20.0": ">=1.20.0 <2.0.0",
      "brace-expansion@<1.1.16": ">=1.1.16 <2.0.0",
-      "brace-expansion@>=2.0.0 <2.1.4": ">=2.1.4 <3.0.0",
+      "brace-expansion@>=2.0.0 <2.1.6": ">=2.1.6 <3.0.0",
      "brace-expansion@>=3.0.0 <5.0.8": ">=5.0.8 <6.0.0",
      "fast-xml-parser@>=5.0.0 <5.10.1": ">=5.10.1 <6.0.0",
      "tar@<7.5.21": ">=7.5.21 <8.0.0",
      "thrift@<0.23.0": "^0.23.0",
      "mongoose@>=9.0.0 <9.7.2": ">=9.7.2 <10.0.0",
      "protobufjs@<7.6.5": ">=7.6.5 <8.0.0",
-      "ip-address@<10.3.1": ">=10.3.1 <11.0.0",
+      "ip-address@<10.5.1": ">=10.5.1 <11.0.0",
      "browserslist@<4.28.7": ">=4.28.7 <5.0.0",
-      "mysql2@<3.23.1": ">=3.23.1 <4.0.0"
+      "mysql2@<3.23.1": ">=3.23.1 <4.0.0",
+      "basic-ftp@<6.2.1": ">=6.2.1 <7.0.0",
+      "@grpc/grpc-js@>=1.14.0 <1.14.5": ">=1.14.5 <2.0.0"
    }
  }
 }
@@ -9,10 +9,10 @@ overrides:
  picomatch@<2.3.2: ^2.3.2
  picomatch@>=4.0.0 <4.0.4: ^4.0.4
  jws@4.0.0: 4.0.1
-  js-yaml@<3.15.1: '>=3.15.1 <4.0.0'
-  js-yaml@>=4.0.0 <4.3.1: '>=4.3.1 <5.0.0'
-  sharp@<0.35.0: '>=0.35.0 <0.36.0'
-  adm-zip@<0.6.0: '>=0.6.0 <0.7.0'
+  js-yaml@<3.15.2: '>=3.15.2 <4.0.0'
+  js-yaml@>=4.0.0 <4.3.2: '>=4.3.2 <5.0.0'
+  sharp@<0.35.4: '>=0.35.4 <0.36.0'
+  adm-zip@<0.6.1: '>=0.6.1 <0.7.0'
  langsmith@<0.6.0: ^0.6.0
  minimatch@<3.1.3: ^3.1.3
  minimatch@>=5.0.0 <5.1.8: ^5.1.8
@@ -27,21 +27,23 @@ overrides:
  glob@>=10.2.0 <10.5.0: ^10.5.0
  '@modelcontextprotocol/sdk': ^1.25.4
  esbuild: '>=0.28.1'
-  undici@<7.29.0: '>=7.29.0 <8.0.0'
+  undici@<7.29.1: '>=7.29.1 <8.0.0'
  '@aws-sdk/client-bedrock-runtime': 3.967.0
  '@aws-sdk/client-neptune-graph': 3.966.0
-  axios@<1.18.0: '>=1.18.0 <2.0.0'
+  axios@<1.20.0: '>=1.20.0 <2.0.0'
  brace-expansion@<1.1.16: '>=1.1.16 <2.0.0'
-  brace-expansion@>=2.0.0 <2.1.4: '>=2.1.4 <3.0.0'
+  brace-expansion@>=2.0.0 <2.1.6: '>=2.1.6 <3.0.0'
  brace-expansion@>=3.0.0 <5.0.8: '>=5.0.8 <6.0.0'
  fast-xml-parser@>=5.0.0 <5.10.1: '>=5.10.1 <6.0.0'
  tar@<7.5.21: '>=7.5.21 <8.0.0'
  thrift@<0.23.0: ^0.23.0
  mongoose@>=9.0.0 <9.7.2: '>=9.7.2 <10.0.0'
  protobufjs@<7.6.5: '>=7.6.5 <8.0.0'
-  ip-address@<10.3.1: '>=10.3.1 <11.0.0'
+  ip-address@<10.5.1: '>=10.5.1 <11.0.0'
  browserslist@<4.28.7: '>=4.28.7 <5.0.0'
  mysql2@<3.23.1: '>=3.23.1 <4.0.0'
+  basic-ftp@<6.2.1: '>=6.2.1 <7.0.0'
+  '@grpc/grpc-js@>=1.14.0 <1.14.5': '>=1.14.5 <2.0.0'

 patchedDependencies:
  tar@7.5.22:
@@ -109,11 +111,8 @@ importers:
      '@turbopuffer/turbopuffer':
        specifier: ^2.0.0
        version: 2.5.0
-      '@types/jest':
-        specifier: 29.5.14
-        version: 29.5.14
      '@types/pg':
-        specifier: 8.11.0
+        specifier: ^8.11.0
        version: 8.11.0
      '@upstash/vector':
        specifier: ^1.2.3
@@ -122,8 +121,8 @@ importers:
        specifier: ^2.4.0 || ^3.0.0
        version: 3.0.3
      axios:
-        specifier: ^1.18.0
-        version: 1.18.1
+        specifier: ^1.20.0
+        version: 1.20.0
      better-sqlite3:
        specifier: ^12.6.2
        version: 12.10.0
@@ -167,8 +166,8 @@ importers:
        specifier: ^6.5.0 || ^7.0.0
        version: 7.0.1
      pg:
-        specifier: 8.11.3
-        version: 8.11.3
+        specifier: ^8.11.3
+        version: 8.21.0
      redis:
        specifier: ^4.6.13
        version: 4.7.1
@@ -191,6 +190,9 @@ importers:
      '@types/better-sqlite3':
        specifier: ^7.6.13
        version: 7.6.13
+      '@types/jest':
+        specifier: ^29.5.14
+        version: 29.5.14
      '@types/node':
        specifier: ^22.7.6
        version: 22.19.21
@@ -861,8 +863,8 @@ packages:
    resolution: {integrity: sha512-L38Ax21uF2OPUmCRWycZ/dZdMYf7gMrtClcxvVrqJVFmn8ET2M++GYmFGJpLqOHS1beATxOXLWe7y2ijSQz/ng==}
    engines: {node: '>=20'}

-  '@emnapi/runtime@1.11.2':
-    resolution: {integrity: sha512-kyOl3X0DuTiT1h2ft8r2fYO8JYtU9a9Xis/zBSiGArNaagCOWx90N1k2wxp18czFDH+OgcWGb5ZP/XMt3dcyPA==}
+  '@emnapi/runtime@1.11.3':
+    resolution: {integrity: sha512-Xz4Tpyki7XyrpbUK1jR1AhdAdaXyhhY4lZ3neLodmhpuWfy2PAQN5B46sAiU4liOXGLkHypn/qU+jvfWSCYYLA==}

  '@esbuild/aix-ppc64@0.28.1':
    resolution: {integrity: sha512-Svl7tq8k/08+p6CXPpRjQ1fKX+1odH/BQbb48fV6fj3CWHhsoIOoY87w1oHXm0qEpkIK3ZfVgp0hed3XBXzXMQ==}
@@ -1038,8 +1040,8 @@ packages:
    peerDependencies:
      graphql: ^0.8.0 || ^0.9.0 || ^0.10.0 || ^0.11.0 || ^0.12.0 || ^0.13.0 || ^14.0.0 || ^15.0.0 || ^16.0.0 || ^17.0.0

-  '@grpc/grpc-js@1.14.4':
-    resolution: {integrity: sha512-k9Dj3DV/itK9D06Y8f190Qgop7/Ui+D0njFV3LHMPwPT75DpXLQohE9Wmz0QElrJnzsjB7KPWiKJbOl7IPDArQ==}
+  '@grpc/grpc-js@1.14.5':
+    resolution: {integrity: sha512-7VZM+SVdEcUUqSQeNI3zM8Qs/BhQKZndPo2h5VkYkAM8Iz0wJIa8mKV5ekQGqG8UUsnkQ0NMxIxwkIHYvj0qOw==}
    engines: {node: '>=12.10.0'}

  '@grpc/proto-loader@0.8.1':
@@ -1075,144 +1077,144 @@ packages:
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    engines: {node: '>=18'}

-  '@img/sharp-darwin-arm64@0.35.3':
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+  '@img/sharp-darwin-arm64@0.35.5':
+    resolution: {integrity: sha512-QRUlFQ0WxvdWyqqG/WtI3iupfD5rBzmCHXSdPsY91sAtVtTo7Q4cb6zOccZ3gqEqkr0f1As1ehLqmEpDsRf+lg==}
    engines: {node: '>=20.9.0'}
    cpu: [arm64]
    os: [darwin]

-  '@img/sharp-darwin-x64@0.35.3':
-    resolution: {integrity: sha512-Xo+5uFBtLN0BKqieTxiFzFPQAUlBbbH5iBKyRX/z1JrbnYsHTfKJnUfL8+p2TPXr1pXqao4eeL4Rl144uDpK9w==}
+  '@img/sharp-darwin-x64@0.35.5':
+    resolution: {integrity: sha512-+BR255RhDlpygUpOc/Jdt1nT6DQ3XG/ERo5wbcdOf5Q320dKtPCKPLR1LJs9VGXRaMa8l1uUa0tkCNOXiAxZUw==}
    engines: {node: '>=20.9.0'}
    cpu: [x64]
    os: [darwin]

-  '@img/sharp-freebsd-wasm32@0.35.3':
-    resolution: {integrity: sha512-lUxcqWIj2wMQ9BrwNjngcr1gWUr5xgaGThBRqPPalIC2n67Cqj1uPh8NnA/ZhAg8hUbKl+kVHKwgUIwe6ZYPrg==}
+  '@img/sharp-freebsd-wasm32@0.35.5':
+    resolution: {integrity: sha512-Y/z91nEZ4uIBX5X3nfTovjU9lHNKFYbL2lpHCLVNmXQK03VIZvXBBt0KxbPGp2SdGSF+2mQU4e+hQaWOt86iAw==}
    engines: {node: '>=20.9.0'}
    os: [freebsd]

-  '@img/sharp-libvips-darwin-arm64@1.3.2':
-    resolution: {integrity: sha512-9J6ypZFpQBj4YnePGoq/S38w6nz+vqg5WZLrLGY4YuSemdMq47GMLBPO42MzwdGwpg/agZ7xzZcFHa48xlywfg==}
+  '@img/sharp-libvips-darwin-arm64@1.3.4':
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    cpu: [arm64]
    os: [darwin]

-  '@img/sharp-libvips-darwin-x64@1.3.2':
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+  '@img/sharp-libvips-darwin-x64@1.3.4':
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    cpu: [x64]
    os: [darwin]

-  '@img/sharp-libvips-linux-arm64@1.3.2':
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    cpu: [arm64]
    os: [linux]

-  '@img/sharp-libvips-linux-arm@1.3.2':
-    resolution: {integrity: sha512-1eMLzy92I4J6rmi4mAT8yC3HxOtniyGELlzGbNMLLeqe052ahFQ0h6LFq+lh5DsDIdYViIDst08abvSbcEdLXQ==}
+  '@img/sharp-libvips-linux-arm@1.3.4':
+    resolution: {integrity: sha512-LmRtTsOHuvM2+wlO2Db37dx5MiZhB0FvSunciw48YjdOkZz9KAiRbm8ujeMOA1INqmei5NapFxYEK1D1ZSidmw==}
    cpu: [arm]
    os: [linux]

-  '@img/sharp-libvips-linux-ppc64@1.3.2':
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    cpu: [ppc64]
    os: [linux]

-  '@img/sharp-libvips-linux-riscv64@1.3.2':
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    cpu: [riscv64]
    os: [linux]

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    os: [linux]

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    os: [linux]

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    os: [linux]

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    cpu: [riscv64]
    os: [linux]

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    engines: {node: '>=20.9.0'}
    cpu: [s390x]
    os: [linux]

-  '@img/sharp-linux-x64@0.35.3':
-    resolution: {integrity: sha512-8pqvxubL2PGdhlPy6GLqzDYMUjyRmKAwKHYKixpdJYBUK7PJ0C029XdsnpFIdgRZG68fZiGdHVWcKPvtiPB4cA==}
+  '@img/sharp-linux-x64@0.35.5':
+    resolution: {integrity: sha512-SxFtLTeJInhAA9Q836kux2vZNeOBQEx658qvbboZScr0wIARym3IcGmW7KpVD5sbVg0Ojy+udFQdayYIZyoNog==}
    engines: {node: '>=20.9.0'}
    cpu: [x64]
    os: [linux]

-  '@img/sharp-linuxmusl-arm64@0.35.3':
-    resolution: {integrity: sha512-Vz0iQjzzcSX3HCbfwFfCSG/9SCIqyO0mH2sXyiHaAYfBk0cRsCWXRyQYX0ovCK/PAQBbTzQ0dsPQHh5MAFL59w==}
+  '@img/sharp-linuxmusl-arm64@0.35.5':
+    resolution: {integrity: sha512-9HbMclmI1zlNkFRs3z9/eBtDjfD0sGlrX1z6b1qwmiFY5ElDLh4BC0LPBdVp7z1DXFiKlIcznf+ZlsuZzLxQqg==}
    engines: {node: '>=20.9.0'}
    cpu: [arm64]
    os: [linux]

-  '@img/sharp-linuxmusl-x64@0.35.3':
-    resolution: {integrity: sha512-6O1NPKcDVj9QEdg7Hx549EX8U0rp6yXQERqru6yRN7fGBn32UvIRJUlWnk+8xDCiG76hXVBbX82NZ/ZKr0euIg==}
+  '@img/sharp-linuxmusl-x64@0.35.5':
+    resolution: {integrity: sha512-4KOphqB035HrVdqLZfCgMzzERrQkkzOwRhl4OAkRO1YCldbaFjySXMaK534Mo0V+LndnlJk+sbUyLeU0ULyD1A==}
    engines: {node: '>=20.9.0'}
    cpu: [x64]
    os: [linux]

-  '@img/sharp-wasm32@0.35.3':
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+  '@img/sharp-wasm32@0.35.5':
+    resolution: {integrity: sha512-Ptsga1su4tQx+LLF1ECS9U6nz5kmrXKo6XVbtR48Ke3ZRxxgaWBu7IDtEe1quo8hiupwm6WFqxVlXaSf7IINGQ==}
    engines: {node: '>=20.9.0'}

-  '@img/sharp-webcontainers-wasm32@0.35.3':
-    resolution: {integrity: sha512-2rnq7bX3NzeR2T4YWgz8qiG4h3TSdMe+vN1iQXpJleSJ3SM5zQ8Fy2SyyXAWlbxpEZ2Y+Z4u1BePgJEYbSy80Q==}
+  '@img/sharp-webcontainers-wasm32@0.35.5':
+    resolution: {integrity: sha512-hfhF/FmoQyTUkA0bIKFOtw536BQSeBMe6BF6QyWlrPxT754+TFLaZ7sKKTfvvM0yJgKgaYTwnFCIZ/GuDw5SUA==}
    engines: {node: '>=20.9.0'}
    cpu: [wasm32]

-  '@img/sharp-win32-arm64@0.35.3':
-    resolution: {integrity: sha512-4bPwFdMbeC4JQ8L8LOyWp6nsHcboP5fxkp6iPOXz2Vg49R42TuMs2whkJ5OAP4/Ul035qOzy0AecOF9VOscn4w==}
+  '@img/sharp-win32-arm64@0.35.5':
+    resolution: {integrity: sha512-X4t7g+7ZA5DKblCBEXGjUqqemj4vczING/5viFwAL8h4N3qYeyjwdCvRLHi4EdOUI+2Z7UFlp1VM+p/AuEtm6Q==}
    engines: {node: '>=20.9.0'}
    cpu: [arm64]
    os: [win32]

-  '@img/sharp-win32-ia32@0.35.3':
-    resolution: {integrity: sha512-r53mXsBN6lFUDiST764SvgwUdHAqM4rPAiDzAmf4fLoB6X/rkfyTrLCg6+g17wJJiCmB3JYgHuUldCWUIRFSXw==}
+  '@img/sharp-win32-ia32@0.35.5':
+    resolution: {integrity: sha512-5Zm82LoBc43nhwNybZlG7Y1KO//Zhsn306fQl29ZOuStHLGTo3BWL83q3cznX0poxSAMuYL1On/BHBxkBeKr6A==}
    engines: {node: ^20.9.0}
    cpu: [ia32]
    os: [win32]

-  '@img/sharp-win32-x64@0.35.3':
-    resolution: {integrity: sha512-D4y1vNeZrIIJCN+uHaWVtH86B+aCrdMYYjicy9pXHvbGZeGYLLSd3wdVuC37FxVXlU1ARsk84eKWfWMXGYEqvA==}
+  '@img/sharp-win32-x64@0.35.5':
+    resolution: {integrity: sha512-x76eH0vEiHlcMQu8Y8IenntaACtddpT6W0wmXtWrnKcnKI7ME5DdgqhAD6SEWOEl1v2zDvkZDhFA9KnURwpfqg==}
    engines: {node: '>=20.9.0'}
    cpu: [x64]
    os: [win32]
@@ -2009,8 +2011,8 @@ packages:
    engines: {node: '>=0.4.0'}
    hasBin: true

-  adm-zip@0.6.0:
-    resolution: {integrity: sha512-XleryMhbuksdKtofnWZ9Sk+4CUTbms4Mb/EU32SZwToAyZ5RgVos/ki8n+yr0LWHOGKuakbXTuuYNHLQjhddgg==}
+  adm-zip@0.6.1:
+    resolution: {integrity: sha512-Xwrja8nx9e5o2N1my4DsKCeKpdrnACyr1wtbPxBDgGzKzKyE9kRtBFA8mWldI+RVlD7CBZNWY/wQ2+ydwOR6kQ==}
    engines: {node: '>=14.0'}

  afinn-165-financialmarketnews@3.0.0:
@@ -2107,8 +2109,8 @@ packages:
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    resolution: {integrity: sha512-lHe62zvbTB5eEABUVi/AwVh0ZKY9rMMDhmm+eeyuuUQbQ3+J+fONVQOZyj+DdrvD4BY33uYniyRJ4UJIaSKAfw==}

-  axios@1.18.1:
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+  axios@1.20.0:
+    resolution: {integrity: sha512-r8aOh8j9cGKpgQAqpzrUHnSIc6a59Y3Xf/cv8sy1DrHCkZHzQGEuoq1tARk6qSyDdtQGSDgpb9kFlruzPvrgwg==}

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@@ -2153,8 +2155,8 @@ packages:
    engines: {node: '>=6.0.0'}
    hasBin: true

-  basic-ftp@5.3.1:
-    resolution: {integrity: sha512-bopVNp6ugyA150DDuZfPFdt1KZ5a94ZDiwX4hMgZDzF+GttD80lEy8kj98kbyhLXnPvhtIo93mdnLIjpCAeeOw==}
+  basic-ftp@6.2.1:
+    resolution: {integrity: sha512-bK67isD+lKq46AU8vNtjvMaT2ZqAOAmNCbxUHlFBRD4k15NWxyEjmaKtZPlgce58So4BNTjITGQOVTjL9y0ECA==}
    engines: {node: '>=10.0.0'}

  better-sqlite3@12.10.0:
@@ -2184,8 +2186,8 @@ packages:
  brace-expansion@1.1.16:
    resolution: {integrity: sha512-IDw48K2/2kRkg9LdJxurvq3lV3aBgq0REY89duEqFRthjlPdXHKMj7EnQOXVckxzgisinf3nHfrcE2FufFLXMw==}

-  brace-expansion@2.1.4:
-    resolution: {integrity: sha512-hGfVzPxthbf3+2yjg/RBs60cB0FhqBS/zvdV/4wn4/BmN0bNMMHPc4V/BbFieqf1TKAGGAHnY4eSjajCl0f2Xg==}
+  brace-expansion@2.1.7:
+    resolution: {integrity: sha512-uZbew1NqdmPDTMJ8ah1y+b+9QEJrfkXFk3RcTQw3X0jW/xRUvFKsg1CfQdSYGdTbXZWExtU3J3ccxtnfw1Fi0g==}

  brace-expansion@5.0.8:
    resolution: {integrity: sha512-JZyDyq3D4AUifKTPOB7DELf6XsB3WdPuNxCtob1vFXPsSXhdAiHBWJ/tJ8HAc9aH84BK+5JFZLNkJKx3G9kzQg==}
@@ -2228,10 +2230,6 @@ packages:
  buffer-from@1.1.2:
    resolution: {integrity: sha512-E+XQCRwSbaaiChtv6k6Dwgc+bx+Bs6vuKJHHl5kox/BaKbhiXzqQOwK4cO22yElGp2OCmjwVhT3HmxgyPGnJfQ==}

-  buffer-writer@2.0.0:
-    resolution: {integrity: sha512-a7ZpuTZU1TRtnwyCNW3I5dc0wWNC3VR9S++Ewyk2HHZdrO3CQJqSpd+95Us590V6AL7JqUAH2IwZ/398PmNFgw==}
-    engines: {node: '>=4'}
-
  buffer@5.7.1:
    resolution: {integrity: sha512-EHcyIPBQ4BSGlvjB16k5KgAJ27CIsHY/2JBmCRReo48y9rQ3MaUzWX3KVlBa4U7MyX02HdVj0K7C3WaB3ju7FQ==}

@@ -3038,8 +3036,8 @@ packages:
    resolution: {integrity: sha512-4rTJX6Q5wTYEvxboXi8DsEiUo+OvqJGtLYOSGm37KpdRXsG5XJjbVtYKGJpPSWP+QT7rWscA4vsrdmzbEbenpw==}
    engines: {node: '>=18.12.0'}

-  ip-address@10.4.0:
-    resolution: {integrity: sha512-oSK96Grm3aP6OrS263xVxbNDGVL7rzBtYdpGqlDG8iQdoenDoTs/nkki+DflYbAEE8Xl6o5YxhxlrKvI3nqKXQ==}
+  ip-address@10.7.2:
+    resolution: {integrity: sha512-7H/2gFSIitxc0hG3nOI1glS8QLo/EHBFFLk8vEUjXY/xu0AdL8jZ9U1IzO2PUm0d2D/ofQcAifb0g6OBkt8U7w==}
    engines: {node: '>= 12'}

  is-arrayish@0.2.1:
@@ -3286,8 +3284,8 @@ packages:
  js-tokens@4.0.0:
    resolution: {integrity: sha512-RdJUflcE3cUzKiMqQgsCu06FPu9UdIJO0beYbPhHN4k6apgJtifcoCtT9bcxOpYBtpD2kCM6Sbzg4CausW/PKQ==}

-  js-yaml@3.15.1:
-    resolution: {integrity: sha512-S99WuO3HlhO3XN41EtYUNl9zzXjoJx7QvmipxsJVxtCBT0YHEFy+iOJhjSvrmV12nYhWpZaM8lPHkJm0yUMbag==}
+  js-yaml@3.15.2:
+    resolution: {integrity: sha512-6EuL879VkRA+1Cz578mKMiKvjPNEuk6+r1JaFzoSWejZmtf7xWbIyw1e3KkxlkzTIt9Taw6JBhEppG7utc1P+w==}
    hasBin: true

  jsesc@3.1.0:
@@ -3846,9 +3844,6 @@ packages:
  package-json-from-dist@1.0.1:
    resolution: {integrity: sha512-UEZIS3/by4OC8vL3P2dTXRETpebLI2NiI5vIrjaD/5UtrkFX/tNbwjTSRAGC/+7CAo2pIcBaRgWmcBBHcsaCIw==}

-  packet-reader@1.0.0:
-    resolution: {integrity: sha512-HAKu/fG3HpHFO0AA8WE8q2g+gBJaZ9MG7fcKk+IJPLTGAD6Psw4443l+9DGRbOIh3/aXr7Phy0TjilYivJo5XQ==}
-
  pad-left@2.1.0:
    resolution: {integrity: sha512-HJxs9K9AztdIQIAIa/OIazRAUW/L6B9hbQDxO4X07roW3eo9XqZc2ur9bn1StH9CnbbI9EgvejHQX7CBpCF1QA==}
    engines: {node: '>=0.10.0'}
@@ -3920,15 +3915,6 @@ packages:
    resolution: {integrity: sha512-o2XFanIMy/3+mThw69O8d4n1E5zsLhdO+OPqswezu7Z5ekP4hYDqlDjlmOpYMbzY2Br0ufCwJLdDIXeNVwcWFg==}
    engines: {node: '>=10'}

-  pg@8.11.3:
-    resolution: {integrity: sha512-+9iuvG8QfaaUrrph+kpF24cXkH1YOOUeArRNYIxq1viYHZagBxrTno7cecY1Fa44tJeZvaoG+Djpkc3JwehN5g==}
-    engines: {node: '>= 8.0.0'}
-    peerDependencies:
-      pg-native: '>=3.0.1'
-    peerDependenciesMeta:
-      pg-native:
-        optional: true
-
  pg@8.21.0:
    resolution: {integrity: sha512-AUP1EYJuHraQGsVoCQVIcM7TEJVGtDzxWtGFZd8rds9d+CCXlU5Js1rYgfLNvxy9iJrpHjGrRjoi/3BT9fRyiA==}
    engines: {node: '>= 16.0.0'}
@@ -4225,8 +4211,8 @@ packages:
    resolution: {integrity: sha512-8I8TjW5KMOKsZQTvoxjuSIa7foAwPWGOts+6o7sgjz41/qMD9VQHEDxi6PBvK2l0MXUmqZyNpUK+T2tQaaElvw==}
    engines: {node: '>=10'}

-  sharp@0.35.3:
-    resolution: {integrity: sha512-ej0zVHuZGHCiABXcNxeYhpRnPNPAcvbG8RMdBAhDAxLKkCRVSpK3Iyu7qbqw3JMzoj0REeM6f3tJLtVwl0023Q==}
+  sharp@0.35.5:
+    resolution: {integrity: sha512-Ywn4OnzGukp7CDMrp08RQ50YKmuwG47brZgIVPTvBaaAfQlRlygrRqSrxdCiL9M+LlzLBiJ68IR1QqvzHyjC7g==}
    engines: {node: '>=20.9.0'}
    peerDependencies:
      '@types/node': '*'
@@ -4625,8 +4611,8 @@ packages:
  undici-types@7.24.6:
    resolution: {integrity: sha512-WRNW+sJgj5OBN4/0JpHFqtqzhpbnV0GuB+OozA9gCL7a993SmU+1JBZCzLNxYsbMfIeDL+lTsphD5jN5N+n0zg==}

-  undici@7.29.0:
-    resolution: {integrity: sha512-IDxfleLmmbSskfWSUATiN1nfn2rDuvnMOqb5CWR92iIfojA0Ud+ulOAAEQ57LPr9rWmsreUyf5lwyao+7GNNVw==}
+  undici@7.30.0:
+    resolution: {integrity: sha512-dkrQXeHSaoamnItlYbmzG0wFYrM0ZwDxCIg0A7aKjTyyhh9svRzCNFEzV+Vm05/yehjCzjDZ31KXfGEjYSztDQ==}
    engines: {node: '>=20.18.1'}

  update-browserslist-db@1.3.2:
@@ -6154,11 +6140,11 @@ snapshots:
      ms: 2.1.3
      secure-json-parse: 4.1.0
      tslib: 2.8.1
-      undici: 7.29.0
+      undici: 7.30.0
    transitivePeerDependencies:
      - supports-color

-  '@emnapi/runtime@1.11.2':
+  '@emnapi/runtime@1.11.3':
    dependencies:
      tslib: 2.8.1
    optional: true
@@ -6262,7 +6248,7 @@ snapshots:
    dependencies:
      graphql: 16.14.2

-  '@grpc/grpc-js@1.14.4':
+  '@grpc/grpc-js@1.14.5':
    dependencies:
      '@grpc/proto-loader': 0.8.1
      '@js-sdsl/ordered-map': 4.4.2
@@ -6295,7 +6281,7 @@ snapshots:
      '@huggingface/tokenizers': 0.1.3
      onnxruntime-node: 1.24.3
      onnxruntime-web: 1.26.0-dev.20260416-b7804b056c
-      sharp: 0.35.3(@types/node@22.19.21)
+      sharp: 0.35.5(@types/node@22.19.21)
    transitivePeerDependencies:
      - '@types/node'

@@ -6306,108 +6292,108 @@ snapshots:

  '@img/colour@1.1.0': {}

-  '@img/sharp-darwin-arm64@0.35.3':
+  '@img/sharp-darwin-arm64@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-darwin-arm64': 1.3.2
+      '@img/sharp-libvips-darwin-arm64': 1.3.4
    optional: true

-  '@img/sharp-darwin-x64@0.35.3':
+  '@img/sharp-darwin-x64@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-darwin-x64': 1.3.2
+      '@img/sharp-libvips-darwin-x64': 1.3.4
    optional: true

-  '@img/sharp-freebsd-wasm32@0.35.3':
+  '@img/sharp-freebsd-wasm32@0.35.5':
    dependencies:
-      '@img/sharp-wasm32': 0.35.3
+      '@img/sharp-wasm32': 0.35.5
    optional: true

-  '@img/sharp-libvips-darwin-arm64@1.3.2':
+  '@img/sharp-libvips-darwin-arm64@1.3.4':
    optional: true

-  '@img/sharp-libvips-darwin-x64@1.3.2':
+  '@img/sharp-libvips-darwin-x64@1.3.4':
    optional: true

-  '@img/sharp-libvips-linux-arm64@1.3.2':
+  '@img/sharp-libvips-linux-arm64@1.3.4':
    optional: true

-  '@img/sharp-libvips-linux-arm@1.3.2':
+  '@img/sharp-libvips-linux-arm@1.3.4':
    optional: true

-  '@img/sharp-libvips-linux-ppc64@1.3.2':
+  '@img/sharp-libvips-linux-ppc64@1.3.4':
    optional: true

-  '@img/sharp-libvips-linux-riscv64@1.3.2':
+  '@img/sharp-libvips-linux-riscv64@1.3.4':
    optional: true

-  '@img/sharp-libvips-linux-s390x@1.3.2':
+  '@img/sharp-libvips-linux-s390x@1.3.4':
    optional: true

-  '@img/sharp-libvips-linux-x64@1.3.2':
+  '@img/sharp-libvips-linux-x64@1.3.4':
    optional: true

-  '@img/sharp-libvips-linuxmusl-arm64@1.3.2':
+  '@img/sharp-libvips-linuxmusl-arm64@1.3.4':
    optional: true

-  '@img/sharp-libvips-linuxmusl-x64@1.3.2':
+  '@img/sharp-libvips-linuxmusl-x64@1.3.4':
    optional: true

-  '@img/sharp-linux-arm64@0.35.3':
+  '@img/sharp-linux-arm64@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-linux-arm64': 1.3.2
+      '@img/sharp-libvips-linux-arm64': 1.3.4
    optional: true

-  '@img/sharp-linux-arm@0.35.3':
+  '@img/sharp-linux-arm@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-linux-arm': 1.3.2
+      '@img/sharp-libvips-linux-arm': 1.3.4
    optional: true

-  '@img/sharp-linux-ppc64@0.35.3':
+  '@img/sharp-linux-ppc64@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-linux-ppc64': 1.3.2
+      '@img/sharp-libvips-linux-ppc64': 1.3.4
    optional: true

-  '@img/sharp-linux-riscv64@0.35.3':
+  '@img/sharp-linux-riscv64@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-linux-riscv64': 1.3.2
+      '@img/sharp-libvips-linux-riscv64': 1.3.4
    optional: true

-  '@img/sharp-linux-s390x@0.35.3':
+  '@img/sharp-linux-s390x@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-linux-s390x': 1.3.2
+      '@img/sharp-libvips-linux-s390x': 1.3.4
    optional: true

-  '@img/sharp-linux-x64@0.35.3':
+  '@img/sharp-linux-x64@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-linux-x64': 1.3.2
+      '@img/sharp-libvips-linux-x64': 1.3.4
    optional: true

-  '@img/sharp-linuxmusl-arm64@0.35.3':
+  '@img/sharp-linuxmusl-arm64@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-linuxmusl-arm64': 1.3.2
+      '@img/sharp-libvips-linuxmusl-arm64': 1.3.4
    optional: true

-  '@img/sharp-linuxmusl-x64@0.35.3':
+  '@img/sharp-linuxmusl-x64@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-linuxmusl-x64': 1.3.2
+      '@img/sharp-libvips-linuxmusl-x64': 1.3.4
    optional: true

-  '@img/sharp-wasm32@0.35.3':
+  '@img/sharp-wasm32@0.35.5':
    dependencies:
-      '@emnapi/runtime': 1.11.2
+      '@emnapi/runtime': 1.11.3
    optional: true

-  '@img/sharp-webcontainers-wasm32@0.35.3':
+  '@img/sharp-webcontainers-wasm32@0.35.5':
    dependencies:
-      '@img/sharp-wasm32': 0.35.3
+      '@img/sharp-wasm32': 0.35.5
    optional: true

-  '@img/sharp-win32-arm64@0.35.3':
+  '@img/sharp-win32-arm64@0.35.5':
    optional: true

-  '@img/sharp-win32-ia32@0.35.3':
+  '@img/sharp-win32-ia32@0.35.5':
    optional: true

-  '@img/sharp-win32-x64@0.35.3':
+  '@img/sharp-win32-x64@0.35.5':
    optional: true

  '@iovalkey/commands@0.1.0': {}
@@ -6430,7 +6416,7 @@ snapshots:
      camelcase: 5.3.1
      find-up: 4.1.0
      get-package-type: 0.1.0
-      js-yaml: 3.15.1
+      js-yaml: 3.15.2
      resolve-from: 5.0.0

  '@istanbuljs/schema@0.1.6': {}
@@ -6722,7 +6708,7 @@ snapshots:
    dependencies:
      '@qdrant/openapi-typescript-fetch': 1.2.6
      typescript: 5.5.4
-      undici: 7.29.0
+      undici: 7.30.0

  '@qdrant/openapi-typescript-fetch@1.2.6': {}

@@ -7194,7 +7180,7 @@ snapshots:
  '@turbopuffer/turbopuffer@2.5.0':
    dependencies:
      pako: 2.2.0
-      undici: 7.29.0
+      undici: 7.30.0

  '@types/babel__core@7.20.5':
    dependencies:
@@ -7336,7 +7322,7 @@ snapshots:

  '@zilliz/milvus2-sdk-node@3.0.3':
    dependencies:
-      '@grpc/grpc-js': 1.14.4
+      '@grpc/grpc-js': 1.14.5
      '@grpc/proto-loader': 0.8.1
      '@opentelemetry/api': 1.9.1
      '@petamoriken/float16': 3.9.3
@@ -7362,7 +7348,7 @@ snapshots:

  acorn@8.16.0: {}

-  adm-zip@0.6.0: {}
+  adm-zip@0.6.1: {}

  afinn-165-financialmarketnews@3.0.0: {}

@@ -7448,7 +7434,7 @@ snapshots:

  aws4@1.13.2: {}

-  axios@1.18.1:
+  axios@1.20.0:
    dependencies:
      follow-redirects: 1.16.0
      form-data: 4.0.6
@@ -7523,7 +7509,7 @@ snapshots:

  baseline-browser-mapping@2.11.21: {}

-  basic-ftp@5.3.1: {}
+  basic-ftp@6.2.1: {}

  better-sqlite3@12.10.0:
    dependencies:
@@ -7553,7 +7539,7 @@ snapshots:
      balanced-match: 1.0.2
      concat-map: 0.0.1

-  brace-expansion@2.1.4:
+  brace-expansion@2.1.7:
    dependencies:
      balanced-match: 1.0.2

@@ -7593,8 +7579,6 @@ snapshots:

  buffer-from@1.1.2: {}

-  buffer-writer@2.0.0: {}
-
  buffer@5.7.1:
    dependencies:
      base64-js: 1.5.1
@@ -7632,7 +7616,7 @@ snapshots:
  cassandra-driver@4.8.0:
    dependencies:
      '@types/node': 18.19.130
-      adm-zip: 0.6.0
+      adm-zip: 0.6.1
      long: 5.2.5

  chalk-template@0.4.0:
@@ -8225,7 +8209,7 @@ snapshots:

  get-uri@6.0.5:
    dependencies:
-      basic-ftp: 5.3.1
+      basic-ftp: 6.2.1
      data-uri-to-buffer: 6.0.2
      debug: 4.4.3(supports-color@5.5.0)
    transitivePeerDependencies:
@@ -8294,7 +8278,7 @@ snapshots:

  google-gax@5.0.7:
    dependencies:
-      '@grpc/grpc-js': 1.14.4
+      '@grpc/grpc-js': 1.14.5
      '@grpc/proto-loader': 0.8.1
      duplexify: 4.1.3
      google-auth-library: 10.5.0
@@ -8453,7 +8437,7 @@ snapshots:
    transitivePeerDependencies:
      - supports-color

-  ip-address@10.4.0: {}
+  ip-address@10.7.2: {}

  is-arrayish@0.2.1: {}

@@ -8525,7 +8509,7 @@ snapshots:
      '@babel/parser': 7.29.7
      '@istanbuljs/schema': 0.1.6
      istanbul-lib-coverage: 3.2.2
-      semver: 7.8.4
+      semver: 7.8.5
    transitivePeerDependencies:
      - supports-color

@@ -8873,7 +8857,7 @@ snapshots:

  js-tokens@4.0.0: {}

-  js-yaml@3.15.1:
+  js-yaml@3.15.2:
    dependencies:
      argparse: 1.0.10
      esprima: 4.0.1
@@ -9023,7 +9007,7 @@ snapshots:

  make-dir@4.0.0:
    dependencies:
-      semver: 7.8.4
+      semver: 7.8.5

  make-error@1.3.6: {}

@@ -9081,7 +9065,7 @@ snapshots:

  minimatch@9.0.9:
    dependencies:
-      brace-expansion: 2.1.4
+      brace-expansion: 2.1.7

  minimist@1.2.8: {}

@@ -9218,7 +9202,7 @@ snapshots:

  nice-grpc@2.1.16:
    dependencies:
-      '@grpc/grpc-js': 1.14.4
+      '@grpc/grpc-js': 1.14.5
      abort-controller-x: 0.5.0
      nice-grpc-common: 2.0.3

@@ -9309,7 +9293,7 @@ snapshots:

  onnxruntime-node@1.24.3:
    dependencies:
-      adm-zip: 0.6.0
+      adm-zip: 0.6.1
      global-agent: 3.0.0
      onnxruntime-common: 1.24.3

@@ -9409,8 +9393,6 @@ snapshots:

  package-json-from-dist@1.0.1: {}

-  packet-reader@1.0.0: {}
-
  pad-left@2.1.0:
    dependencies:
      repeat-string: 1.6.1
@@ -9458,10 +9440,6 @@ snapshots:

  pg-numeric@1.0.2: {}

-  pg-pool@3.14.0(pg@8.11.3):
-    dependencies:
-      pg: 8.11.3
-
  pg-pool@3.14.0(pg@8.21.0):
    dependencies:
      pg: 8.21.0
@@ -9486,18 +9464,6 @@ snapshots:
      postgres-interval: 3.0.0
      postgres-range: 1.1.4

-  pg@8.11.3:
-    dependencies:
-      buffer-writer: 2.0.0
-      packet-reader: 1.0.0
-      pg-connection-string: 2.13.0
-      pg-pool: 3.14.0(pg@8.11.3)
-      pg-protocol: 1.14.0
-      pg-types: 2.2.0
-      pgpass: 1.0.5
-    optionalDependencies:
-      pg-cloudflare: 1.4.0
-
  pg@8.21.0:
    dependencies:
      pg-connection-string: 2.13.0
@@ -9806,37 +9772,37 @@ snapshots:
    dependencies:
      type-fest: 0.13.1

-  sharp@0.35.3(@types/node@22.19.21):
+  sharp@0.35.5(@types/node@22.19.21):
    dependencies:
      '@img/colour': 1.1.0
      detect-libc: 2.1.2
      semver: 7.8.5
    optionalDependencies:
-      '@img/sharp-darwin-arm64': 0.35.3
-      '@img/sharp-darwin-x64': 0.35.3
-      '@img/sharp-freebsd-wasm32': 0.35.3
-      '@img/sharp-libvips-darwin-arm64': 1.3.2
-      '@img/sharp-libvips-darwin-x64': 1.3.2
-      '@img/sharp-libvips-linux-arm': 1.3.2
-      '@img/sharp-libvips-linux-arm64': 1.3.2
-      '@img/sharp-libvips-linux-ppc64': 1.3.2
-      '@img/sharp-libvips-linux-riscv64': 1.3.2
-      '@img/sharp-libvips-linux-s390x': 1.3.2
-      '@img/sharp-libvips-linux-x64': 1.3.2
-      '@img/sharp-libvips-linuxmusl-arm64': 1.3.2
-      '@img/sharp-libvips-linuxmusl-x64': 1.3.2
-      '@img/sharp-linux-arm': 0.35.3
-      '@img/sharp-linux-arm64': 0.35.3
-      '@img/sharp-linux-ppc64': 0.35.3
-      '@img/sharp-linux-riscv64': 0.35.3
-      '@img/sharp-linux-s390x': 0.35.3
-      '@img/sharp-linux-x64': 0.35.3
-      '@img/sharp-linuxmusl-arm64': 0.35.3
-      '@img/sharp-linuxmusl-x64': 0.35.3
-      '@img/sharp-webcontainers-wasm32': 0.35.3
-      '@img/sharp-win32-arm64': 0.35.3
-      '@img/sharp-win32-ia32': 0.35.3
-      '@img/sharp-win32-x64': 0.35.3
+      '@img/sharp-darwin-arm64': 0.35.5
+      '@img/sharp-darwin-x64': 0.35.5
+      '@img/sharp-freebsd-wasm32': 0.35.5
+      '@img/sharp-libvips-darwin-arm64': 1.3.4
+      '@img/sharp-libvips-darwin-x64': 1.3.4
+      '@img/sharp-libvips-linux-arm': 1.3.4
+      '@img/sharp-libvips-linux-arm64': 1.3.4
+      '@img/sharp-libvips-linux-ppc64': 1.3.4
+      '@img/sharp-libvips-linux-riscv64': 1.3.4
+      '@img/sharp-libvips-linux-s390x': 1.3.4
+      '@img/sharp-libvips-linux-x64': 1.3.4
+      '@img/sharp-libvips-linuxmusl-arm64': 1.3.4
+      '@img/sharp-libvips-linuxmusl-x64': 1.3.4
+      '@img/sharp-linux-arm': 0.35.5
+      '@img/sharp-linux-arm64': 0.35.5
+      '@img/sharp-linux-ppc64': 0.35.5
+      '@img/sharp-linux-riscv64': 0.35.5
+      '@img/sharp-linux-s390x': 0.35.5
+      '@img/sharp-linux-x64': 0.35.5
+      '@img/sharp-linuxmusl-arm64': 0.35.5
+      '@img/sharp-linuxmusl-x64': 0.35.5
+      '@img/sharp-webcontainers-wasm32': 0.35.5
+      '@img/sharp-win32-arm64': 0.35.5
+      '@img/sharp-win32-ia32': 0.35.5
+      '@img/sharp-win32-x64': 0.35.5
      '@types/node': 22.19.21

  shebang-command@2.0.0:
@@ -9881,7 +9847,7 @@ snapshots:

  socks@2.8.9:
    dependencies:
-      ip-address: 10.4.0
+      ip-address: 10.7.2
      smart-buffer: 4.2.0

  source-map-support@0.5.13:
@@ -10218,7 +10184,7 @@ snapshots:

  undici-types@7.24.6: {}

-  undici@7.29.0: {}
+  undici@7.30.0: {}

  update-browserslist-db@1.3.2(browserslist@4.28.9):
    dependencies:
@@ -10,10 +10,10 @@ overrides:
  "picomatch@<2.3.2": "^2.3.2"
  "picomatch@>=4.0.0 <4.0.4": "^4.0.4"
  "jws@4.0.0": "4.0.1"
-  "js-yaml@<3.15.1": ">=3.15.1 <4.0.0"
-  "js-yaml@>=4.0.0 <4.3.1": ">=4.3.1 <5.0.0"
-  "sharp@<0.35.0": ">=0.35.0 <0.36.0"
-  "adm-zip@<0.6.0": ">=0.6.0 <0.7.0"
+  "js-yaml@<3.15.2": ">=3.15.2 <4.0.0"
+  "js-yaml@>=4.0.0 <4.3.2": ">=4.3.2 <5.0.0"
+  "sharp@<0.35.4": ">=0.35.4 <0.36.0"
+  "adm-zip@<0.6.1": ">=0.6.1 <0.7.0"
  "langsmith@<0.6.0": "^0.6.0"
  "minimatch@<3.1.3": "^3.1.3"
  "minimatch@>=5.0.0 <5.1.8": "^5.1.8"
@@ -27,19 +27,21 @@ overrides:
  "glob@>=10.2.0 <10.5.0": "^10.5.0"
  "@modelcontextprotocol/sdk": "^1.25.4"
  "esbuild": ">=0.28.1"
-  "undici@<7.29.0": ">=7.29.0 <8.0.0"
-  "axios@<1.18.0": ">=1.18.0 <2.0.0"
+  "undici@<7.29.1": ">=7.29.1 <8.0.0"
+  "axios@<1.20.0": ">=1.20.0 <2.0.0"
  "brace-expansion@<1.1.16": ">=1.1.16 <2.0.0"
-  "brace-expansion@>=2.0.0 <2.1.4": ">=2.1.4 <3.0.0"
+  "brace-expansion@>=2.0.0 <2.1.6": ">=2.1.6 <3.0.0"
  "brace-expansion@>=3.0.0 <5.0.8": ">=5.0.8 <6.0.0"
  "fast-xml-parser@>=5.0.0 <5.10.1": ">=5.10.1 <6.0.0"
  "tar@<7.5.21": ">=7.5.21 <8.0.0"
  "thrift@<0.23.0": "^0.23.0"
  "mongoose@>=9.0.0 <9.7.2": ">=9.7.2 <10.0.0"
  "protobufjs@<7.6.5": ">=7.6.5 <8.0.0"
-  "ip-address@<10.3.1": ">=10.3.1 <11.0.0"
+  "ip-address@<10.5.1": ">=10.5.1 <11.0.0"
  "browserslist@<4.28.7": ">=4.28.7 <5.0.0"
  "mysql2@<3.23.1": ">=3.23.1 <4.0.0"
+  "basic-ftp@<6.2.1": ">=6.2.1 <7.0.0"
+  "@grpc/grpc-js@>=1.14.0 <1.14.5": ">=1.14.5 <2.0.0"

 patchedDependencies:
  "tar@7.5.22": "patches/tar@7.5.22.patch"
@@ -1,8 +1,11 @@
 import type { Client as ClientType, ClientConfig } from "pg";
-import pkg from "pg";
-const { Client, escapeIdentifier } = pkg;
 import { VectorStore } from "./base";
 import { SearchFilters, VectorStoreConfig, VectorStoreResult } from "../types";
+import { loadPeer } from "../utils/load_peer";
+
+function escapeIdentifier(name: string): string {
+  return `"${name.replace(/"/g, '""')}"`;
+}

 const SAFE_IDENTIFIER_RE = /^[a-zA-Z_][a-zA-Z0-9_]{0,127}$/;

@@ -212,7 +215,7 @@ function buildClientConfig(
 }

 export class PGVector implements VectorStore {
-  private client: ClientType;
+  private client!: ClientType;
  private collectionName: string;
  private useDiskann: boolean;
  private useHnsw: boolean;
@@ -234,13 +237,6 @@ export class PGVector implements VectorStore {
      ? ""
      : validateIdentifier(config.dbname || "vector_store", "dbname");
    this.config = config;
-
-    this.client = new Client(
-      buildClientConfig(
-        config,
-        this.useDirectConnection ? undefined : "postgres",
-      ),
-    );
    this.initialize().catch(console.error);
  }

@@ -257,6 +253,18 @@ export class PGVector implements VectorStore {

  private async _doInitialize(): Promise<void> {
    try {
+      const pg = await loadPeer(
+        "pg",
+        "PGVector vector store",
+        () => import("pg"),
+      );
+      const { Client } = pg.default ?? pg;
+      this.client = new Client(
+        buildClientConfig(
+          this.config,
+          this.useDirectConnection ? undefined : "postgres",
+        ),
+      );
      await this.client.connect();

      if (!this.useDirectConnection) {
@@ -345,6 +353,7 @@ export class PGVector implements VectorStore {
    ids: string[],
    payloads: Record<string, any>[],
  ): Promise<void> {
+    await this.initialize();
    const values = vectors.map((vector, i) => ({
      id: ids[i],
      vector: `[${vector.join(",")}]`,
@@ -368,6 +377,7 @@ export class PGVector implements VectorStore {
    topK: number = 5,
    filters?: SearchFilters,
  ): Promise<VectorStoreResult[] | null> {
+    await this.initialize();
    try {
      const {
        conditions,
@@ -406,6 +416,7 @@ export class PGVector implements VectorStore {
    topK: number = 5,
    filters?: SearchFilters,
  ): Promise<VectorStoreResult[]> {
+    await this.initialize();
    const queryVector = `[${query.join(",")}]`;
    const {
      conditions,
@@ -435,6 +446,7 @@ export class PGVector implements VectorStore {
  }

  async get(vectorId: string): Promise<VectorStoreResult | null> {
+    await this.initialize();
    const result = await this.client.query(
      `SELECT id, payload FROM ${this.col()} WHERE id = $1`,
      [vectorId],
@@ -453,6 +465,7 @@ export class PGVector implements VectorStore {
    vector: number[],
    payload: Record<string, any>,
  ): Promise<void> {
+    await this.initialize();
    const vectorStr = `[${vector.join(",")}]`;
    await this.client.query(
      `
@@ -465,12 +478,14 @@ export class PGVector implements VectorStore {
  }

  async delete(vectorId: string): Promise<void> {
+    await this.initialize();
    await this.client.query(`DELETE FROM ${this.col()} WHERE id = $1`, [
      vectorId,
    ]);
  }

  async deleteCol(): Promise<void> {
+    await this.initialize();
    await this.client.query(`DROP TABLE IF EXISTS ${this.col()}`);
  }

@@ -487,6 +502,7 @@ export class PGVector implements VectorStore {
    filters?: SearchFilters,
    topK: number = 100,
  ): Promise<[VectorStoreResult[], number]> {
+    await this.initialize();
    const {
      conditions,
      values: filterValues,
@@ -525,10 +541,11 @@ export class PGVector implements VectorStore {
  }

  async close(): Promise<void> {
-    await this.client.end();
+    await this.client?.end();
  }

  async getUserId(): Promise<string> {
+    await this.initialize();
    const result = await this.client.query(
      "SELECT user_id FROM memory_migrations LIMIT 1",
    );
@@ -549,6 +566,7 @@ export class PGVector implements VectorStore {
  }

  async setUserId(userId: string): Promise<void> {
+    await this.initialize();
    await this.client.query("DELETE FROM memory_migrations");
    await this.client.query(
      "INSERT INTO memory_migrations (user_id) VALUES ($1)",
@@ -247,23 +247,54 @@ export class TurbopufferDB implements VectorStore {
    }
  }

+  // Maps mem0's universal filter operators to Turbopuffer's filter tokens.
+  private static readonly OPERATOR_MAP: Record<string, string> = {
+    eq: "Eq",
+    ne: "NotEq",
+    gt: "Gt",
+    gte: "Gte",
+    lt: "Lt",
+    lte: "Lte",
+    in: "In",
+    nin: "NotIn",
+  };
+
  private convertFilters(filters?: SearchFilters): any {
    if (!filters || Object.keys(filters).length === 0) return null;

    const conditions: any[] = [];
    for (const [key, value] of Object.entries(filters)) {
-      if (
-        typeof value === "object" &&
-        value !== null &&
-        !Array.isArray(value)
-      ) {
-        if ("gte" in value) conditions.push([key, "Gte", value.gte]);
-        if ("lte" in value) conditions.push([key, "Lte", value.lte]);
-        if ("gt" in value) conditions.push([key, "Gt", value.gt]);
-        if ("lt" in value) conditions.push([key, "Lt", value.lt]);
-      } else {
-        conditions.push([key, "Eq", value]);
+      // "*" is a match-any wildcard: it must not constrain the query. The old
+      // code turned it into `[key, "Eq", "*"]`, matching nothing.
+      if (value === "*") {
+        continue;
      }
+
+      // Array shorthand: { key: [a, b] } means "in".
+      if (Array.isArray(value)) {
+        conditions.push([key, "In", value]);
+        continue;
+      }
+
+      if (typeof value === "object" && value !== null) {
+        // Operator dict: every operator present must hold. Previously only
+        // `gte` and `lte` were read, so `gt`/`lt`/`ne`/`eq`/`in`/`nin` were
+        // silently dropped and the filter returned unfiltered results.
+        for (const [op, operand] of Object.entries(value)) {
+          const token = TurbopufferDB.OPERATOR_MAP[op];
+          if (!token) {
+            throw new Error(
+              `Unsupported Turbopuffer filter operator '${op}' for field '${key}'. ` +
+                `Supported operators: ${Object.keys(TurbopufferDB.OPERATOR_MAP).join(", ")}.`,
+            );
+          }
+          conditions.push([key, token, operand]);
+        }
+        continue;
+      }
+
+      // Scalar shorthand: equality.
+      conditions.push([key, "Eq", value]);
    }

    if (conditions.length === 0) return null;
@@ -274,7 +305,18 @@ export class TurbopufferDB implements VectorStore {
  private parseRows(rows: any[]): VectorStoreResult[] {
    return rows.map((row) => {
      const { id, $dist, vector, ...rest } = row;
-      const score = $dist != null ? 1 - $dist : undefined;
+      let score: number | undefined;
+      if ($dist == null) {
+        score = undefined;
+      } else if (this.distanceMetric === "euclidean_squared") {
+        // euclidean_squared $dist is an unbounded squared distance, so 1 - $dist
+        // goes negative for any $dist > 1 and inverts ranking. Convert it to a
+        // bounded higher-is-better score, mirroring the milvus/baidu stores.
+        score = 1 / (1 + $dist);
+      } else {
+        // Cosine distance is in [0, 2]; 1 - $dist stays a meaningful similarity.
+        score = 1 - $dist;
+      }
      return { id: String(id), payload: rest, score };
    });
  }
@@ -0,0 +1,39 @@
+jest.mock("pg", () => {
+  throw new Error("Cannot find module 'pg'");
+});
+
+jest.mock("natural", () => {
+  throw new Error("Cannot find module 'natural'");
+});
+
+describe("mem0ai/oss without pg or natural installed", () => {
+  beforeEach(() => {
+    jest.spyOn(console, "error").mockImplementation(() => {});
+  });
+
+  afterEach(() => {
+    jest.restoreAllMocks();
+  });
+
+  test("mem0ai/oss loads", async () => {
+    await expect(import("../src")).resolves.toHaveProperty("Memory");
+  });
+
+  test("PGVector explains how to install pg", async () => {
+    const { PGVector } = await import("../src/vector_stores/pgvector");
+    const store = new PGVector({
+      connectionString: "postgresql://localhost:5432/db",
+      embeddingModelDims: 3,
+    } as any);
+
+    await expect(store.initialize()).rejects.toThrow(
+      "The 'pg' package is required to use the PGVector vector store. Install it with: npm install pg",
+    );
+  });
+
+  test("BM25 lemmatization falls back to the built-in stemmer", async () => {
+    const { lemmatizeForBm25 } = await import("../src/utils/lemmatization");
+
+    expect(lemmatizeForBm25("The dogs were running")).toBe("dog runn running");
+  });
+});
@@ -0,0 +1,76 @@
+/// <reference types="jest" />
+/**
+ * Turbopuffer vector store — score conversion unit tests.
+ *
+ * Drives parseRows() through the public search() API with a mocked
+ * @turbopuffer/turbopuffer peer, asserting the score returned per metric.
+ */
+
+const mockQuery = jest.fn();
+
+jest.mock("@turbopuffer/turbopuffer", () => ({
+  __esModule: true,
+  default: class {
+    namespace() {
+      return { query: mockQuery };
+    }
+  },
+}));
+
+import { TurbopufferDB } from "../src/vector_stores/turbopuffer";
+
+function makeStore(distanceMetric?: string) {
+  return new TurbopufferDB({
+    apiKey: "test-key",
+    collectionName: "mem0",
+    ...(distanceMetric ? { distanceMetric } : {}),
+  } as any);
+}
+
+async function scoreFor(
+  distanceMetric: string | undefined,
+  row: Record<string, any>,
+): Promise<number | undefined> {
+  mockQuery.mockResolvedValueOnce({ rows: [row] });
+  const results = await makeStore(distanceMetric).search([0.1, 0.2, 0.3], 5);
+  return results[0].score;
+}
+
+describe("TurbopufferDB score conversion", () => {
+  it("keeps cosine distance as 1 - dist (default metric)", async () => {
+    // cosine_distance is the default; a distance of 0.25 -> similarity 0.75.
+    expect(await scoreFor(undefined, { id: "a", $dist: 0.25 })).toBeCloseTo(
+      0.75,
+      10,
+    );
+  });
+
+  it("bounds an unbounded euclidean_squared distance to a 0..1 similarity", async () => {
+    // $dist = 4.0 is a squared distance. 1 - 4.0 = -3.0 would invert ranking;
+    // 1 / (1 + 4.0) = 0.2 keeps it higher-is-better and in range.
+    const score = await scoreFor("euclidean_squared", { id: "a", $dist: 4.0 });
+    expect(score).toBeCloseTo(0.2, 10);
+    expect(score!).toBeGreaterThanOrEqual(0);
+    expect(score!).toBeLessThanOrEqual(1);
+  });
+
+  it("ranks a nearer euclidean_squared hit above a farther one", async () => {
+    mockQuery.mockResolvedValueOnce({
+      rows: [
+        { id: "near", $dist: 1.0 },
+        { id: "far", $dist: 9.0 },
+      ],
+    });
+    const results = await makeStore("euclidean_squared").search(
+      [0.1, 0.2, 0.3],
+      5,
+    );
+    const near = results.find((r) => r.id === "near")!;
+    const far = results.find((r) => r.id === "far")!;
+    expect(near.score!).toBeGreaterThan(far.score!);
+  });
+
+  it("preserves an undefined score when the row has no distance", async () => {
+    expect(await scoreFor("euclidean_squared", { id: "a" })).toBeUndefined();
+  });
+});
@@ -0,0 +1,97 @@
+/// <reference types="jest" />
+/**
+ * Turbopuffer vector store — filter translation unit tests.
+ *
+ * Drives the private convertFilters() through the public search() API with a
+ * mocked @turbopuffer/turbopuffer peer, and asserts the filter tuple handed to
+ * ns.query().
+ */
+
+const mockQuery = jest.fn().mockResolvedValue({ rows: [] });
+
+// createClient() does `new sdk.default({...})`, whose namespace() returns the
+// object search() calls query() on.
+jest.mock("@turbopuffer/turbopuffer", () => ({
+  __esModule: true,
+  default: class {
+    namespace() {
+      return { query: mockQuery };
+    }
+  },
+}));
+
+import { TurbopufferDB } from "../src/vector_stores/turbopuffer";
+
+function makeStore() {
+  return new TurbopufferDB({
+    apiKey: "test-key",
+    collectionName: "mem0",
+  } as any);
+}
+
+async function filterFor(filters: any): Promise<any> {
+  mockQuery.mockClear();
+  await makeStore().search([0.1, 0.2, 0.3], 5, filters);
+  return mockQuery.mock.calls[0][0].filters;
+}
+
+describe("TurbopufferDB convertFilters", () => {
+  it("maps every operator, not just gte/lte", async () => {
+    expect(await filterFor({ age: { gt: 18 } })).toEqual(["age", "Gt", 18]);
+    expect(await filterFor({ age: { lt: 65 } })).toEqual(["age", "Lt", 65]);
+    expect(await filterFor({ age: { ne: 40 } })).toEqual(["age", "NotEq", 40]);
+    expect(await filterFor({ role: { eq: "admin" } })).toEqual([
+      "role",
+      "Eq",
+      "admin",
+    ]);
+    expect(await filterFor({ tier: { in: ["a", "b"] } })).toEqual([
+      "tier",
+      "In",
+      ["a", "b"],
+    ]);
+    expect(await filterFor({ tier: { nin: ["x"] } })).toEqual([
+      "tier",
+      "NotIn",
+      ["x"],
+    ]);
+  });
+
+  it("applies every operator in a compound range (AND), not just the first", async () => {
+    const filter = await filterFor({ age: { gt: 18, lt: 65 } });
+    expect(filter[0]).toBe("And");
+    expect(filter[1]).toEqual(
+      expect.arrayContaining([
+        ["age", "Gt", 18],
+        ["age", "Lt", 65],
+      ]),
+    );
+  });
+
+  it("treats a bare array value as an 'in' filter", async () => {
+    expect(await filterFor({ tier: ["gold", "silver"] })).toEqual([
+      "tier",
+      "In",
+      ["gold", "silver"],
+    ]);
+  });
+
+  it("keeps scalar equality working", async () => {
+    expect(await filterFor({ user_id: "u1" })).toEqual(["user_id", "Eq", "u1"]);
+  });
+
+  it("skips a '*' wildcard value instead of matching it literally", async () => {
+    // Only the real agent_id clause survives; user_id: "*" contributes nothing.
+    expect(await filterFor({ user_id: "*", agent_id: "a1" })).toEqual([
+      "agent_id",
+      "Eq",
+      "a1",
+    ]);
+  });
+
+  it("throws on an unsupported operator rather than silently dropping it", async () => {
+    await expect(
+      makeStore().search([0.1, 0.2, 0.3], 5, { name: { startsWith: "a" } }),
+    ).rejects.toThrow(/Unsupported Turbopuffer filter operator 'startsWith'/);
+  });
+});
@@ -579,11 +579,20 @@ class AWSBedrockLLM(LLMBase):
            # Use converse API for Anthropic models
            response = self.client.converse(**converse_params)

-            # Parse Converse API response
+            # Parse Converse API response. Claude reasoning models can emit a
+            # `reasoningContent` block before the `text` block, so iterate to
+            # find the first block that carries text instead of indexing
+            # content[0] (same approach as the MiniMax branch below).
            if hasattr(response, 'output') and hasattr(response.output, 'message'):
-                return response.output.message.content[0].text
+                for block in response.output.message.content:
+                    if hasattr(block, 'text'):
+                        return block.text
+                return ""
            elif 'output' in response and 'message' in response['output']:
-                return response['output']['message']['content'][0]['text']
+                for block in response['output']['message']['content']:
+                    if 'text' in block:
+                        return block['text']
+                return ""
            else:
                return str(response)

@@ -69,6 +69,16 @@ class S3Vectors(VectorStoreBase):
            else:
                raise

+    def _distance_to_score(self, raw_distance: Optional[float]) -> Optional[float]:
+        if raw_distance is None:
+            return None
+        # Euclidean distance is unbounded, so 1 - distance would collapse most
+        # scores to 0. Use a bounded monotonic map instead. Cosine distance is
+        # in [0, 2], where 1 - distance is already a valid similarity.
+        if self.distance_metric == "euclidean":
+            return 1.0 / (1.0 + raw_distance)
+        return max(0.0, 1.0 - raw_distance)
+
    def _parse_output(self, vectors: List[Dict]) -> List[OutputData]:
        results = []
        for v in vectors:
@@ -81,7 +91,7 @@ class S3Vectors(VectorStoreBase):
                    logger.warning(f"Failed to parse metadata for key {v.get('key')}")
                    payload = {}
            raw_distance = v.get("distance")
-            score = max(0.0, 1.0 - raw_distance) if raw_distance is not None else None
+            score = self._distance_to_score(raw_distance)
            results.append(OutputData(id=v.get("key"), score=score, payload=payload))
        return results

@@ -122,7 +122,14 @@ class TurbopufferDB(VectorStoreBase):
            dist = row_dict.pop("$dist", None)
            row_dict.pop("vector", None)

-            score = 1 - dist if dist is not None else None
+            if dist is None:
+                score = None
+            elif self.distance_metric == "euclidean_squared":
+                # $dist is unbounded squared-L2 (lower = closer); map to a bounded
+                # higher-is-better score, mirroring milvus/baidu. Cosine returns 1 - dist.
+                score = 1.0 / (1.0 + dist)
+            else:
+                score = 1 - dist

            results.append(OutputData(
                id=row_id,
@@ -131,6 +138,18 @@ class TurbopufferDB(VectorStoreBase):
            ))
        return results

+    # Maps mem0 filter operators to their Turbopuffer equivalents.
+    OPERATOR_MAP = {
+        "eq": "Eq",
+        "ne": "NotEq",
+        "gt": "Gt",
+        "gte": "Gte",
+        "lt": "Lt",
+        "lte": "Lte",
+        "in": "In",
+        "nin": "NotIn",
+    }
+
    def _convert_filters(self, filters: Optional[Dict]):
        """
        Convert mem0 filters to Turbopuffer filter format.
@@ -143,10 +162,14 @@ class TurbopufferDB(VectorStoreBase):
        conditions = []
        for key, value in filters.items():
            if isinstance(value, dict):
-                if "gte" in value:
-                    conditions.append((key, "Gte", value["gte"]))
-                if "lte" in value:
-                    conditions.append((key, "Lte", value["lte"]))
+                for op, operand in value.items():
+                    tpuf_op = self.OPERATOR_MAP.get(op)
+                    if tpuf_op is None:
+                        raise ValueError(
+                            f"Unsupported filter operator '{op}' for field '{key}'. "
+                            f"Supported operators: {sorted(self.OPERATOR_MAP)}"
+                        )
+                    conditions.append((key, tpuf_op, operand))
            else:
                conditions.append((key, "Eq", value))

@@ -4,7 +4,7 @@ build-backend = "hatchling.build"

 [project]
 name = "mem0ai"
-version = "2.2.0"
+version = "2.2.1"
 description = "Long-term memory for AI Agents"
 authors = [
    { name = "Mem0", email = "support@mem0.ai" }
@@ -83,7 +83,7 @@ test = [
 dev = [
    "ruff==0.16.0",
    "isort>=5.13.2",
-    "pytest>=8.2.2",
+    "pre-commit>=3.5.0",
 ]

 [tool.pytest.ini_options]
@@ -111,6 +111,7 @@ features = [
  "vector-stores",
  "llms",
  "extras",
+  "dev",
 ]

 [tool.hatch.envs.dev_py_3_11]
@@ -120,6 +121,7 @@ features = [
  "vector-stores",
  "llms",
  "extras",
+  "dev",
 ]

 [tool.hatch.envs.dev_py_3_12]
@@ -129,6 +131,12 @@ features = [
  "vector-stores",
  "llms",
  "extras",
+  "dev",
+]
+
+[tool.hatch.envs.default]
+features = [
+  "dev",
 ]

 [tool.hatch.envs.default.scripts]
@@ -37,7 +37,7 @@
    "@radix-ui/react-tooltip": "^1.0.7",
    "@reduxjs/toolkit": "^2.3.0",
    "@tanstack/react-table": "^8.17.3",
-    "axios": "^1.18.0",
+    "axios": "^1.20.0",
    "class-variance-authority": "^0.7.1",
    "clsx": "^2.1.0",
    "cmdk": "^1.0.0",
@@ -8,14 +8,14 @@ overrides:
  form-data@<4.0.6: '>=4.0.6'
  prismjs@<1.30.0: '>=1.30.0'
  uuid@<11.1.1: '>=11.1.1'
-  axios@<1.18.0: '>=1.18.0 <2.0.0'
+  axios@<1.20.0: '>=1.20.0 <2.0.0'
  brace-expansion@<1.1.16: '>=1.1.16 <2.0.0'
  brace-expansion@>=3.0.0 <5.0.8: '>=5.0.8 <6.0.0'
-  js-yaml@<3.15.1: '>=3.15.1 <4.0.0'
-  js-yaml@>=4.0.0 <4.3.1: '>=4.3.1 <5.0.0'
+  js-yaml@<3.15.2: '>=3.15.2 <4.0.0'
+  js-yaml@>=4.0.0 <4.3.2: '>=4.3.2 <5.0.0'
  postcss@<8.5.18: '>=8.5.18 <9.0.0'
  nanoid@<3.3.18: '>=3.3.18 <4.0.0'
-  sharp@<0.35.0: '>=0.35.0 <0.36.0'
+  sharp@<0.35.4: '>=0.35.4 <0.36.0'
  browserslist@<4.28.7: '>=4.28.7 <5.0.0'

 importers:
@@ -98,8 +98,8 @@ importers:
        specifier: ^8.17.3
        version: 8.21.3(react-dom@19.2.7(react@19.2.7))(react@19.2.7)
      axios:
-        specifier: ^1.18.0
-        version: 1.18.1
+        specifier: ^1.20.0
+        version: 1.20.0
      class-variance-authority:
        specifier: ^0.7.1
        version: 0.7.1
@@ -299,160 +299,160 @@ packages:
    resolution: {integrity: sha512-Td76q7j57o/tLVdgS746cYARfSyxk8iEfRxewL9h4OMzYhbW4TAcppl0mT4eyqXddh6L/jwoM75mo7ixa/pCeQ==}
    engines: {node: '>=18'}

-  '@img/sharp-darwin-arm64@0.35.3':
-    resolution: {integrity: sha512-RMnFX7YQsMoh7lWfcM4NEHHymBX/rLuKNPVM84XE9ONPcaSCDgE7CHIHpSgPcO2xcRthgBy1HfNO319mwhIAkg==}
+  '@img/sharp-darwin-arm64@0.35.5':
+    resolution: {integrity: sha512-QRUlFQ0WxvdWyqqG/WtI3iupfD5rBzmCHXSdPsY91sAtVtTo7Q4cb6zOccZ3gqEqkr0f1As1ehLqmEpDsRf+lg==}
    engines: {node: '>=20.9.0'}
    cpu: [arm64]
    os: [darwin]

-  '@img/sharp-darwin-x64@0.35.3':
-    resolution: {integrity: sha512-Xo+5uFBtLN0BKqieTxiFzFPQAUlBbbH5iBKyRX/z1JrbnYsHTfKJnUfL8+p2TPXr1pXqao4eeL4Rl144uDpK9w==}
+  '@img/sharp-darwin-x64@0.35.5':
+    resolution: {integrity: sha512-+BR255RhDlpygUpOc/Jdt1nT6DQ3XG/ERo5wbcdOf5Q320dKtPCKPLR1LJs9VGXRaMa8l1uUa0tkCNOXiAxZUw==}
    engines: {node: '>=20.9.0'}
    cpu: [x64]
    os: [darwin]

-  '@img/sharp-freebsd-wasm32@0.35.3':
-    resolution: {integrity: sha512-lUxcqWIj2wMQ9BrwNjngcr1gWUr5xgaGThBRqPPalIC2n67Cqj1uPh8NnA/ZhAg8hUbKl+kVHKwgUIwe6ZYPrg==}
+  '@img/sharp-freebsd-wasm32@0.35.5':
+    resolution: {integrity: sha512-Y/z91nEZ4uIBX5X3nfTovjU9lHNKFYbL2lpHCLVNmXQK03VIZvXBBt0KxbPGp2SdGSF+2mQU4e+hQaWOt86iAw==}
    engines: {node: '>=20.9.0'}
    os: [freebsd]

-  '@img/sharp-libvips-darwin-arm64@1.3.2':
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+  '@img/sharp-libvips-darwin-arm64@1.3.4':
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    cpu: [arm64]
    os: [darwin]

-  '@img/sharp-libvips-darwin-x64@1.3.2':
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+  '@img/sharp-libvips-darwin-x64@1.3.4':
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    cpu: [x64]
    os: [darwin]

-  '@img/sharp-libvips-linux-arm64@1.3.2':
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+  '@img/sharp-libvips-linux-arm64@1.3.4':
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    cpu: [arm64]
    os: [linux]
    libc: [glibc]

-  '@img/sharp-libvips-linux-arm@1.3.2':
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+  '@img/sharp-libvips-linux-arm@1.3.4':
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    cpu: [arm]
    os: [linux]
    libc: [glibc]

-  '@img/sharp-libvips-linux-ppc64@1.3.2':
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+  '@img/sharp-libvips-linux-ppc64@1.3.4':
+    resolution: {integrity: sha512-Le6boB8Tai0Nis+gIxIpKx68UDVVIqdR8Tin5Yf1z2LJJQLDJvCDRqRu+jC2qCoD+eIomonmOwB4smBRxfVpYQ==}
    cpu: [ppc64]
    os: [linux]
    libc: [glibc]

-  '@img/sharp-libvips-linux-riscv64@1.3.2':
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+  '@img/sharp-libvips-linux-riscv64@1.3.4':
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    cpu: [riscv64]
    os: [linux]
    libc: [glibc]

-  '@img/sharp-libvips-linux-s390x@1.3.2':
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+  '@img/sharp-libvips-linux-s390x@1.3.4':
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    cpu: [s390x]
    os: [linux]
    libc: [glibc]

-  '@img/sharp-libvips-linux-x64@1.3.2':
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+  '@img/sharp-libvips-linux-x64@1.3.4':
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    os: [linux]
    libc: [glibc]

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+  '@img/sharp-libvips-linuxmusl-arm64@1.3.4':
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    cpu: [arm64]
    os: [linux]
    libc: [musl]

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+  '@img/sharp-libvips-linuxmusl-x64@1.3.4':
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    os: [linux]
    libc: [musl]

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    libc: [glibc]

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+  '@img/sharp-linux-arm@0.35.5':
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    os: [linux]
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+  '@img/sharp-linux-ppc64@0.35.5':
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    cpu: [ppc64]
    os: [linux]
    libc: [glibc]

-  '@img/sharp-linux-riscv64@0.35.3':
-    resolution: {integrity: sha512-0Eob78yjlYPfL5vMNWAW55l3R9Y6BQS/gOfe0ZcP9mEz9ohhKSt4im1hayiknXgf8AWrFqMvJcKIdmLmEe7yeQ==}
+  '@img/sharp-linux-riscv64@0.35.5':
+    resolution: {integrity: sha512-LtdreXguaavKODPIfzJ4kffx7UNt1omwtK0rch4EBbbSTXPnxWmYSayXdLJw0fJzQ97kHt1gL/yh4tvU+nCyRQ==}
    engines: {node: '>=20.9.0'}
    cpu: [riscv64]
    os: [linux]
    libc: [glibc]

-  '@img/sharp-linux-s390x@0.35.3':
-    resolution: {integrity: sha512-KgAxQ0DxpNOq1rG2t5cgTgShJFGSuU7XO45cqC+1NVOuZnP6tlgZRuSYOfNupGkHID0o3cJOsw4DVeJpMovcGw==}
+  '@img/sharp-linux-s390x@0.35.5':
+    resolution: {integrity: sha512-UZasTOFiYzotTsGOCu42BfUzP6Tu6Do/947iRm1RsLKvlllxwGcn4RN27LibGWceix4Y+Pmw3jsnTcCQIgWjqA==}
    engines: {node: '>=20.9.0'}
    cpu: [s390x]
    os: [linux]
    libc: [glibc]

-  '@img/sharp-linux-x64@0.35.3':
-    resolution: {integrity: sha512-8pqvxubL2PGdhlPy6GLqzDYMUjyRmKAwKHYKixpdJYBUK7PJ0C029XdsnpFIdgRZG68fZiGdHVWcKPvtiPB4cA==}
+  '@img/sharp-linux-x64@0.35.5':
+    resolution: {integrity: sha512-SxFtLTeJInhAA9Q836kux2vZNeOBQEx658qvbboZScr0wIARym3IcGmW7KpVD5sbVg0Ojy+udFQdayYIZyoNog==}
    engines: {node: '>=20.9.0'}
    cpu: [x64]
    os: [linux]
    libc: [glibc]

-  '@img/sharp-linuxmusl-arm64@0.35.3':
-    resolution: {integrity: sha512-Vz0iQjzzcSX3HCbfwFfCSG/9SCIqyO0mH2sXyiHaAYfBk0cRsCWXRyQYX0ovCK/PAQBbTzQ0dsPQHh5MAFL59w==}
+  '@img/sharp-linuxmusl-arm64@0.35.5':
+    resolution: {integrity: sha512-9HbMclmI1zlNkFRs3z9/eBtDjfD0sGlrX1z6b1qwmiFY5ElDLh4BC0LPBdVp7z1DXFiKlIcznf+ZlsuZzLxQqg==}
    engines: {node: '>=20.9.0'}
    cpu: [arm64]
    os: [linux]
    libc: [musl]

-  '@img/sharp-linuxmusl-x64@0.35.3':
-    resolution: {integrity: sha512-6O1NPKcDVj9QEdg7Hx549EX8U0rp6yXQERqru6yRN7fGBn32UvIRJUlWnk+8xDCiG76hXVBbX82NZ/ZKr0euIg==}
+  '@img/sharp-linuxmusl-x64@0.35.5':
+    resolution: {integrity: sha512-4KOphqB035HrVdqLZfCgMzzERrQkkzOwRhl4OAkRO1YCldbaFjySXMaK534Mo0V+LndnlJk+sbUyLeU0ULyD1A==}
    engines: {node: '>=20.9.0'}
    cpu: [x64]
    os: [linux]
    libc: [musl]

-  '@img/sharp-wasm32@0.35.3':
-    resolution: {integrity: sha512-cZ0XkcYGpHZkqW6iCkqTcmUC0CD9DhD5d/qeZlZkfRBn6GnHniZXLUo5+9xw8Iv76YE6LQFN9YNBlKREcCG76w==}
+  '@img/sharp-wasm32@0.35.5':
+    resolution: {integrity: sha512-Ptsga1su4tQx+LLF1ECS9U6nz5kmrXKo6XVbtR48Ke3ZRxxgaWBu7IDtEe1quo8hiupwm6WFqxVlXaSf7IINGQ==}
    engines: {node: '>=20.9.0'}

-  '@img/sharp-webcontainers-wasm32@0.35.3':
-    resolution: {integrity: sha512-2rnq7bX3NzeR2T4YWgz8qiG4h3TSdMe+vN1iQXpJleSJ3SM5zQ8Fy2SyyXAWlbxpEZ2Y+Z4u1BePgJEYbSy80Q==}
+  '@img/sharp-webcontainers-wasm32@0.35.5':
+    resolution: {integrity: sha512-hfhF/FmoQyTUkA0bIKFOtw536BQSeBMe6BF6QyWlrPxT754+TFLaZ7sKKTfvvM0yJgKgaYTwnFCIZ/GuDw5SUA==}
    engines: {node: '>=20.9.0'}
    cpu: [wasm32]

-  '@img/sharp-win32-arm64@0.35.3':
-    resolution: {integrity: sha512-4bPwFdMbeC4JQ8L8LOyWp6nsHcboP5fxkp6iPOXz2Vg49R42TuMs2whkJ5OAP4/Ul035qOzy0AecOF9VOscn4w==}
+  '@img/sharp-win32-arm64@0.35.5':
+    resolution: {integrity: sha512-X4t7g+7ZA5DKblCBEXGjUqqemj4vczING/5viFwAL8h4N3qYeyjwdCvRLHi4EdOUI+2Z7UFlp1VM+p/AuEtm6Q==}
    engines: {node: '>=20.9.0'}
    cpu: [arm64]
    os: [win32]

-  '@img/sharp-win32-ia32@0.35.3':
-    resolution: {integrity: sha512-r53mXsBN6lFUDiST764SvgwUdHAqM4rPAiDzAmf4fLoB6X/rkfyTrLCg6+g17wJJiCmB3JYgHuUldCWUIRFSXw==}
+  '@img/sharp-win32-ia32@0.35.5':
+    resolution: {integrity: sha512-5Zm82LoBc43nhwNybZlG7Y1KO//Zhsn306fQl29ZOuStHLGTo3BWL83q3cznX0poxSAMuYL1On/BHBxkBeKr6A==}
    engines: {node: ^20.9.0}
    cpu: [ia32]
    os: [win32]

-  '@img/sharp-win32-x64@0.35.3':
-    resolution: {integrity: sha512-D4y1vNeZrIIJCN+uHaWVtH86B+aCrdMYYjicy9pXHvbGZeGYLLSd3wdVuC37FxVXlU1ARsk84eKWfWMXGYEqvA==}
+  '@img/sharp-win32-x64@0.35.5':
+    resolution: {integrity: sha512-x76eH0vEiHlcMQu8Y8IenntaACtddpT6W0wmXtWrnKcnKI7ME5DdgqhAD6SEWOEl1v2zDvkZDhFA9KnURwpfqg==}
    engines: {node: '>=20.9.0'}
    cpu: [x64]
    os: [win32]
@@ -1494,8 +1494,8 @@ packages:
    resolution: {integrity: sha512-s7iGf5GaVMxEG0ENN9x+xTr7GFZCb1ZP/1uATUpCEK2X78nDB3RwbtFCo9pGAf9ru+VwoQ464DkaLEeRM08wJA==}
    engines: {node: '>=4'}

-  axios@1.18.1:
-    resolution: {integrity: sha512-3nTvFlvpn9Zu/RkHUqtc7/+al4UpRW5az71ap5zccp6e8RAYEzhMTecX8Dz1wWDYrPpUoB1HAQEGEAEvUr7S9g==}
+  axios@1.20.0:
+    resolution: {integrity: sha512-r8aOh8j9cGKpgQAqpzrUHnSIc6a59Y3Xf/cv8sy1DrHCkZHzQGEuoq1tARk6qSyDdtQGSDgpb9kFlruzPvrgwg==}

  axobject-query@4.1.0:
    resolution: {integrity: sha512-qIj0G9wZbMGNLjLmg1PT6v2mE9AH2zlnADJD/2tC6E00hgmhUOfEB6greHPAfLRSufHqROIUTkw6E+M3lH0PTQ==}
@@ -2292,8 +2292,8 @@ packages:
  js-tokens@4.0.0:
    resolution: {integrity: sha512-RdJUflcE3cUzKiMqQgsCu06FPu9UdIJO0beYbPhHN4k6apgJtifcoCtT9bcxOpYBtpD2kCM6Sbzg4CausW/PKQ==}

-  js-yaml@4.3.1:
-    resolution: {integrity: sha512-CY6crGq313MX8GkwvB7tzgp99vjQxY1++5y10/BKN/GUfHqWaOGQMNZkBvqSzsZKWk/ijwHlWzzkLulsGHhjWQ==}
+  js-yaml@4.3.2:
+    resolution: {integrity: sha512-SFNOvSJ+Dgf/9An904Yx+CgSlIPCkIpao4qo51lpee25TIRejdH3rhR4EZMGoNx3/TP3O+wzWuiTFl4sqbltzA==}
    hasBin: true

  json-buffer@3.0.1:
@@ -2832,8 +2832,8 @@ packages:
    resolution: {integrity: sha512-RJRdvCo6IAnPdsvP/7m6bsQqNnn1FCBX5ZNtFL98MmFF/4xAIJTIg1YbHW5DC2W5SKZanrC6i4HsJqlajw/dZw==}
    engines: {node: '>= 0.4'}

-  sharp@0.35.3:
-    resolution: {integrity: sha512-ej0zVHuZGHCiABXcNxeYhpRnPNPAcvbG8RMdBAhDAxLKkCRVSpK3Iyu7qbqw3JMzoj0REeM6f3tJLtVwl0023Q==}
+  sharp@0.35.5:
+    resolution: {integrity: sha512-Ywn4OnzGukp7CDMrp08RQ50YKmuwG47brZgIVPTvBaaAfQlRlygrRqSrxdCiL9M+LlzLBiJ68IR1QqvzHyjC7g==}
    engines: {node: '>=20.9.0'}
    peerDependencies:
      '@types/node': '*'
@@ -3174,7 +3174,7 @@ snapshots:
      globals: 13.24.0
      ignore: 5.3.2
      import-fresh: 3.3.1
-      js-yaml: 4.3.1
+      js-yaml: 4.3.2
      minimatch: 3.1.5
      strip-json-comments: 3.1.1
    transitivePeerDependencies:
@@ -3218,108 +3218,108 @@ snapshots:
  '@img/colour@1.1.0':
    optional: true

-  '@img/sharp-darwin-arm64@0.35.3':
+  '@img/sharp-darwin-arm64@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-darwin-arm64': 1.3.2
+      '@img/sharp-libvips-darwin-arm64': 1.3.4
    optional: true

-  '@img/sharp-darwin-x64@0.35.3':
+  '@img/sharp-darwin-x64@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-darwin-x64': 1.3.2
+      '@img/sharp-libvips-darwin-x64': 1.3.4
    optional: true

-  '@img/sharp-freebsd-wasm32@0.35.3':
+  '@img/sharp-freebsd-wasm32@0.35.5':
    dependencies:
-      '@img/sharp-wasm32': 0.35.3
+      '@img/sharp-wasm32': 0.35.5
    optional: true

-  '@img/sharp-libvips-darwin-arm64@1.3.2':
+  '@img/sharp-libvips-darwin-arm64@1.3.4':
    optional: true

-  '@img/sharp-libvips-darwin-x64@1.3.2':
+  '@img/sharp-libvips-darwin-x64@1.3.4':
    optional: true

-  '@img/sharp-libvips-linux-arm64@1.3.2':
+  '@img/sharp-libvips-linux-arm64@1.3.4':
    optional: true

-  '@img/sharp-libvips-linux-arm@1.3.2':
+  '@img/sharp-libvips-linux-arm@1.3.4':
    optional: true

-  '@img/sharp-libvips-linux-ppc64@1.3.2':
+  '@img/sharp-libvips-linux-ppc64@1.3.4':
    optional: true

-  '@img/sharp-libvips-linux-riscv64@1.3.2':
+  '@img/sharp-libvips-linux-riscv64@1.3.4':
    optional: true

-  '@img/sharp-libvips-linux-s390x@1.3.2':
+  '@img/sharp-libvips-linux-s390x@1.3.4':
    optional: true

-  '@img/sharp-libvips-linux-x64@1.3.2':
+  '@img/sharp-libvips-linux-x64@1.3.4':
    optional: true

-  '@img/sharp-libvips-linuxmusl-arm64@1.3.2':
+  '@img/sharp-libvips-linuxmusl-arm64@1.3.4':
    optional: true

-  '@img/sharp-libvips-linuxmusl-x64@1.3.2':
+  '@img/sharp-libvips-linuxmusl-x64@1.3.4':
    optional: true

-  '@img/sharp-linux-arm64@0.35.3':
+  '@img/sharp-linux-arm64@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-linux-arm64': 1.3.2
+      '@img/sharp-libvips-linux-arm64': 1.3.4
    optional: true

-  '@img/sharp-linux-arm@0.35.3':
+  '@img/sharp-linux-arm@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-linux-arm': 1.3.2
+      '@img/sharp-libvips-linux-arm': 1.3.4
    optional: true

-  '@img/sharp-linux-ppc64@0.35.3':
+  '@img/sharp-linux-ppc64@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-linux-ppc64': 1.3.2
+      '@img/sharp-libvips-linux-ppc64': 1.3.4
    optional: true

-  '@img/sharp-linux-riscv64@0.35.3':
+  '@img/sharp-linux-riscv64@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-linux-riscv64': 1.3.2
+      '@img/sharp-libvips-linux-riscv64': 1.3.4
    optional: true

-  '@img/sharp-linux-s390x@0.35.3':
+  '@img/sharp-linux-s390x@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-linux-s390x': 1.3.2
+      '@img/sharp-libvips-linux-s390x': 1.3.4
    optional: true

-  '@img/sharp-linux-x64@0.35.3':
+  '@img/sharp-linux-x64@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-linux-x64': 1.3.2
+      '@img/sharp-libvips-linux-x64': 1.3.4
    optional: true

-  '@img/sharp-linuxmusl-arm64@0.35.3':
+  '@img/sharp-linuxmusl-arm64@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-linuxmusl-arm64': 1.3.2
+      '@img/sharp-libvips-linuxmusl-arm64': 1.3.4
    optional: true

-  '@img/sharp-linuxmusl-x64@0.35.3':
+  '@img/sharp-linuxmusl-x64@0.35.5':
    optionalDependencies:
-      '@img/sharp-libvips-linuxmusl-x64': 1.3.2
+      '@img/sharp-libvips-linuxmusl-x64': 1.3.4
    optional: true

-  '@img/sharp-wasm32@0.35.3':
+  '@img/sharp-wasm32@0.35.5':
    dependencies:
      '@emnapi/runtime': 1.11.3
    optional: true

-  '@img/sharp-webcontainers-wasm32@0.35.3':
+  '@img/sharp-webcontainers-wasm32@0.35.5':
    dependencies:
-      '@img/sharp-wasm32': 0.35.3
+      '@img/sharp-wasm32': 0.35.5
    optional: true

-  '@img/sharp-win32-arm64@0.35.3':
+  '@img/sharp-win32-arm64@0.35.5':
    optional: true

-  '@img/sharp-win32-ia32@0.35.3':
+  '@img/sharp-win32-ia32@0.35.5':
    optional: true

-  '@img/sharp-win32-x64@0.35.3':
+  '@img/sharp-win32-x64@0.35.5':
    optional: true

  '@jridgewell/gen-mapping@0.3.13':
@@ -4367,7 +4367,7 @@ snapshots:

  axe-core@4.12.1: {}

-  axios@1.18.1:
+  axios@1.20.0:
    dependencies:
      follow-redirects: 1.16.0
      form-data: 4.0.6
@@ -4897,7 +4897,7 @@ snapshots:
      imurmurhash: 0.1.4
      is-glob: 4.0.3
      is-path-inside: 3.0.3
-      js-yaml: 4.3.1
+      js-yaml: 4.3.2
      json-stable-stringify-without-jsonify: 1.0.1
      levn: 0.4.1
      lodash.merge: 4.6.2
@@ -5310,7 +5310,7 @@ snapshots:

  js-tokens@4.0.0: {}

-  js-yaml@4.3.1:
+  js-yaml@4.3.2:
    dependencies:
      argparse: 2.0.1

@@ -5439,7 +5439,7 @@ snapshots:
      '@next/swc-linux-x64-musl': 15.5.24
      '@next/swc-win32-arm64-msvc': 15.5.24
      '@next/swc-win32-x64-msvc': 15.5.24
-      sharp: 0.35.3(@types/node@22.5.4)
+      sharp: 0.35.5(@types/node@22.5.4)
    transitivePeerDependencies:
      - '@babel/core'
      - '@types/node'
@@ -5852,37 +5852,37 @@ snapshots:
      es-errors: 1.3.0
      es-object-atoms: 1.1.2

-  sharp@0.35.3(@types/node@22.5.4):
+  sharp@0.35.5(@types/node@22.5.4):
    dependencies:
      '@img/colour': 1.1.0
      detect-libc: 2.1.2
      semver: 7.8.5
    optionalDependencies:
-      '@img/sharp-darwin-arm64': 0.35.3
-      '@img/sharp-darwin-x64': 0.35.3
-      '@img/sharp-freebsd-wasm32': 0.35.3
-      '@img/sharp-libvips-darwin-arm64': 1.3.2
-      '@img/sharp-libvips-darwin-x64': 1.3.2
-      '@img/sharp-libvips-linux-arm': 1.3.2
-      '@img/sharp-libvips-linux-arm64': 1.3.2
-      '@img/sharp-libvips-linux-ppc64': 1.3.2
-      '@img/sharp-libvips-linux-riscv64': 1.3.2
-      '@img/sharp-libvips-linux-s390x': 1.3.2
-      '@img/sharp-libvips-linux-x64': 1.3.2
-      '@img/sharp-libvips-linuxmusl-arm64': 1.3.2
-      '@img/sharp-libvips-linuxmusl-x64': 1.3.2
-      '@img/sharp-linux-arm': 0.35.3
-      '@img/sharp-linux-arm64': 0.35.3
-      '@img/sharp-linux-ppc64': 0.35.3
-      '@img/sharp-linux-riscv64': 0.35.3
-      '@img/sharp-linux-s390x': 0.35.3
-      '@img/sharp-linux-x64': 0.35.3
-      '@img/sharp-linuxmusl-arm64': 0.35.3
-      '@img/sharp-linuxmusl-x64': 0.35.3
-      '@img/sharp-webcontainers-wasm32': 0.35.3
-      '@img/sharp-win32-arm64': 0.35.3
-      '@img/sharp-win32-ia32': 0.35.3
-      '@img/sharp-win32-x64': 0.35.3
+      '@img/sharp-darwin-arm64': 0.35.5
+      '@img/sharp-darwin-x64': 0.35.5
+      '@img/sharp-freebsd-wasm32': 0.35.5
+      '@img/sharp-libvips-darwin-arm64': 1.3.4
+      '@img/sharp-libvips-darwin-x64': 1.3.4
+      '@img/sharp-libvips-linux-arm': 1.3.4
+      '@img/sharp-libvips-linux-arm64': 1.3.4
+      '@img/sharp-libvips-linux-ppc64': 1.3.4
+      '@img/sharp-libvips-linux-riscv64': 1.3.4
+      '@img/sharp-libvips-linux-s390x': 1.3.4
+      '@img/sharp-libvips-linux-x64': 1.3.4
+      '@img/sharp-libvips-linuxmusl-arm64': 1.3.4
+      '@img/sharp-libvips-linuxmusl-x64': 1.3.4
+      '@img/sharp-linux-arm': 0.35.5
+      '@img/sharp-linux-arm64': 0.35.5
+      '@img/sharp-linux-ppc64': 0.35.5
+      '@img/sharp-linux-riscv64': 0.35.5
+      '@img/sharp-linux-s390x': 0.35.5
+      '@img/sharp-linux-x64': 0.35.5
+      '@img/sharp-linuxmusl-arm64': 0.35.5
+      '@img/sharp-linuxmusl-x64': 0.35.5
+      '@img/sharp-webcontainers-wasm32': 0.35.5
+      '@img/sharp-win32-arm64': 0.35.5
+      '@img/sharp-win32-ia32': 0.35.5
+      '@img/sharp-win32-x64': 0.35.5
      '@types/node': 22.5.4
    optional: true

@@ -5,12 +5,12 @@ overrides:
  "form-data@<4.0.6": ">=4.0.6"
  "prismjs@<1.30.0": ">=1.30.0"
  "uuid@<11.1.1": ">=11.1.1"
-  "axios@<1.18.0": ">=1.18.0 <2.0.0"
+  "axios@<1.20.0": ">=1.20.0 <2.0.0"
  "brace-expansion@<1.1.16": ">=1.1.16 <2.0.0"
  "brace-expansion@>=3.0.0 <5.0.8": ">=5.0.8 <6.0.0"
-  "js-yaml@<3.15.1": ">=3.15.1 <4.0.0"
-  "js-yaml@>=4.0.0 <4.3.1": ">=4.3.1 <5.0.0"
+  "js-yaml@<3.15.2": ">=3.15.2 <4.0.0"
+  "js-yaml@>=4.0.0 <4.3.2": ">=4.3.2 <5.0.0"
  "postcss@<8.5.18": ">=8.5.18 <9.0.0"
  "nanoid@<3.3.18": ">=3.3.18 <4.0.0"
-  "sharp@<0.35.0": ">=0.35.0 <0.36.0"
+  "sharp@<0.35.4": ">=0.35.4 <0.36.0"
  "browserslist@<4.28.7": ">=4.28.7 <5.0.0"
@@ -506,3 +506,51 @@ class TestParseResponseLegacy:
        response = {"body": body}
        result = llm._parse_response(response, tools=None)
        assert result == "hello from ai21"
+
+
+class TestAnthropicConverseContentParsing:
+    """The Anthropic Converse branch must not assume content[0] is the text
+    block: Claude reasoning models emit a reasoningContent block before the
+    text block, and some stop conditions produce an empty content array. The
+    parser iterates for the first block carrying text, like the MiniMax branch.
+    """
+
+    def test_text_after_reasoning_content_block(self, mock_boto3):
+        mock_boto3.converse.return_value = {
+            "output": {
+                "message": {
+                    "content": [
+                        {"reasoningContent": {"reasoningText": {"text": "step by step..."}}},
+                        {"text": "final answer"},
+                    ]
+                }
+            }
+        }
+        llm = _make_llm("anthropic.claude-3-5-sonnet-20240620-v1:0", mock_boto3)
+
+        assert llm.generate_response(MESSAGES) == "final answer"
+
+    def test_empty_content_returns_empty_string(self, mock_boto3):
+        mock_boto3.converse.return_value = {"output": {"message": {"content": []}}}
+        llm = _make_llm("anthropic.claude-3-5-sonnet-20240620-v1:0", mock_boto3)
+
+        assert llm.generate_response(MESSAGES) == ""
+
+    def test_plain_text_content_still_returned(self, mock_boto3):
+        mock_boto3.converse.return_value = _converse_response("plain answer")
+        llm = _make_llm("anthropic.claude-3-5-sonnet-20240620-v1:0", mock_boto3)
+
+        assert llm.generate_response(MESSAGES) == "plain answer"
+
+    def test_object_style_response_iterates_blocks(self, mock_boto3):
+        # Defensive attr-style branch: object wrapper with a reasoning block first.
+        from types import SimpleNamespace
+
+        reasoning_block = SimpleNamespace(reasoningContent={"reasoningText": {"text": "hmm"}})
+        text_block = SimpleNamespace(text="object answer")
+        mock_boto3.converse.return_value = SimpleNamespace(
+            output=SimpleNamespace(message=SimpleNamespace(content=[reasoning_block, text_block]))
+        )
+        llm = _make_llm("anthropic.claude-3-5-sonnet-20240620-v1:0", mock_boto3)
+
+        assert llm.generate_response(MESSAGES) == "object answer"
@@ -186,6 +186,45 @@ def test_search(mock_boto_client):
    assert results[0].score == pytest.approx(0.1)


+def test_search_score_cosine_uses_one_minus_distance(mock_boto_client):
+    """Cosine metric keeps the 1 - distance similarity mapping."""
+    mock_boto_client.query_vectors.return_value = {"vectors": [{"key": "id1", "distance": 0.25, "metadata": {}}]}
+    store = S3Vectors(
+        vector_bucket_name=BUCKET_NAME,
+        collection_name=INDEX_NAME,
+        embedding_model_dims=EMBEDDING_DIMS,
+        distance_metric="cosine",
+    )
+
+    results = store.search(query="test", vectors=[0.1, 0.2], top_k=1)
+
+    assert results[0].score == pytest.approx(0.75)
+
+
+def test_search_score_euclidean_uses_bounded_map(mock_boto_client):
+    """Euclidean distance is unbounded; scores must not collapse to 0."""
+    mock_boto_client.query_vectors.return_value = {
+        "vectors": [
+            {"key": "near", "distance": 0.5, "metadata": {}},
+            {"key": "far", "distance": 4.0, "metadata": {}},
+        ]
+    }
+    store = S3Vectors(
+        vector_bucket_name=BUCKET_NAME,
+        collection_name=INDEX_NAME,
+        embedding_model_dims=EMBEDDING_DIMS,
+        distance_metric="euclidean",
+    )
+
+    results = store.search(query="test", vectors=[0.1, 0.2], top_k=2)
+
+    # 1 / (1 + d): a distance > 1 would give a negative (clamped 0) score under
+    # the old cosine-only formula; the bounded map keeps ranking intact.
+    assert results[0].score == pytest.approx(1.0 / 1.5)
+    assert results[1].score == pytest.approx(1.0 / 5.0)
+    assert results[0].score > results[1].score > 0.0
+
+
 def test_get(mock_boto_client):
    """Test retrieving a vector by ID."""
    mock_boto_client.get_vectors.return_value = {
@@ -232,6 +232,35 @@ class TestParseOutput:
    def test_parse_empty_rows(self, db):
        assert db._parse_output([]) == []

+    def test_parse_cosine_score_is_one_minus_dist(self, db):
+        # Default cosine metric: score = 1 - dist, unchanged by the metric fix.
+        results = db._parse_output([_make_row("id1", dist=0.25)])
+        assert results[0].score == pytest.approx(0.75)
+
+    def test_parse_euclidean_squared_score_is_bounded(self, mock_client):
+        # euclidean_squared $dist is unbounded (e.g. 4.0). 1 - dist would give -3.0,
+        # violating the higher-is-better contract; map it to 1/(1+dist) instead.
+        db = TurbopufferDB(
+            collection_name="test_ns",
+            embedding_model_dims=4,
+            api_key="tpuf_test_key",
+            region="gcp-us-central1",
+            distance_metric="euclidean_squared",
+        )
+        results = db._parse_output([_make_row("id1", dist=4.0)])
+        assert results[0].score == pytest.approx(0.2)
+        assert 0.0 <= results[0].score <= 1.0
+
+    def test_parse_euclidean_squared_preserves_none(self, mock_client):
+        db = TurbopufferDB(
+            collection_name="test_ns",
+            embedding_model_dims=4,
+            api_key="tpuf_test_key",
+            region="gcp-us-central1",
+            distance_metric="euclidean_squared",
+        )
+        assert db._parse_output([_make_row("id1")])[0].score is None
+

 # ── _convert_filters ─────────────────────────────────────────────────

@@ -276,6 +305,40 @@ class TestConvertFilters:
        assert ("user_id", "Eq", "u1") in conditions
        assert ("score", "Gte", 0.5) in conditions

+    def test_gt_operator_not_dropped(self, db):
+        """Regression: {"gt": ...} was silently dropped, returning unfiltered results."""
+        result = db._convert_filters({"age": {"gt": 18}})
+        assert result == ("age", "Gt", 18)
+
+    @pytest.mark.parametrize(
+        "op,expected_token",
+        [
+            ("eq", "Eq"),
+            ("ne", "NotEq"),
+            ("gt", "Gt"),
+            ("gte", "Gte"),
+            ("lt", "Lt"),
+            ("lte", "Lte"),
+            ("in", "In"),
+            ("nin", "NotIn"),
+        ],
+    )
+    def test_all_operators_mapped(self, db, op, expected_token):
+        operand = [1, 2] if op in ("in", "nin") else 5
+        result = db._convert_filters({"age": {op: operand}})
+        assert result == ("age", expected_token, operand)
+
+    def test_multiple_operators_on_one_field(self, db):
+        result = db._convert_filters({"age": {"gt": 18, "lt": 65}})
+        assert result[0] == "And"
+        conditions = result[1]
+        assert ("age", "Gt", 18) in conditions
+        assert ("age", "Lt", 65) in conditions
+
+    def test_unknown_operator_raises(self, db):
+        with pytest.raises(ValueError, match="Unsupported filter operator"):
+            db._convert_filters({"age": {"between": [1, 2]}})
+

 # ── search ───────────────────────────────────────────────────────────
Author	SHA1	Message	Date
Himanshu-Sangshetti	921052d641	docs(integrations): add Agent Plugins overview page	2026-10-06 10:59:12 +05:30
Harsh Vardhan Gupta	c93420c49a	fix(security): resolve 13 Vanta HIGH Dependabot vulnerabilities (#7528 ) Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>	2026-10-05 20:52:59 +05:30
Harsh Vardhan Gupta	abb81c88e1	fix(security): resolve 7 Vanta MEDIUM Dependabot vulnerabilities (undici, ip-address, adm-zip) (#7510 ) Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>	2026-10-01 21:46:18 +05:30
Kartik	94c3fe9f23	chore(release): bump Python SDK to 2.2.1 and TypeScript SDK to 3.3.1 (#7456 )	2026-09-25 23:04:12 +05:30
Kartik	947ac79818	fix(ts-sdk): stop forcing pg on installs (optional ranged pg peer, optional natural) (#7450 )	2026-09-25 20:46:24 +05:30
Yash Singh	8127e8bd47	fix(vector_stores/turbopuffer): make search score respect distance_metric (#6559 )	2026-09-25 17:08:20 +05:30
Abhay Singh	5fd01d284a	fix(ts-oss/turbopuffer): bound euclidean_squared distance to a similarity score (#6580 )	2026-09-25 17:07:11 +05:30
Ratish jain	70c676c8c4	fix: wire dev tooling (ruff/isort/pre-commit) into hatch dev environments (#6684 )	2026-09-25 17:04:47 +05:30
Yash Singh	a2d8a8a849	fix(vector_stores/s3_vectors): make search score metric-aware (#6547 )	2026-09-25 16:21:16 +05:30
Ayaan Gazali	fb6d5e1917	fix(llms/aws_bedrock): iterate Converse content blocks for Anthropic text (#6369 )	2026-09-25 16:20:09 +05:30
Yash Singh	ccd216cff0	fix(vector_stores/turbopuffer): apply all filter operators instead of dropping them (#6564 )	2026-09-25 15:53:35 +05:30
Abhay Singh	545306db5a	fix(ts-oss/turbopuffer): apply all filter operators, not just gte/lte (#6578 )	2026-09-25 15:30:31 +05:30
				`@@ -0,0 +1 @@`
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				`@@ -0,0 +1 @@`
				<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24"><title>Cursor</title><rect x="0.25" y="0.25" width="23.5" height="23.5" rx="5.5" fill="#161616" stroke="#3a3a3a" stroke-width="0.5"/><g transform="translate(4.000 4.000) scale(0.66667)" fill="#ffffff" fill-rule="evenodd"><path d="M22.106 5.68L12.5.135a.998.998 0 00-.998 0L1.893 5.68a.84.84 0 00-.419.726v11.186c0 .3.16.577.42.727l9.607 5.547a.999.999 0 00.998 0l9.608-5.547a.84.84 0 00.42-.727V6.407a.84.84 0 00-.42-.726zm-.603 1.176L12.228 22.92c-.063.108-.228.064-.228-.061V12.34a.59.59 0 00-.295-.51l-9.11-5.26c-.107-.062-.063-.228.062-.228h18.55c.264 0 .428.286.296.514z"/></g></svg>
				`@@ -0,0 +1 @@`
				`<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24"><title>opencode</title><rect x="0.25" y="0.25" width="23.5" height="23.5" rx="5.5" fill="#161616" stroke="#3a3a3a" stroke-width="0.5"/><g transform="translate(4.000 4.000) scale(0.66667)" fill="#ffffff" fill-rule="evenodd"><path d="M16 6H8v12h8V6zm4 16H4V2h16v20z"/></g></svg>`