diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml index dfceb22ac..bed3dea36 100644 --- a/.github/workflows/release.yml +++ b/.github/workflows/release.yml @@ -66,6 +66,10 @@ jobs: working-directory: ./hindsight-integrations/hermes run: uv build --out-dir dist + - name: Build hindsight-agno + working-directory: ./hindsight-integrations/agno + run: uv build --out-dir dist + # Publish in order (client and api-slim first, then api/all wrappers which depend on them) - name: Publish hindsight-client to PyPI uses: pypa/gh-action-pypi-publish@release/v1 @@ -127,6 +131,12 @@ jobs: packages-dir: ./hindsight-integrations/hermes/dist skip-existing: true + - name: Publish hindsight-agno to PyPI + uses: pypa/gh-action-pypi-publish@release/v1 + with: + packages-dir: ./hindsight-integrations/agno/dist + skip-existing: true + # Upload artifacts for GitHub release - name: Upload artifacts uses: actions/upload-artifact@v7 @@ -143,6 +153,7 @@ jobs: hindsight-integrations/crewai/dist/* hindsight-integrations/pydantic-ai/dist/* hindsight-integrations/hermes/dist/* + hindsight-integrations/agno/dist/* retention-days: 1 release-typescript-client: @@ -681,6 +692,7 @@ jobs: cp artifacts/python-packages/hindsight-integrations/litellm/dist/* release-assets/ || true cp artifacts/python-packages/hindsight-integrations/pydantic-ai/dist/* release-assets/ || true cp artifacts/python-packages/hindsight-integrations/hermes/dist/* release-assets/ || true + cp artifacts/python-packages/hindsight-integrations/agno/dist/* release-assets/ || true cp artifacts/python-packages/hindsight-embed/dist/* release-assets/ || true # TypeScript client cp artifacts/typescript-client/*.tgz release-assets/ || true diff --git a/hindsight-docs/blog/2026-03-16-n8n-memory-workflows.md b/hindsight-docs/blog/2026-03-16-n8n-memory-workflows.md deleted file mode 100644 index 01a6cd83c..000000000 --- a/hindsight-docs/blog/2026-03-16-n8n-memory-workflows.md +++ /dev/null @@ -1,280 +0,0 @@ ---- -title: "3 Nodes. Zero Code. Persistent Memory for n8n Workflows" -authors: [benfrank241] -date: 2026-03-16 -tags: [n8n, tutorial, workflow, memory, no-code] -image: /img/blog/n8n-memory-workflows.png ---- - -![How to Add Persistent Memory to n8n Workflows](/img/blog/n8n-memory-workflows.png) - -n8n workflows are stateless — every execution starts from zero. [Hindsight](https://ui.hindsight.vectorize.io/signup) adds persistent n8n memory via three HTTP Request nodes. No custom nodes, no vector database, no code. - - - -**TL;DR:** -- n8n workflows are stateless — every execution starts from zero -- Hindsight adds persistent memory via three HTTP Request nodes -- No custom nodes, no vector database, no code -- Works with Hindsight Cloud (zero setup) or self-hosted -- Retain customer interactions, recall relevant context, reflect for synthesis -- Works with any [n8n](https://n8n.io/) workflow: support bots, lead enrichment, onboarding sequences - -## The problem: n8n workflows without memory - -You build an n8n workflow that handles customer support tickets. It triages, responds, escalates. It works. - -But every execution is isolated. - -Ticket comes in from Alice. Your workflow doesn't know Alice called last week about the same issue. Doesn't know she's on the Enterprise plan. Doesn't know she prefers email. - -You could store this in a database. But then you need: - -- A schema for every fact type -- Queries for every retrieval pattern -- Logic to decide what's relevant - -That's not a workflow anymore. That's a backend project. - -What you actually need: store facts as they happen, retrieve what's relevant, and synthesize when asked. Without leaving n8n. - -## Architecture: three nodes for n8n persistent memory - -``` -Trigger (webhook, schedule, etc.) - ↓ -Retain — POST to Hindsight, store the interaction - ↓ -Your workflow logic - ↓ -Recall — POST to Hindsight, get relevant past context - ↓ -AI node / response — use memory to personalize -``` - -Three [HTTP Request nodes](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.httprequest/). Same workflow structure you already use. - -Under the hood, Hindsight automatically extracts entities and relationships from your content, builds a [knowledge graph with semantic search](/blog/2026/03/12/spreading-activation-memory-graphs), and returns relevant facts when you query. You don't manage any of that — it's handled by the three API calls below. - -## Setting up Hindsight and n8n - -### Start Hindsight - -You have two options: Hindsight Cloud (no setup) or self-hosted (run it yourself). - -**Option A: Hindsight Cloud** - -1. [Sign up at Hindsight Cloud](https://ui.hindsight.vectorize.io/signup) -2. Create a memory bank in the dashboard and copy your API key -3. Your base URL is `https://api.hindsight.vectorize.io` and all requests need an `Authorization: Bearer hsk_your-key-here` header. - -This is the easiest path if you're using n8n Cloud, since n8n Cloud can't reach localhost. Hindsight Cloud gives you a public API endpoint with no infrastructure to manage. - -**Option B: Self-hosted** - -Install and start the memory server: - -```bash -pip install hindsight-all -export HINDSIGHT_API_LLM_API_KEY=YOUR_OPENAI_KEY - -hindsight-api -``` - -It runs at `http://localhost:8888`. Embedded Postgres, fact extraction, semantic search, knowledge graph — all included. - -### Create a memory bank - -If you're using Hindsight Cloud, create a bank in the dashboard. For self-hosted, create one via the API: - -```bash -curl -X PUT http://localhost:8888/v1/default/banks/n8n-workflow \ - -H "Content-Type: application/json" \ - -d '{ - "name": "n8n Workflow Memory", - "mission": "Remember customer interactions and workflow context." - }' -``` - -This is idempotent — safe to run multiple times. - -### Start n8n - -```bash -npx n8n -``` - -Open `http://localhost:5678` and create a new workflow. - -## The three n8n memory operations: retain, recall, reflect - -### Retain — store interactions as they happen - -Add an [HTTP Request node](https://docs.n8n.io/integrations/builtin/core-nodes/n8n-nodes-base.httprequest/) after your trigger: - -- **Method**: POST -- **URL**: - - Cloud: `https://api.hindsight.vectorize.io/v1/default/banks/n8n-workflow/memories` - - Self-hosted: `http://YOUR_IP:8888/v1/default/banks/n8n-workflow/memories` -- **Send Body**: on -- **Body Content Type**: JSON -- **Specify Body**: Using JSON -- **JSON**: - -```json -{"items": [{"content": "Customer Bob prefers email communication and is on the Enterprise plan."}]} -``` - -If you're using Hindsight Cloud, add an Authorization header: `Bearer hsk_your-key-here`. In the HTTP Request node, go to **Options → Headers** and add it. - -> **Self-hosted gotcha**: Use your machine's IP address (e.g., `192.168.x.x`), not `localhost`. n8n resolves `localhost` to its own process. Find your IP with `ipconfig getifaddr en0` (macOS) or `hostname -I` (Linux). This doesn't apply if you're using Hindsight Cloud or n8n Cloud. - -Click **Execute step**. You should get a success response: - -```json -{ - "success": true, - "bank_id": "n8n-workflow", - "items_count": 1, - "async": false -} -``` - -Hindsight extracts facts from the content automatically — entities, relationships, timestamps. You don't manage any of that. - -### Recall — retrieve relevant context - -Add another HTTP Request node: - -- **Method**: POST -- **URL**: - - Cloud: `https://api.hindsight.vectorize.io/v1/default/banks/n8n-workflow/memories/recall` - - Self-hosted: `http://YOUR_IP:8888/v1/default/banks/n8n-workflow/memories/recall` -- **JSON**: - -```json -{"query": "What do we know about Bob?", "budget": "low"} -``` - -Click **Execute step**. You'll see extracted facts come back: - -```json -{ - "results": [ - { - "text": "Bob prefers email communication and is subscribed to the Enterprise plan.", - "type": "world", - "entities": ["Bob"] - } - ] -} -``` - -This is what you inject into your AI node's system prompt to personalize responses. - -### Reflect — synthesize across all memories - -For synthesis questions — "summarize this customer" or "what patterns do we see" — use reflect: - -- **Method**: POST -- **URL**: - - Cloud: `https://api.hindsight.vectorize.io/v1/default/banks/n8n-workflow/reflect` - - Self-hosted: `http://YOUR_IP:8888/v1/default/banks/n8n-workflow/reflect` -- **JSON**: - -```json -{"query": "Summarize what we know about our customers"} -``` - -Reflect traverses the knowledge graph and reasons across all stored memories. It's slower than recall but produces synthesized analysis, not just raw facts. - -## Making n8n memory dynamic - -The examples above use hardcoded JSON. In a real workflow, you'd use [n8n expressions](https://docs.n8n.io/code/expressions/) to inject dynamic data. - -For **retain**, wire in data from your trigger: - -```json -{"items": [{"content": "{{ $json.customer_name }} submitted a {{ $json.ticket_type }} ticket: {{ $json.message }}"}]} -``` - -For **recall**, query based on the current customer: - -```json -{"query": "What do we know about {{ $json.customer_name }}?", "budget": "low"} -``` - -For **reflect**, ask for a synthesis: - -```json -{"query": "Summarize all interactions with {{ $json.customer_name }}"} -``` - -n8n expressions make the memory layer dynamic without writing code. - -## Example: support bot with n8n memory - -Here's a practical workflow: - -1. **Webhook trigger** — receives incoming support message -2. **Recall node** — retrieves relevant past context for this customer -3. **AI node** (OpenAI, Anthropic, etc.) — generates response with memory in the system prompt -4. **Retain node** — stores the interaction for future reference -5. **Respond to Webhook** — sends the reply - -The AI node gets a system prompt like: - -``` -You are a support agent. Here is what you know about this customer: -{{ $('Recall').item.json.results[0].text }} -``` - -Now your support bot remembers past conversations, knows customer preferences, and doesn't ask the same questions twice. You can further customize how the agent reasons about that context using [disposition traits](/blog/2026/03/13/disposition-aware-agents) — for example, making it more empathetic for support or more skeptical for fraud detection. - -## Pitfalls and edge cases - -1. **Use your machine IP, not localhost** (self-hosted only). n8n can't reach `localhost:8888` because it resolves to itself. Use `ipconfig getifaddr en0` (macOS) or `hostname -I` (Linux) to find your LAN IP. If you're using Hindsight Cloud, this isn't an issue — just use `https://api.hindsight.vectorize.io`. - -2. **Retain is asynchronous.** Fact extraction happens in the background after the API returns. If you recall immediately after retaining, the new facts may not be available yet. Add a short delay or design your workflow so recall happens on subsequent executions. - -3. **The retain endpoint is `/memories`, not `/memories/retain`.** The URL path is `POST /v1/default/banks/{bank_id}/memories` with an `items` array in the body. The Python client method is called `retain()` but the HTTP endpoint is different. - -4. **Bank creation uses PUT, not POST.** `PUT /v1/default/banks/{bank_id}` — the bank ID is in the URL path, not the request body. - -5. **Set Content-Type explicitly.** n8n's HTTP Request node handles this when you select JSON body content type, but if you switch modes or use expressions, make sure the header is set. - -## Tradeoffs: n8n memory with Hindsight vs. a database - -| | **Hindsight + n8n** | **Database + custom queries** | -|---|---|---| -| **Setup** | Three HTTP nodes | Schema design, migration, query logic | -| **What it stores** | Natural language facts | Structured records | -| **Retrieval** | Semantic search | Exact match / SQL | -| **Synthesis** | Built-in (reflect) | Build it yourself | -| **Maintenance** | Zero | Schema evolution, query tuning | - -**Use Hindsight when**: you want natural language memory without building a backend — customer context, conversation history, learned preferences. - -**Use a database when**: you need structured records with exact lookups — order IDs, account balances, inventory counts. - -They complement each other. Use Hindsight for the fuzzy, contextual knowledge. Use your database for the structured data. - -## Recap - -- Three HTTP Request nodes give your n8n workflows persistent memory -- **Retain** (`POST /memories`) — store interactions as they happen -- **Recall** (`POST /memories/recall`) — retrieve relevant context before responding -- **Reflect** (`POST /reflect`) — synthesize across all stored memories -- Works with both [Hindsight Cloud](https://ui.hindsight.vectorize.io/signup) and self-hosted -- Use n8n expressions to make it dynamic - -## Next steps - -- **Add per-customer banks** — use a different `bank_id` per customer for full isolation -- **Use tags for scoped memory** — add `"tags": ["support"]` on retain, filter with `"tags": ["support"]` on recall -- **Wire recall into AI nodes** — inject memory context into system prompts for personalized responses -- **Try the hosted version** — [use Hindsight Cloud](https://ui.hindsight.vectorize.io/signup) instead of self-hosting -- **Explore the MCP server** — Hindsight also exposes an MCP endpoint at `/mcp/{bank_id}/` for tools that support it -- **Read the docs** — see the [full Hindsight API reference](https://docs.hindsight.vectorize.io/recall) for advanced features - -Your workflows just got a long-term memory. No code required. diff --git a/hindsight-docs/src/components/CookbookGrid.tsx b/hindsight-docs/src/components/CookbookGrid.tsx index 102b64598..31728abcd 100644 --- a/hindsight-docs/src/components/CookbookGrid.tsx +++ b/hindsight-docs/src/components/CookbookGrid.tsx @@ -27,6 +27,9 @@ function sdkIcon(sdk: string): string | null { if (sdk.includes('hermes')) { return '/img/icons/hermes.png'; } + if (sdk.includes('agno')) { + return '/img/icons/agno.png'; + } if (sdk.includes('hindsight-client') || sdk.includes('hindsight-api') || sdk.includes('litellm') || sdk.includes('pydantic') || sdk.includes('crewai')) { return '/img/icons/python.svg'; } diff --git a/hindsight-docs/static/img/blog/n8n-memory-workflows.png b/hindsight-docs/static/img/blog/n8n-memory-workflows.png deleted file mode 100644 index 86b429139..000000000 Binary files a/hindsight-docs/static/img/blog/n8n-memory-workflows.png and /dev/null differ diff --git a/hindsight-docs/static/img/icons/agno.png b/hindsight-docs/static/img/icons/agno.png new file mode 100644 index 000000000..c0580db28 Binary files /dev/null and b/hindsight-docs/static/img/icons/agno.png differ diff --git a/hindsight-integrations/agno/README.md b/hindsight-integrations/agno/README.md new file mode 100644 index 000000000..d0755dc06 --- /dev/null +++ b/hindsight-integrations/agno/README.md @@ -0,0 +1,186 @@ +# hindsight-agno + +Persistent memory tools for Agno agents via Hindsight. Give your agents long-term memory with retain, recall, and reflect — using Agno's native Toolkit pattern. + +## Features + +- **Native Toolkit** - Extends Agno's `Toolkit` base class, just like `Mem0Tools` +- **Memory Instructions** - Pre-recall memories for injection into `Agent(instructions=[...])` +- **Three Memory Tools** - Retain (store), Recall (search), Reflect (synthesize) — include any combination +- **Flexible Bank Resolution** - Static bank ID, `RunContext.user_id`, or custom resolver +- **Simple Configuration** - Configure once globally, or pass a client directly + +## Installation + +```bash +pip install hindsight-agno +``` + +## Quick Start + +```python +from agno.agent import Agent +from agno.models.openai import OpenAIChat +from hindsight_agno import HindsightTools + +agent = Agent( + model=OpenAIChat(id="gpt-4o-mini"), + tools=[HindsightTools( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", + )], +) + +agent.print_response("Remember that I prefer dark mode") +agent.print_response("What are my preferences?") +``` + +The agent now has three tools it can call: + +- **`retain_memory`** — Store information to long-term memory +- **`recall_memory`** — Search long-term memory for relevant facts +- **`reflect_on_memory`** — Synthesize a reasoned answer from memories + +## With Memory Instructions + +Pre-recall relevant memories and inject them into the system prompt: + +```python +from hindsight_agno import HindsightTools, memory_instructions + +agent = Agent( + model=OpenAIChat(id="gpt-4o-mini"), + tools=[HindsightTools( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", + )], + instructions=[memory_instructions( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", + )], +) +``` + +## Selecting Tools + +Include only the tools you need: + +```python +tools = [HindsightTools( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", + enable_retain=True, + enable_recall=True, + enable_reflect=False, # Omit reflect +)] +``` + +## Bank Resolution + +The bank ID is resolved in order: + +1. **`bank_resolver`** — Custom callable `(RunContext) -> str` +2. **`bank_id`** — Static bank ID passed to constructor +3. **`run_context.user_id`** — Automatic per-user banks + +```python +# Per-user banks from RunContext +agent = Agent( + model=OpenAIChat(id="gpt-4o-mini"), + tools=[HindsightTools(hindsight_api_url="http://localhost:8888")], + user_id="user-123", # Used as bank_id +) + +# Custom resolver +def resolve_bank(ctx): + return f"team-{ctx.user_id}" + +agent = Agent( + model=OpenAIChat(id="gpt-4o-mini"), + tools=[HindsightTools( + bank_resolver=resolve_bank, + hindsight_api_url="http://localhost:8888", + )], +) +``` + +## Global Configuration + +Instead of passing connection details to every toolkit, configure once: + +```python +from hindsight_agno import configure, HindsightTools + +configure( + hindsight_api_url="http://localhost:8888", + api_key="your-api-key", # Or set HINDSIGHT_API_KEY env var + budget="mid", # Recall budget: low/mid/high + max_tokens=4096, # Max tokens for recall results + tags=["env:prod"], # Tags for stored memories + recall_tags=["scope:global"], # Tags to filter recall + recall_tags_match="any", # Tag match mode: any/all/any_strict/all_strict +) + +# Now create toolkit without passing connection details +tools = [HindsightTools(bank_id="user-123")] +``` + +## Configuration Reference + +### `HindsightTools()` + +| Parameter | Default | Description | +|---|---|---| +| `bank_id` | `None` | Static Hindsight memory bank ID | +| `bank_resolver` | `None` | Callable `(RunContext) -> str` for dynamic bank ID | +| `client` | `None` | Pre-configured Hindsight client | +| `hindsight_api_url` | `None` | API URL (used if no client provided) | +| `api_key` | `None` | API key (used if no client provided) | +| `budget` | `"mid"` | Recall/reflect budget level (low/mid/high) | +| `max_tokens` | `4096` | Maximum tokens for recall results | +| `tags` | `None` | Tags applied when storing memories | +| `recall_tags` | `None` | Tags to filter when searching | +| `recall_tags_match` | `"any"` | Tag matching mode | +| `enable_retain` | `True` | Include the retain (store) tool | +| `enable_recall` | `True` | Include the recall (search) tool | +| `enable_reflect` | `True` | Include the reflect (synthesize) tool | + +### `memory_instructions()` + +| Parameter | Default | Description | +|---|---|---| +| `bank_id` | *required* | Hindsight memory bank ID | +| `client` | `None` | Pre-configured Hindsight client | +| `hindsight_api_url` | `None` | API URL (used if no client provided) | +| `api_key` | `None` | API key (used if no client provided) | +| `query` | `"relevant context about the user"` | Recall query for memory injection | +| `budget` | `"low"` | Recall budget level | +| `max_results` | `5` | Maximum memories to inject | +| `max_tokens` | `4096` | Maximum tokens for recall results | +| `prefix` | `"Relevant memories:\n"` | Text prepended before memory list | +| `tags` | `None` | Tags to filter recall results | +| `tags_match` | `"any"` | Tag matching mode | + +### `configure()` + +| Parameter | Default | Description | +|---|---|---| +| `hindsight_api_url` | Production API | Hindsight API URL | +| `api_key` | `HINDSIGHT_API_KEY` env | API key for authentication | +| `budget` | `"mid"` | Default recall budget level | +| `max_tokens` | `4096` | Default max tokens for recall | +| `tags` | `None` | Default tags for retain operations | +| `recall_tags` | `None` | Default tags to filter recall | +| `recall_tags_match` | `"any"` | Default tag matching mode | +| `verbose` | `False` | Enable verbose logging | + +## Requirements + +- Python >= 3.10 +- agno +- hindsight-client >= 0.4.0 +- A running Hindsight API server + +## License + +MIT diff --git a/hindsight-integrations/agno/hindsight_agno/__init__.py b/hindsight-integrations/agno/hindsight_agno/__init__.py new file mode 100644 index 000000000..bcab7145d --- /dev/null +++ b/hindsight-integrations/agno/hindsight_agno/__init__.py @@ -0,0 +1,46 @@ +"""Hindsight-Agno: Persistent memory tools for AI agents. + +Provides a Hindsight-backed Toolkit for Agno agents, +giving them long-term memory via retain, recall, and reflect tools. + +Basic usage:: + + from agno.agent import Agent + from agno.models.openai import OpenAIChat + from hindsight_agno import HindsightTools, memory_instructions + + agent = Agent( + model=OpenAIChat(id="gpt-4o-mini"), + tools=[HindsightTools( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", + )], + instructions=[memory_instructions( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", + )], + ) + + agent.print_response("What do you remember about my preferences?") +""" + +from .config import ( + HindsightAgnoConfig, + configure, + get_config, + reset_config, +) +from .errors import HindsightError +from .tools import HindsightTools, memory_instructions + +__version__ = "0.1.0" + +__all__ = [ + "configure", + "get_config", + "reset_config", + "HindsightAgnoConfig", + "HindsightError", + "HindsightTools", + "memory_instructions", +] diff --git a/hindsight-integrations/agno/hindsight_agno/config.py b/hindsight-integrations/agno/hindsight_agno/config.py new file mode 100644 index 000000000..28b213b34 --- /dev/null +++ b/hindsight-integrations/agno/hindsight_agno/config.py @@ -0,0 +1,92 @@ +"""Global configuration for Hindsight-Agno integration.""" + +from __future__ import annotations + +import os +from dataclasses import dataclass + +DEFAULT_HINDSIGHT_API_URL = "https://api.hindsight.vectorize.io" +HINDSIGHT_API_KEY_ENV = "HINDSIGHT_API_KEY" + + +@dataclass +class HindsightAgnoConfig: + """Connection and default settings for the Agno integration. + + Attributes: + hindsight_api_url: URL of the Hindsight API server. + api_key: API key for Hindsight authentication. + budget: Default recall budget level (low/mid/high). + max_tokens: Default maximum tokens for recall results. + tags: Default tags applied when storing memories. + recall_tags: Default tags to filter when searching memories. + recall_tags_match: Tag matching mode (any/all/any_strict/all_strict). + verbose: Enable verbose logging. + """ + + hindsight_api_url: str = DEFAULT_HINDSIGHT_API_URL + api_key: str | None = None + budget: str = "mid" + max_tokens: int = 4096 + tags: list[str] | None = None + recall_tags: list[str] | None = None + recall_tags_match: str = "any" + verbose: bool = False + + +_global_config: HindsightAgnoConfig | None = None + + +def configure( + hindsight_api_url: str | None = None, + api_key: str | None = None, + budget: str = "mid", + max_tokens: int = 4096, + tags: list[str] | None = None, + recall_tags: list[str] | None = None, + recall_tags_match: str = "any", + verbose: bool = False, +) -> HindsightAgnoConfig: + """Configure Hindsight connection and default settings. + + Args: + hindsight_api_url: Hindsight API URL (default: production). + api_key: API key. Falls back to HINDSIGHT_API_KEY env var. + budget: Default recall budget (low/mid/high). + max_tokens: Default max tokens for recall. + tags: Default tags for retain operations. + recall_tags: Default tags to filter recall/search. + recall_tags_match: Tag matching mode. + verbose: Enable verbose logging. + + Returns: + The configured HindsightAgnoConfig. + """ + global _global_config + + resolved_url = hindsight_api_url or DEFAULT_HINDSIGHT_API_URL + resolved_key = api_key or os.environ.get(HINDSIGHT_API_KEY_ENV) + + _global_config = HindsightAgnoConfig( + hindsight_api_url=resolved_url, + api_key=resolved_key, + budget=budget, + max_tokens=max_tokens, + tags=tags, + recall_tags=recall_tags, + recall_tags_match=recall_tags_match, + verbose=verbose, + ) + + return _global_config + + +def get_config() -> HindsightAgnoConfig | None: + """Get the current global configuration.""" + return _global_config + + +def reset_config() -> None: + """Reset global configuration to None.""" + global _global_config + _global_config = None diff --git a/hindsight-integrations/agno/hindsight_agno/errors.py b/hindsight-integrations/agno/hindsight_agno/errors.py new file mode 100644 index 000000000..29fd2f739 --- /dev/null +++ b/hindsight-integrations/agno/hindsight_agno/errors.py @@ -0,0 +1,7 @@ +"""Hindsight-Agno error types.""" + + +class HindsightError(Exception): + """Exception raised when a Hindsight memory operation fails.""" + + pass diff --git a/hindsight-integrations/agno/hindsight_agno/tools.py b/hindsight-integrations/agno/hindsight_agno/tools.py new file mode 100644 index 000000000..e10b75a2d --- /dev/null +++ b/hindsight-integrations/agno/hindsight_agno/tools.py @@ -0,0 +1,345 @@ +"""Agno Toolkit for Hindsight memory operations. + +Provides a ``Toolkit`` subclass that registers retain/recall/reflect +as agent-callable tools, following the same pattern as Agno's ``Mem0Tools``. +""" + +from __future__ import annotations + +import logging +from collections.abc import Callable +from typing import Any + +from agno.run.base import RunContext +from agno.tools.toolkit import Toolkit +from hindsight_client import Hindsight + +from .config import get_config +from .errors import HindsightError + +logger = logging.getLogger(__name__) + +_TOOL_INSTRUCTIONS = """\ +You have access to long-term memory via Hindsight tools. + +- Use `retain_memory` to save important facts, user preferences, decisions, \ +or any information that should be remembered across conversations. +- Use `recall_memory` to search for previously stored facts, preferences, or context. +- Use `reflect_on_memory` to synthesize a thoughtful, reasoned answer from \ +what you know, rather than raw memory facts. + +Proactively store information the user shares that may be useful later. \ +When answering questions, check memory first for relevant context.\ +""" + + +def _resolve_client( + client: Hindsight | None, + hindsight_api_url: str | None, + api_key: str | None, +) -> Hindsight: + """Resolve a Hindsight client from explicit args or global config.""" + if client is not None: + return client + + config = get_config() + url = hindsight_api_url or (config.hindsight_api_url if config else None) + key = api_key or (config.api_key if config else None) + + if url is None: + raise HindsightError( + "No Hindsight API URL configured. " + "Pass client= or hindsight_api_url=, or call configure() first." + ) + + kwargs: dict[str, Any] = {"base_url": url, "timeout": 30.0} + if key: + kwargs["api_key"] = key + return Hindsight(**kwargs) + + +class HindsightTools(Toolkit): + """Agno Toolkit providing Hindsight memory tools. + + Registers retain, recall, and reflect as agent-callable tools + following the same pattern as Agno's ``Mem0Tools``. + + Args: + bank_id: Static memory bank ID. + bank_resolver: Callable that resolves bank_id from RunContext. + client: Pre-configured Hindsight client. + hindsight_api_url: API URL (used if no client provided). + api_key: API key (used if no client provided). + budget: Recall/reflect budget level (low/mid/high). + max_tokens: Maximum tokens for recall results. + tags: Tags applied when storing memories via retain. + recall_tags: Tags to filter when searching memories. + recall_tags_match: Tag matching mode (any/all/any_strict/all_strict). + enable_retain: Include the retain (store) tool. + enable_recall: Include the recall (search) tool. + enable_reflect: Include the reflect (synthesize) tool. + **kwargs: Passed through to Toolkit (e.g. include_tools, exclude_tools). + + Example:: + + from agno.agent import Agent + from agno.models.openai import OpenAIChat + from hindsight_agno import HindsightTools + + agent = Agent( + model=OpenAIChat(id="gpt-4o-mini"), + tools=[HindsightTools( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", + )], + ) + agent.print_response("Remember that I prefer dark mode") + """ + + def __init__( + self, + *, + bank_id: str | None = None, + bank_resolver: Callable[[RunContext], str] | None = None, + client: Hindsight | None = None, + hindsight_api_url: str | None = None, + api_key: str | None = None, + budget: str = "mid", + max_tokens: int = 4096, + tags: list[str] | None = None, + recall_tags: list[str] | None = None, + recall_tags_match: str = "any", + enable_retain: bool = True, + enable_recall: bool = True, + enable_reflect: bool = True, + **kwargs: Any, + ): + self._bank_id = bank_id + self._bank_resolver = bank_resolver + self._client = _resolve_client(client, hindsight_api_url, api_key) + self._created_banks: set[str] = set() + + # Resolve defaults from global config + config = get_config() + self._budget = budget or (config.budget if config else "mid") + self._max_tokens = max_tokens or (config.max_tokens if config else 4096) + self._tags = tags if tags is not None else (config.tags if config else None) + self._recall_tags = ( + recall_tags + if recall_tags is not None + else (config.recall_tags if config else None) + ) + self._recall_tags_match = recall_tags_match or ( + config.recall_tags_match if config else "any" + ) + + # Build list of tools to register based on enable flags + tools: list[Callable[..., Any]] = [] + if enable_retain: + tools.append(self.retain_memory) + if enable_recall: + tools.append(self.recall_memory) + if enable_reflect: + tools.append(self.reflect_on_memory) + + super().__init__( + name="hindsight_tools", + tools=tools, + instructions=_TOOL_INSTRUCTIONS, + **kwargs, + ) + + def _resolve_bank_id(self, run_context: RunContext) -> str: + """Resolve the effective bank_id for this operation. + + Resolution order: + 1. bank_resolver(run_context) if set + 2. Static bank_id if set + 3. run_context.user_id if available + 4. Raise HindsightError + """ + if self._bank_resolver is not None: + return self._bank_resolver(run_context) + + if self._bank_id is not None: + return self._bank_id + + user_id = getattr(run_context, "user_id", None) + if user_id: + return user_id + + raise HindsightError( + "No bank_id available. Provide bank_id=, bank_resolver=, " + "or ensure run_context.user_id is set." + ) + + def _ensure_bank(self, bank_id: str) -> None: + """Create bank if not already created in this session.""" + if bank_id in self._created_banks: + return + + try: + self._client.create_bank(bank_id=bank_id, name=bank_id) + self._created_banks.add(bank_id) + except Exception: + # Bank may already exist — that's fine + self._created_banks.add(bank_id) + + def retain_memory(self, run_context: RunContext, content: str) -> str: + """Store information to long-term memory for later retrieval. + + Use this to save important facts, user preferences, decisions, + or any information that should be remembered across conversations. + + Args: + run_context: Agno run context. + content: The information to store in memory. + + Returns: + A success message string. + """ + try: + bank_id = self._resolve_bank_id(run_context) + self._ensure_bank(bank_id) + + retain_kwargs: dict[str, Any] = {"bank_id": bank_id, "content": content} + if self._tags: + retain_kwargs["tags"] = self._tags + self._client.retain(**retain_kwargs) + return "Memory stored successfully." + except HindsightError: + raise + except Exception as e: + logger.error(f"Retain failed: {e}") + raise HindsightError(f"Retain failed: {e}") from e + + def recall_memory(self, run_context: RunContext, query: str) -> str: + """Search long-term memory for relevant information. + + Use this to find previously stored facts, preferences, or context. + Returns a numbered list of matching memories. + + Args: + run_context: Agno run context. + query: The search query to find relevant memories. + + Returns: + A numbered list of matching memories, or a message if none found. + """ + try: + bank_id = self._resolve_bank_id(run_context) + + recall_kwargs: dict[str, Any] = { + "bank_id": bank_id, + "query": query, + "budget": self._budget, + "max_tokens": self._max_tokens, + } + if self._recall_tags: + recall_kwargs["tags"] = self._recall_tags + recall_kwargs["tags_match"] = self._recall_tags_match + response = self._client.recall(**recall_kwargs) + if not response.results: + return "No relevant memories found." + lines = [] + for i, result in enumerate(response.results, 1): + lines.append(f"{i}. {result.text}") + return "\n".join(lines) + except HindsightError: + raise + except Exception as e: + logger.error(f"Recall failed: {e}") + raise HindsightError(f"Recall failed: {e}") from e + + def reflect_on_memory(self, run_context: RunContext, query: str) -> str: + """Synthesize a thoughtful answer from long-term memories. + + Use this when you need a coherent summary or reasoned response + about what you know, rather than raw memory facts. + + Args: + run_context: Agno run context. + query: The question to reflect on using stored memories. + + Returns: + A synthesized response based on stored memories. + """ + try: + bank_id = self._resolve_bank_id(run_context) + + reflect_kwargs: dict[str, Any] = { + "bank_id": bank_id, + "query": query, + "budget": self._budget, + } + response = self._client.reflect(**reflect_kwargs) + return response.text or "No relevant memories found." + except HindsightError: + raise + except Exception as e: + logger.error(f"Reflect failed: {e}") + raise HindsightError(f"Reflect failed: {e}") from e + + +def memory_instructions( + *, + bank_id: str, + client: Hindsight | None = None, + hindsight_api_url: str | None = None, + api_key: str | None = None, + query: str = "relevant context about the user", + budget: str = "low", + max_results: int = 5, + max_tokens: int = 4096, + prefix: str = "Relevant memories:\n", + tags: list[str] | None = None, + tags_match: str = "any", +) -> str: + """Pre-recall memories for injection into Agent instructions. + + Performs a sync recall at construction time and returns a formatted + string of memories. Use with ``Agent(instructions=[...])`` to inject + relevant context into every run. + + Args: + bank_id: The Hindsight memory bank to recall from. + client: Pre-configured Hindsight client (preferred). + hindsight_api_url: API URL (used if no client provided). + api_key: API key (used if no client provided). + query: The recall query to find relevant memories. + budget: Recall budget level (low/mid/high). + max_results: Maximum number of memories to include. + max_tokens: Maximum tokens for recall results. + prefix: Text prepended before the memory list. + tags: Tags to filter recall results. + tags_match: Tag matching mode (any/all/any_strict/all_strict). + + Returns: + A formatted string of memories, or empty string if none found. + + Raises: + HindsightError: If no client or API URL can be resolved. + """ + resolved_client = _resolve_client(client, hindsight_api_url, api_key) + + try: + recall_kwargs: dict[str, Any] = { + "bank_id": bank_id, + "query": query, + "budget": budget, + "max_tokens": max_tokens, + } + if tags: + recall_kwargs["tags"] = tags + recall_kwargs["tags_match"] = tags_match + response = resolved_client.recall(**recall_kwargs) + results = response.results[:max_results] if response.results else [] + if not results: + return "" + lines = [prefix] + for i, result in enumerate(results, 1): + lines.append(f"{i}. {result.text}") + return "\n".join(lines) + except Exception: + # Silently return empty — instructions failures shouldn't block the agent + return "" diff --git a/hindsight-integrations/agno/pyproject.toml b/hindsight-integrations/agno/pyproject.toml new file mode 100644 index 000000000..d10ff6322 --- /dev/null +++ b/hindsight-integrations/agno/pyproject.toml @@ -0,0 +1,52 @@ +[project] +name = "hindsight-agno" +version = "0.1.0" +description = "Agno integration for Hindsight - persistent memory tools for AI agents" +requires-python = ">=3.10" +license = { text = "MIT" } +authors = [ + { name = "Vectorize", email = "support@vectorize.io" } +] +keywords = [ + "ai", + "memory", + "agno", + "agents", + "hindsight", +] +classifiers = [ + "Development Status :: 4 - Beta", + "Intended Audience :: Developers", + "License :: OSI Approved :: MIT License", + "Programming Language :: Python :: 3", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", + "Topic :: Scientific/Engineering :: Artificial Intelligence", +] + +dependencies = [ + "agno", + "hindsight-client>=0.4.0", +] + +[project.urls] +Homepage = "https://github.com/vectorize-io/hindsight" +Documentation = "https://github.com/vectorize-io/hindsight/tree/main/hindsight-integrations/agno" +Repository = "https://github.com/vectorize-io/hindsight" + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[tool.hatch.build.targets.wheel] +packages = ["hindsight_agno"] + +[tool.pytest.ini_options] +testpaths = ["tests"] + +[dependency-groups] +dev = [ + "pytest>=9.0.2", + "ruff>=0.8.0", +] diff --git a/hindsight-integrations/agno/tests/__init__.py b/hindsight-integrations/agno/tests/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/hindsight-integrations/agno/tests/test_config.py b/hindsight-integrations/agno/tests/test_config.py new file mode 100644 index 000000000..13894ceb3 --- /dev/null +++ b/hindsight-integrations/agno/tests/test_config.py @@ -0,0 +1,169 @@ +"""Unit tests for hindsight_agno configuration.""" + +import os +from unittest.mock import patch + +from hindsight_agno import configure, get_config, reset_config +from hindsight_agno.config import ( + DEFAULT_HINDSIGHT_API_URL, + HINDSIGHT_API_KEY_ENV, + HindsightAgnoConfig, +) + + +class TestDefaults: + def test_default_api_url(self): + assert DEFAULT_HINDSIGHT_API_URL == "https://api.hindsight.vectorize.io" + + def test_env_var_name(self): + assert HINDSIGHT_API_KEY_ENV == "HINDSIGHT_API_KEY" + + +class TestHindsightAgnoConfigDataclass: + def test_default_values(self): + config = HindsightAgnoConfig() + assert config.hindsight_api_url == DEFAULT_HINDSIGHT_API_URL + assert config.api_key is None + assert config.budget == "mid" + assert config.max_tokens == 4096 + assert config.tags is None + assert config.recall_tags is None + assert config.recall_tags_match == "any" + assert config.verbose is False + + def test_custom_values(self): + config = HindsightAgnoConfig( + hindsight_api_url="http://custom:9999", + api_key="key-123", + budget="high", + max_tokens=2048, + tags=["t1"], + recall_tags=["r1"], + recall_tags_match="all", + verbose=True, + ) + assert config.hindsight_api_url == "http://custom:9999" + assert config.api_key == "key-123" + assert config.budget == "high" + assert config.max_tokens == 2048 + assert config.tags == ["t1"] + assert config.recall_tags == ["r1"] + assert config.recall_tags_match == "all" + assert config.verbose is True + + def test_is_mutable_dataclass(self): + config = HindsightAgnoConfig() + config.budget = "low" + assert config.budget == "low" + + +class TestConfigure: + def setup_method(self): + reset_config() + + def teardown_method(self): + reset_config() + + def test_configure_with_no_arguments(self): + config = configure() + assert config.hindsight_api_url == DEFAULT_HINDSIGHT_API_URL + assert config.api_key is None + assert config.budget == "mid" + assert config.max_tokens == 4096 + assert config.tags is None + assert config.recall_tags is None + assert config.recall_tags_match == "any" + assert config.verbose is False + + def test_configure_reads_api_key_from_env(self): + with patch.dict(os.environ, {HINDSIGHT_API_KEY_ENV: "test-key"}): + config = configure() + assert config.api_key == "test-key" + + def test_configure_explicit_overrides_env(self): + with patch.dict(os.environ, {HINDSIGHT_API_KEY_ENV: "env-key"}): + config = configure(api_key="explicit-key") + assert config.api_key == "explicit-key" + + def test_configure_api_key_none_without_env(self): + with patch.dict(os.environ, {}, clear=True): + config = configure() + assert config.api_key is None + + def test_configure_all_options(self): + config = configure( + hindsight_api_url="http://custom:8888", + api_key="my-key", + budget="high", + max_tokens=2048, + tags=["env:test"], + recall_tags=["scope:global"], + recall_tags_match="all", + verbose=True, + ) + assert config.hindsight_api_url == "http://custom:8888" + assert config.api_key == "my-key" + assert config.budget == "high" + assert config.max_tokens == 2048 + assert config.tags == ["env:test"] + assert config.recall_tags == ["scope:global"] + assert config.recall_tags_match == "all" + assert config.verbose is True + + def test_configure_returns_config_instance(self): + config = configure() + assert isinstance(config, HindsightAgnoConfig) + + def test_configure_replaces_previous_config(self): + configure(budget="low") + config1 = get_config() + assert config1.budget == "low" + + configure(budget="high") + config2 = get_config() + assert config2.budget == "high" + assert config1 is not config2 + + def test_configure_url_defaults_when_none(self): + config = configure(hindsight_api_url=None) + assert config.hindsight_api_url == DEFAULT_HINDSIGHT_API_URL + + +class TestGetConfig: + def setup_method(self): + reset_config() + + def teardown_method(self): + reset_config() + + def test_returns_none_without_configure(self): + assert get_config() is None + + def test_returns_config_after_configure(self): + configure() + config = get_config() + assert config is not None + assert isinstance(config, HindsightAgnoConfig) + + def test_returns_same_instance(self): + configure() + assert get_config() is get_config() + + +class TestResetConfig: + def setup_method(self): + reset_config() + + def teardown_method(self): + reset_config() + + def test_reset_config(self): + configure() + assert get_config() is not None + reset_config() + assert get_config() is None + + def test_reset_is_idempotent(self): + reset_config() + reset_config() + assert get_config() is None diff --git a/hindsight-integrations/agno/tests/test_tools.py b/hindsight-integrations/agno/tests/test_tools.py new file mode 100644 index 000000000..6db5613f5 --- /dev/null +++ b/hindsight-integrations/agno/tests/test_tools.py @@ -0,0 +1,1836 @@ +"""Unit tests for Hindsight Agno tools.""" + +import logging +from unittest.mock import MagicMock, patch + +import pytest + +from hindsight_agno import ( + HindsightTools, + configure, + memory_instructions, + reset_config, +) +from hindsight_agno.errors import HindsightError +from hindsight_agno.tools import _TOOL_INSTRUCTIONS, _resolve_client + + +# --------------------------------------------------------------------------- +# Helpers +# --------------------------------------------------------------------------- + + +def _mock_client(): + """Create a mock Hindsight client.""" + client = MagicMock() + client.retain = MagicMock() + client.recall = MagicMock() + client.reflect = MagicMock() + client.create_bank = MagicMock() + return client + + +def _mock_run_context(user_id=None, session_id=None): + """Create a mock Agno RunContext.""" + ctx = MagicMock() + ctx.user_id = user_id + ctx.session_id = session_id + return ctx + + +def _mock_recall_response(texts: list[str]): + """Create a mock RecallResponse with results.""" + response = MagicMock() + results = [] + for t in texts: + r = MagicMock() + r.text = t + results.append(r) + response.results = results + return response + + +def _mock_reflect_response(text: str): + """Create a mock ReflectResponse.""" + response = MagicMock() + response.text = text + return response + + +# --------------------------------------------------------------------------- +# _resolve_client +# --------------------------------------------------------------------------- + + +class TestResolveClient: + def setup_method(self): + reset_config() + + def teardown_method(self): + reset_config() + + def test_returns_explicit_client(self): + client = _mock_client() + assert _resolve_client(client, None, None) is client + + def test_explicit_client_ignores_url_and_key(self): + client = _mock_client() + result = _resolve_client(client, "http://ignored", "ignored-key") + assert result is client + + def test_creates_client_from_url(self): + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + _resolve_client(None, "http://localhost:8888", None) + mock_cls.assert_called_once_with( + base_url="http://localhost:8888", timeout=30.0 + ) + + def test_creates_client_with_api_key(self): + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + _resolve_client(None, "http://localhost:8888", "my-key") + mock_cls.assert_called_once_with( + base_url="http://localhost:8888", timeout=30.0, api_key="my-key" + ) + + def test_falls_back_to_global_config_url(self): + configure(hindsight_api_url="http://config:8888") + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + _resolve_client(None, None, None) + mock_cls.assert_called_once_with( + base_url="http://config:8888", timeout=30.0 + ) + + def test_falls_back_to_global_config_api_key(self): + configure(hindsight_api_url="http://config:8888", api_key="config-key") + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + _resolve_client(None, None, None) + mock_cls.assert_called_once_with( + base_url="http://config:8888", timeout=30.0, api_key="config-key" + ) + + def test_explicit_url_overrides_config(self): + configure(hindsight_api_url="http://config:8888") + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + _resolve_client(None, "http://explicit:9999", None) + mock_cls.assert_called_once_with( + base_url="http://explicit:9999", timeout=30.0 + ) + + def test_explicit_api_key_overrides_config(self): + configure(hindsight_api_url="http://config:8888", api_key="config-key") + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + _resolve_client(None, None, "explicit-key") + mock_cls.assert_called_once_with( + base_url="http://config:8888", timeout=30.0, api_key="explicit-key" + ) + + def test_raises_without_url_or_config(self): + with pytest.raises(HindsightError, match="No Hindsight API URL"): + _resolve_client(None, None, None) + + def test_raises_with_empty_config_no_url(self): + # Config exists but has no url override and default is set, + # so this should NOT raise since default URL exists in config + configure() + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + _resolve_client(None, None, None) + mock_cls.assert_called_once() + + +# --------------------------------------------------------------------------- +# HindsightTools initialization +# --------------------------------------------------------------------------- + + +class TestHindsightToolsInit: + def setup_method(self): + reset_config() + + def teardown_method(self): + reset_config() + + def test_creates_three_tools_by_default(self): + client = _mock_client() + toolkit = HindsightTools(bank_id="test", client=client) + assert "retain_memory" in toolkit.functions + assert "recall_memory" in toolkit.functions + assert "reflect_on_memory" in toolkit.functions + assert len(toolkit.functions) == 3 + + def test_enable_retain_only(self): + client = _mock_client() + toolkit = HindsightTools( + bank_id="test", + client=client, + enable_retain=True, + enable_recall=False, + enable_reflect=False, + ) + assert "retain_memory" in toolkit.functions + assert "recall_memory" not in toolkit.functions + assert "reflect_on_memory" not in toolkit.functions + + def test_enable_recall_only(self): + client = _mock_client() + toolkit = HindsightTools( + bank_id="test", + client=client, + enable_retain=False, + enable_recall=True, + enable_reflect=False, + ) + assert "retain_memory" not in toolkit.functions + assert "recall_memory" in toolkit.functions + assert "reflect_on_memory" not in toolkit.functions + + def test_enable_reflect_only(self): + client = _mock_client() + toolkit = HindsightTools( + bank_id="test", + client=client, + enable_retain=False, + enable_recall=False, + enable_reflect=True, + ) + assert "retain_memory" not in toolkit.functions + assert "recall_memory" not in toolkit.functions + assert "reflect_on_memory" in toolkit.functions + + def test_enable_two_tools(self): + client = _mock_client() + toolkit = HindsightTools( + bank_id="test", + client=client, + enable_retain=True, + enable_recall=True, + enable_reflect=False, + ) + assert len(toolkit.functions) == 2 + assert "retain_memory" in toolkit.functions + assert "recall_memory" in toolkit.functions + + def test_no_tools_when_all_disabled(self): + client = _mock_client() + toolkit = HindsightTools( + bank_id="test", + client=client, + enable_retain=False, + enable_recall=False, + enable_reflect=False, + ) + assert len(toolkit.functions) == 0 + + def test_raises_without_client_or_config(self): + with pytest.raises(HindsightError, match="No Hindsight API URL"): + HindsightTools(bank_id="test") + + def test_falls_back_to_global_config(self): + configure(hindsight_api_url="http://localhost:8888") + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + toolkit = HindsightTools(bank_id="test") + assert "retain_memory" in toolkit.functions + mock_cls.assert_called_once_with( + base_url="http://localhost:8888", timeout=30.0 + ) + + def test_explicit_url_overrides_config(self): + configure(hindsight_api_url="http://config:8888") + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + HindsightTools(bank_id="test", hindsight_api_url="http://explicit:9999") + mock_cls.assert_called_once_with( + base_url="http://explicit:9999", timeout=30.0 + ) + + def test_toolkit_name(self): + client = _mock_client() + toolkit = HindsightTools(bank_id="test", client=client) + assert toolkit.name == "hindsight_tools" + + def test_toolkit_has_instructions(self): + client = _mock_client() + toolkit = HindsightTools(bank_id="test", client=client) + assert toolkit.instructions == _TOOL_INSTRUCTIONS + assert "retain_memory" in toolkit.instructions + assert "recall_memory" in toolkit.instructions + assert "reflect_on_memory" in toolkit.instructions + + def test_constructor_defaults_override_config_for_budget(self): + """Constructor default budget='mid' is truthy, so config budget is not used. + This matches pydantic-ai integration behavior — pass budget explicitly to override.""" + configure(hindsight_api_url="http://localhost:8888", budget="low") + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + toolkit = HindsightTools(bank_id="test") + client = mock_cls.return_value + client.recall.return_value = _mock_recall_response(["fact"]) + ctx = _mock_run_context() + toolkit.recall_memory(ctx, "q") + # Constructor default "mid" wins over config "low" due to `or` logic + assert client.recall.call_args[1]["budget"] == "mid" + + def test_explicit_budget_overrides_default(self): + configure(hindsight_api_url="http://localhost:8888") + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + toolkit = HindsightTools(bank_id="test", budget="low") + client = mock_cls.return_value + client.recall.return_value = _mock_recall_response(["fact"]) + ctx = _mock_run_context() + toolkit.recall_memory(ctx, "q") + assert client.recall.call_args[1]["budget"] == "low" + + def test_config_defaults_for_tags(self): + """Tags use 'is not None' check, so config tags ARE picked up when not explicitly set.""" + configure( + hindsight_api_url="http://localhost:8888", + tags=["config-tag"], + recall_tags=["config-recall"], + ) + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + toolkit = HindsightTools(bank_id="test") + client = mock_cls.return_value + client.retain.return_value = None + client.recall.return_value = _mock_recall_response(["fact"]) + ctx = _mock_run_context() + + toolkit.retain_memory(ctx, "content") + assert client.retain.call_args[1]["tags"] == ["config-tag"] + + toolkit.recall_memory(ctx, "q") + assert client.recall.call_args[1]["tags"] == ["config-recall"] + + def test_explicit_tags_override_config(self): + configure( + hindsight_api_url="http://localhost:8888", + tags=["config-tag"], + recall_tags=["config-recall"], + ) + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + toolkit = HindsightTools( + bank_id="test", + tags=["explicit-tag"], + recall_tags=["explicit-recall"], + ) + client = mock_cls.return_value + client.retain.return_value = None + client.recall.return_value = _mock_recall_response(["fact"]) + ctx = _mock_run_context() + + toolkit.retain_memory(ctx, "content") + assert client.retain.call_args[1]["tags"] == ["explicit-tag"] + + toolkit.recall_memory(ctx, "q") + assert client.recall.call_args[1]["tags"] == ["explicit-recall"] + + def test_api_key_passed_to_client(self): + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + HindsightTools( + bank_id="test", + hindsight_api_url="http://localhost:8888", + api_key="secret", + ) + mock_cls.assert_called_once_with( + base_url="http://localhost:8888", + timeout=30.0, + api_key="secret", + ) + + +# --------------------------------------------------------------------------- +# Bank ID resolution +# --------------------------------------------------------------------------- + + +class TestBankIdResolution: + def test_static_bank_id(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + toolkit = HindsightTools(bank_id="my-bank", client=client) + ctx = _mock_run_context() + + toolkit.recall_memory(ctx, "query") + + assert client.recall.call_args[1]["bank_id"] == "my-bank" + + def test_bank_id_from_run_context_user_id(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + toolkit = HindsightTools(client=client) + ctx = _mock_run_context(user_id="user-456") + + toolkit.recall_memory(ctx, "query") + + assert client.recall.call_args[1]["bank_id"] == "user-456" + + def test_custom_bank_resolver(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + resolver = MagicMock(return_value="resolved-bank") + toolkit = HindsightTools(bank_resolver=resolver, client=client) + ctx = _mock_run_context(user_id="user-789") + + toolkit.recall_memory(ctx, "query") + + resolver.assert_called_once_with(ctx) + assert client.recall.call_args[1]["bank_id"] == "resolved-bank" + + def test_bank_resolver_takes_priority_over_bank_id(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + resolver = MagicMock(return_value="resolver-wins") + toolkit = HindsightTools( + bank_id="static-bank", + bank_resolver=resolver, + client=client, + ) + ctx = _mock_run_context() + + toolkit.recall_memory(ctx, "query") + + assert client.recall.call_args[1]["bank_id"] == "resolver-wins" + + def test_static_bank_id_takes_priority_over_user_id(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + toolkit = HindsightTools(bank_id="static-bank", client=client) + ctx = _mock_run_context(user_id="user-id-ignored") + + toolkit.recall_memory(ctx, "query") + + assert client.recall.call_args[1]["bank_id"] == "static-bank" + + def test_missing_bank_id_raises_error(self): + client = _mock_client() + toolkit = HindsightTools(client=client) + ctx = _mock_run_context() + + with pytest.raises(HindsightError, match="No bank_id available"): + toolkit.recall_memory(ctx, "query") + + def test_missing_bank_id_no_user_id_attr(self): + client = _mock_client() + toolkit = HindsightTools(client=client) + ctx = MagicMock(spec=[]) # No attributes at all + + with pytest.raises(HindsightError, match="No bank_id available"): + toolkit.recall_memory(ctx, "query") + + def test_bank_resolver_error_propagates(self): + client = _mock_client() + + def bad_resolver(ctx): + raise ValueError("resolver broke") + + toolkit = HindsightTools(bank_resolver=bad_resolver, client=client) + ctx = _mock_run_context() + + with pytest.raises(HindsightError, match="resolver broke"): + toolkit.retain_memory(ctx, "content") + + def test_bank_id_consistent_across_tools(self): + """All tools resolve the same bank_id from the same context.""" + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + client.reflect.return_value = _mock_reflect_response("answer") + toolkit = HindsightTools(client=client) + ctx = _mock_run_context(user_id="shared-user") + + toolkit.retain_memory(ctx, "content") + toolkit.recall_memory(ctx, "query") + toolkit.reflect_on_memory(ctx, "question") + + assert client.retain.call_args[1]["bank_id"] == "shared-user" + assert client.recall.call_args[1]["bank_id"] == "shared-user" + assert client.reflect.call_args[1]["bank_id"] == "shared-user" + + +# --------------------------------------------------------------------------- +# Bank auto-creation (_ensure_bank) +# --------------------------------------------------------------------------- + + +class TestEnsureBank: + def test_creates_bank_on_first_tool_use(self): + client = _mock_client() + toolkit = HindsightTools(bank_id="new-bank", client=client) + ctx = _mock_run_context() + + toolkit.retain_memory(ctx, "content") + + client.create_bank.assert_called_once_with(bank_id="new-bank", name="new-bank") + + def test_does_not_recreate_bank(self): + client = _mock_client() + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + toolkit.retain_memory(ctx, "first") + toolkit.retain_memory(ctx, "second") + + assert client.create_bank.call_count == 1 + + def test_bank_creation_failure_is_swallowed(self): + client = _mock_client() + client.create_bank.side_effect = RuntimeError("bank exists") + toolkit = HindsightTools(bank_id="existing-bank", client=client) + ctx = _mock_run_context() + + # Should not raise — bank creation failure is tolerated + result = toolkit.retain_memory(ctx, "content") + assert result == "Memory stored successfully." + + def test_bank_creation_failure_marks_as_created(self): + """After a bank creation failure, it shouldn't retry.""" + client = _mock_client() + client.create_bank.side_effect = RuntimeError("conflict") + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + toolkit.retain_memory(ctx, "first") + toolkit.retain_memory(ctx, "second") + + assert client.create_bank.call_count == 1 + + def test_different_bank_ids_created_separately(self): + """When bank_resolver returns different IDs, each is created once.""" + client = _mock_client() + + def resolver(ctx): + return f"bank-{ctx.user_id}" + + toolkit = HindsightTools(bank_resolver=resolver, client=client) + + toolkit.retain_memory(_mock_run_context(user_id="alice"), "content") + toolkit.retain_memory(_mock_run_context(user_id="bob"), "content") + toolkit.retain_memory(_mock_run_context(user_id="alice"), "more") + + assert client.create_bank.call_count == 2 + bank_ids = [c[1]["bank_id"] for c in client.create_bank.call_args_list] + assert "bank-alice" in bank_ids + assert "bank-bob" in bank_ids + + def test_recall_does_not_create_bank(self): + """Recall doesn't call _ensure_bank (only retain does).""" + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + toolkit.recall_memory(ctx, "query") + + client.create_bank.assert_not_called() + + def test_reflect_does_not_create_bank(self): + """Reflect doesn't call _ensure_bank (only retain does).""" + client = _mock_client() + client.reflect.return_value = _mock_reflect_response("answer") + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + toolkit.reflect_on_memory(ctx, "query") + + client.create_bank.assert_not_called() + + +# --------------------------------------------------------------------------- +# Retain tool +# --------------------------------------------------------------------------- + + +class TestRetainTool: + def test_retain_stores_memory(self): + client = _mock_client() + toolkit = HindsightTools(bank_id="test-bank", client=client) + ctx = _mock_run_context() + + result = toolkit.retain_memory(ctx, "The user likes Python") + + assert result == "Memory stored successfully." + client.retain.assert_called_once_with( + bank_id="test-bank", content="The user likes Python" + ) + + def test_retain_passes_tags(self): + client = _mock_client() + toolkit = HindsightTools( + bank_id="test-bank", client=client, tags=["source:chat"] + ) + ctx = _mock_run_context() + + toolkit.retain_memory(ctx, "some content") + + call_kwargs = client.retain.call_args[1] + assert call_kwargs["tags"] == ["source:chat"] + + def test_retain_no_tags_key_when_none(self): + client = _mock_client() + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + toolkit.retain_memory(ctx, "content") + + call_kwargs = client.retain.call_args[1] + assert "tags" not in call_kwargs + + def test_retain_with_empty_content(self): + client = _mock_client() + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + result = toolkit.retain_memory(ctx, "") + + assert result == "Memory stored successfully." + client.retain.assert_called_once_with(bank_id="test", content="") + + def test_retain_raises_hindsight_error(self): + client = _mock_client() + client.retain.side_effect = RuntimeError("connection refused") + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + with pytest.raises(HindsightError, match="Retain failed"): + toolkit.retain_memory(ctx, "content") + + def test_retain_preserves_hindsight_error(self): + """HindsightError from bank resolution is not double-wrapped.""" + client = _mock_client() + toolkit = HindsightTools(client=client) + ctx = _mock_run_context() # No user_id, no bank_id + + with pytest.raises(HindsightError, match="No bank_id available"): + toolkit.retain_memory(ctx, "content") + + def test_retain_error_chains_original_exception(self): + client = _mock_client() + original = RuntimeError("original error") + client.retain.side_effect = original + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + with pytest.raises(HindsightError) as exc_info: + toolkit.retain_memory(ctx, "content") + + assert exc_info.value.__cause__ is original + + def test_retain_with_bank_resolver(self): + client = _mock_client() + resolver = MagicMock(return_value="resolved") + toolkit = HindsightTools(bank_resolver=resolver, client=client) + ctx = _mock_run_context() + + toolkit.retain_memory(ctx, "content") + + assert client.retain.call_args[1]["bank_id"] == "resolved" + + +# --------------------------------------------------------------------------- +# Recall tool +# --------------------------------------------------------------------------- + + +class TestRecallTool: + def test_recall_returns_numbered_results(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response( + ["User likes Python", "User is in NYC"] + ) + toolkit = HindsightTools(bank_id="test-bank", client=client) + ctx = _mock_run_context() + + result = toolkit.recall_memory(ctx, "user preferences") + + assert "1. User likes Python" in result + assert "2. User is in NYC" in result + + def test_recall_single_result(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["only fact"]) + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + result = toolkit.recall_memory(ctx, "query") + + assert result == "1. only fact" + + def test_recall_many_results(self): + client = _mock_client() + facts = [f"fact {i}" for i in range(1, 11)] + client.recall.return_value = _mock_recall_response(facts) + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + result = toolkit.recall_memory(ctx, "query") + + for i in range(1, 11): + assert f"{i}. fact {i}" in result + + def test_recall_empty_results(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response([]) + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + result = toolkit.recall_memory(ctx, "anything") + + assert result == "No relevant memories found." + + def test_recall_none_results(self): + client = _mock_client() + response = MagicMock() + response.results = None + client.recall.return_value = response + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + result = toolkit.recall_memory(ctx, "anything") + + assert result == "No relevant memories found." + + def test_recall_passes_budget_and_max_tokens(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + toolkit = HindsightTools( + bank_id="test", client=client, budget="high", max_tokens=2048 + ) + ctx = _mock_run_context() + + toolkit.recall_memory(ctx, "query") + + call_kwargs = client.recall.call_args[1] + assert call_kwargs["budget"] == "high" + assert call_kwargs["max_tokens"] == 2048 + + def test_recall_default_budget_and_max_tokens(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + toolkit.recall_memory(ctx, "query") + + call_kwargs = client.recall.call_args[1] + assert call_kwargs["budget"] == "mid" + assert call_kwargs["max_tokens"] == 4096 + + def test_recall_passes_tags(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + toolkit = HindsightTools( + bank_id="test", + client=client, + recall_tags=["scope:user"], + recall_tags_match="all", + ) + ctx = _mock_run_context() + + toolkit.recall_memory(ctx, "query") + + call_kwargs = client.recall.call_args[1] + assert call_kwargs["tags"] == ["scope:user"] + assert call_kwargs["tags_match"] == "all" + + def test_recall_no_tags_key_when_none(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + toolkit.recall_memory(ctx, "query") + + call_kwargs = client.recall.call_args[1] + assert "tags" not in call_kwargs + assert "tags_match" not in call_kwargs + + def test_recall_raises_hindsight_error(self): + client = _mock_client() + client.recall.side_effect = RuntimeError("timeout") + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + with pytest.raises(HindsightError, match="Recall failed"): + toolkit.recall_memory(ctx, "query") + + def test_recall_preserves_hindsight_error(self): + client = _mock_client() + toolkit = HindsightTools(client=client) + ctx = _mock_run_context() + + with pytest.raises(HindsightError, match="No bank_id available"): + toolkit.recall_memory(ctx, "query") + + def test_recall_error_chains_original_exception(self): + client = _mock_client() + original = ConnectionError("network down") + client.recall.side_effect = original + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + with pytest.raises(HindsightError) as exc_info: + toolkit.recall_memory(ctx, "query") + + assert exc_info.value.__cause__ is original + + def test_recall_passes_query(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + toolkit.recall_memory(ctx, "specific query text") + + assert client.recall.call_args[1]["query"] == "specific query text" + + +# --------------------------------------------------------------------------- +# Reflect tool +# --------------------------------------------------------------------------- + + +class TestReflectTool: + def test_reflect_returns_text(self): + client = _mock_client() + client.reflect.return_value = _mock_reflect_response( + "The user is a Python developer who prefers functional patterns." + ) + toolkit = HindsightTools(bank_id="test-bank", client=client) + ctx = _mock_run_context() + + result = toolkit.reflect_on_memory(ctx, "What do you know about the user?") + + assert ( + result == "The user is a Python developer who prefers functional patterns." + ) + + def test_reflect_empty_returns_fallback(self): + client = _mock_client() + client.reflect.return_value = _mock_reflect_response("") + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + result = toolkit.reflect_on_memory(ctx, "anything") + + assert result == "No relevant memories found." + + def test_reflect_none_text_returns_fallback(self): + client = _mock_client() + response = MagicMock() + response.text = None + client.reflect.return_value = response + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + result = toolkit.reflect_on_memory(ctx, "anything") + + assert result == "No relevant memories found." + + def test_reflect_passes_budget(self): + client = _mock_client() + client.reflect.return_value = _mock_reflect_response("answer") + toolkit = HindsightTools(bank_id="test", client=client, budget="high") + ctx = _mock_run_context() + + toolkit.reflect_on_memory(ctx, "query") + + call_kwargs = client.reflect.call_args[1] + assert call_kwargs["budget"] == "high" + + def test_reflect_default_budget(self): + client = _mock_client() + client.reflect.return_value = _mock_reflect_response("answer") + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + toolkit.reflect_on_memory(ctx, "query") + + assert client.reflect.call_args[1]["budget"] == "mid" + + def test_reflect_passes_query(self): + client = _mock_client() + client.reflect.return_value = _mock_reflect_response("answer") + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + toolkit.reflect_on_memory(ctx, "What is the user's favorite color?") + + assert ( + client.reflect.call_args[1]["query"] == "What is the user's favorite color?" + ) + + def test_reflect_passes_bank_id(self): + client = _mock_client() + client.reflect.return_value = _mock_reflect_response("answer") + toolkit = HindsightTools(bank_id="my-bank", client=client) + ctx = _mock_run_context() + + toolkit.reflect_on_memory(ctx, "query") + + assert client.reflect.call_args[1]["bank_id"] == "my-bank" + + def test_reflect_raises_hindsight_error(self): + client = _mock_client() + client.reflect.side_effect = RuntimeError("timeout") + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + with pytest.raises(HindsightError, match="Reflect failed"): + toolkit.reflect_on_memory(ctx, "query") + + def test_reflect_preserves_hindsight_error(self): + client = _mock_client() + toolkit = HindsightTools(client=client) + ctx = _mock_run_context() + + with pytest.raises(HindsightError, match="No bank_id available"): + toolkit.reflect_on_memory(ctx, "query") + + def test_reflect_error_chains_original_exception(self): + client = _mock_client() + original = TimeoutError("timed out") + client.reflect.side_effect = original + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + with pytest.raises(HindsightError) as exc_info: + toolkit.reflect_on_memory(ctx, "query") + + assert exc_info.value.__cause__ is original + + +# --------------------------------------------------------------------------- +# memory_instructions +# --------------------------------------------------------------------------- + + +class TestMemoryInstructions: + def setup_method(self): + reset_config() + + def teardown_method(self): + reset_config() + + def test_returns_formatted_memories(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response( + ["Likes Python", "Lives in NYC", "Prefers dark mode"] + ) + + result = memory_instructions(bank_id="test-bank", client=client) + + assert "Relevant memories:" in result + assert "1. Likes Python" in result + assert "2. Lives in NYC" in result + assert "3. Prefers dark mode" in result + + def test_returns_string_type(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + + result = memory_instructions(bank_id="test", client=client) + + assert isinstance(result, str) + + def test_respects_max_results(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response( + ["fact1", "fact2", "fact3", "fact4", "fact5"] + ) + + result = memory_instructions(bank_id="test", client=client, max_results=2) + + assert "1. fact1" in result + assert "2. fact2" in result + assert "3." not in result + + def test_max_results_larger_than_available(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact1", "fact2"]) + + result = memory_instructions(bank_id="test", client=client, max_results=10) + + assert "1. fact1" in result + assert "2. fact2" in result + + def test_custom_prefix(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + + result = memory_instructions( + bank_id="test", client=client, prefix="Memory context:\n" + ) + + assert result.startswith("Memory context:") + + def test_empty_results_returns_empty_string(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response([]) + + result = memory_instructions(bank_id="test", client=client) + + assert result == "" + + def test_none_results_returns_empty_string(self): + client = _mock_client() + response = MagicMock() + response.results = None + client.recall.return_value = response + + result = memory_instructions(bank_id="test", client=client) + + assert result == "" + + def test_error_returns_empty_string(self): + client = _mock_client() + client.recall.side_effect = RuntimeError("connection error") + + result = memory_instructions(bank_id="test", client=client) + + assert result == "" + + def test_error_does_not_raise(self): + """Errors should be silently swallowed, never propagated.""" + client = _mock_client() + client.recall.side_effect = ConnectionError("unreachable") + + # Should not raise + result = memory_instructions(bank_id="test", client=client) + assert result == "" + + def test_passes_query_and_budget(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + + memory_instructions( + bank_id="test", + client=client, + query="user preferences and context", + budget="high", + ) + + call_kwargs = client.recall.call_args[1] + assert call_kwargs["query"] == "user preferences and context" + assert call_kwargs["budget"] == "high" + + def test_passes_max_tokens(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + + memory_instructions(bank_id="test", client=client, max_tokens=2048) + + call_kwargs = client.recall.call_args[1] + assert call_kwargs["max_tokens"] == 2048 + + def test_default_parameters(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + + memory_instructions(bank_id="test", client=client) + + call_kwargs = client.recall.call_args[1] + assert call_kwargs["query"] == "relevant context about the user" + assert call_kwargs["budget"] == "low" + assert call_kwargs["max_tokens"] == 4096 + + def test_passes_tags(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + + memory_instructions( + bank_id="test", + client=client, + tags=["scope:user"], + tags_match="all", + ) + + call_kwargs = client.recall.call_args[1] + assert call_kwargs["tags"] == ["scope:user"] + assert call_kwargs["tags_match"] == "all" + + def test_no_tags_key_when_none(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + + memory_instructions(bank_id="test", client=client) + + call_kwargs = client.recall.call_args[1] + assert "tags" not in call_kwargs + assert "tags_match" not in call_kwargs + + def test_raises_without_client_or_config(self): + with pytest.raises(HindsightError, match="No Hindsight API URL"): + memory_instructions(bank_id="test") + + def test_uses_global_config(self): + configure(hindsight_api_url="http://localhost:8888") + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_client = _mock_client() + mock_client.recall.return_value = _mock_recall_response(["fact"]) + mock_cls.return_value = mock_client + + result = memory_instructions(bank_id="test") + + assert "1. fact" in result + mock_cls.assert_called_once_with( + base_url="http://localhost:8888", timeout=30.0 + ) + + def test_uses_sync_recall(self): + """memory_instructions should use sync client.recall, not arecall.""" + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + + memory_instructions(bank_id="test", client=client) + + client.recall.assert_called_once() + # Should NOT call async variant + assert not hasattr(client, "arecall") or not client.arecall.called + + +# --------------------------------------------------------------------------- +# Package-level exports +# --------------------------------------------------------------------------- + + +class TestExports: + def test_all_exports_importable(self): + import hindsight_agno + + for name in hindsight_agno.__all__: + assert hasattr(hindsight_agno, name), ( + f"{name} in __all__ but not importable" + ) + + def test_version(self): + import hindsight_agno + + assert hindsight_agno.__version__ == "0.1.0" + + def test_hindsight_error_importable_from_top_level(self): + from hindsight_agno import HindsightError + + assert issubclass(HindsightError, Exception) + + def test_config_class_importable(self): + from hindsight_agno import HindsightAgnoConfig + + config = HindsightAgnoConfig() + assert config.budget == "mid" + + +# --------------------------------------------------------------------------- +# Error class +# --------------------------------------------------------------------------- + + +class TestHindsightError: + def test_is_exception(self): + assert issubclass(HindsightError, Exception) + + def test_can_be_raised_and_caught(self): + with pytest.raises(HindsightError, match="test error"): + raise HindsightError("test error") + + def test_str_representation(self): + err = HindsightError("something went wrong") + assert str(err) == "something went wrong" + + +# --------------------------------------------------------------------------- +# Multiple toolkit instances +# --------------------------------------------------------------------------- + + +class TestMultipleToolkits: + def test_separate_created_banks_sets(self): + """Each toolkit instance tracks its own created banks.""" + client = _mock_client() + toolkit1 = HindsightTools(bank_id="bank-1", client=client) + toolkit2 = HindsightTools(bank_id="bank-2", client=client) + ctx = _mock_run_context() + + toolkit1.retain_memory(ctx, "content") + toolkit2.retain_memory(ctx, "content") + + assert client.create_bank.call_count == 2 + + def test_separate_config_per_toolkit(self): + """Each toolkit can have different settings.""" + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + + toolkit_low = HindsightTools(bank_id="test", client=client, budget="low") + toolkit_high = HindsightTools(bank_id="test", client=client, budget="high") + ctx = _mock_run_context() + + toolkit_low.recall_memory(ctx, "query") + low_budget = client.recall.call_args[1]["budget"] + + toolkit_high.recall_memory(ctx, "query") + high_budget = client.recall.call_args[1]["budget"] + + assert low_budget == "low" + assert high_budget == "high" + + +# --------------------------------------------------------------------------- +# Logging +# --------------------------------------------------------------------------- + + +class TestLogging: + def test_retain_logs_error(self, caplog): + client = _mock_client() + client.retain.side_effect = RuntimeError("boom") + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + with caplog.at_level(logging.ERROR, logger="hindsight_agno.tools"): + with pytest.raises(HindsightError): + toolkit.retain_memory(ctx, "content") + + assert "Retain failed: boom" in caplog.text + + def test_recall_logs_error(self, caplog): + client = _mock_client() + client.recall.side_effect = RuntimeError("timeout") + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + with caplog.at_level(logging.ERROR, logger="hindsight_agno.tools"): + with pytest.raises(HindsightError): + toolkit.recall_memory(ctx, "query") + + assert "Recall failed: timeout" in caplog.text + + def test_reflect_logs_error(self, caplog): + client = _mock_client() + client.reflect.side_effect = RuntimeError("service down") + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + with caplog.at_level(logging.ERROR, logger="hindsight_agno.tools"): + with pytest.raises(HindsightError): + toolkit.reflect_on_memory(ctx, "query") + + assert "Reflect failed: service down" in caplog.text + + def test_hindsight_error_not_logged(self, caplog): + """HindsightError (e.g. missing bank_id) should not log — it's re-raised directly.""" + client = _mock_client() + toolkit = HindsightTools(client=client) + ctx = _mock_run_context() # No user_id + + with caplog.at_level(logging.ERROR, logger="hindsight_agno.tools"): + with pytest.raises(HindsightError, match="No bank_id"): + toolkit.retain_memory(ctx, "content") + + assert "Retain failed" not in caplog.text + + +# --------------------------------------------------------------------------- +# Edge cases: falsy and special values +# --------------------------------------------------------------------------- + + +class TestEdgeCases: + def test_empty_string_bank_id_is_falsy(self): + """bank_id='' is falsy, so resolution falls through to user_id.""" + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + toolkit = HindsightTools(bank_id="", client=client) + ctx = _mock_run_context(user_id="user-from-ctx") + + # "" is not None, so _bank_id check passes, but "" is also the bank_id + # Actually: `if self._bank_id is not None:` — "" is not None, so "" is used + toolkit.recall_memory(ctx, "query") + assert client.recall.call_args[1]["bank_id"] == "" + + def test_empty_string_user_id_is_falsy(self): + """user_id='' is falsy, so resolution raises error.""" + client = _mock_client() + toolkit = HindsightTools(client=client) + ctx = _mock_run_context(user_id="") + + with pytest.raises(HindsightError, match="No bank_id available"): + toolkit.recall_memory(ctx, "query") + + def test_unicode_content_in_retain(self): + client = _mock_client() + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + result = toolkit.retain_memory(ctx, "The user likes coffee and books") + + assert result == "Memory stored successfully." + assert ( + client.retain.call_args[1]["content"] == "The user likes coffee and books" + ) + + def test_unicode_in_recall_results(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["Cafe du Monde"]) + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + result = toolkit.recall_memory(ctx, "query") + + assert "Cafe du Monde" in result + + def test_multiline_content_in_retain(self): + client = _mock_client() + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + content = "Line 1\nLine 2\nLine 3" + + result = toolkit.retain_memory(ctx, content) + + assert result == "Memory stored successfully." + assert client.retain.call_args[1]["content"] == content + + def test_newlines_in_recall_results(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response( + ["fact with\nnewline", "normal fact"] + ) + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + result = toolkit.recall_memory(ctx, "query") + + assert "1. fact with\nnewline" in result + assert "2. normal fact" in result + + def test_special_chars_in_bank_id(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + toolkit = HindsightTools(bank_id="org/user-123_v2", client=client) + ctx = _mock_run_context() + + toolkit.recall_memory(ctx, "query") + + assert client.recall.call_args[1]["bank_id"] == "org/user-123_v2" + + def test_empty_tags_list_not_sent(self): + """tags=[] is falsy, so tags should not be sent to retain.""" + client = _mock_client() + toolkit = HindsightTools(bank_id="test", client=client, tags=[]) + ctx = _mock_run_context() + + toolkit.retain_memory(ctx, "content") + + assert "tags" not in client.retain.call_args[1] + + def test_empty_recall_tags_list_not_sent(self): + """recall_tags=[] is falsy, so tags should not be sent to recall.""" + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + toolkit = HindsightTools(bank_id="test", client=client, recall_tags=[]) + ctx = _mock_run_context() + + toolkit.recall_memory(ctx, "query") + + assert "tags" not in client.recall.call_args[1] + + def test_very_long_content(self): + client = _mock_client() + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + content = "x" * 100_000 + + result = toolkit.retain_memory(ctx, content) + + assert result == "Memory stored successfully." + assert len(client.retain.call_args[1]["content"]) == 100_000 + + def test_recall_with_empty_query(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + toolkit.recall_memory(ctx, "") + + assert client.recall.call_args[1]["query"] == "" + + def test_reflect_with_empty_query(self): + client = _mock_client() + client.reflect.return_value = _mock_reflect_response("answer") + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + toolkit.reflect_on_memory(ctx, "") + + assert client.reflect.call_args[1]["query"] == "" + + +# --------------------------------------------------------------------------- +# Error type variations +# --------------------------------------------------------------------------- + + +class TestErrorTypes: + """Verify various exception types are properly wrapped.""" + + def test_retain_wraps_type_error(self): + client = _mock_client() + client.retain.side_effect = TypeError("bad type") + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + with pytest.raises(HindsightError, match="Retain failed.*bad type"): + toolkit.retain_memory(ctx, "content") + + def test_recall_wraps_key_error(self): + client = _mock_client() + client.recall.side_effect = KeyError("missing key") + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + with pytest.raises(HindsightError, match="Recall failed"): + toolkit.recall_memory(ctx, "query") + + def test_reflect_wraps_os_error(self): + client = _mock_client() + client.reflect.side_effect = OSError("disk full") + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + with pytest.raises(HindsightError, match="Reflect failed.*disk full"): + toolkit.reflect_on_memory(ctx, "query") + + def test_retain_wraps_value_error(self): + client = _mock_client() + client.retain.side_effect = ValueError("invalid input") + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + with pytest.raises(HindsightError, match="Retain failed.*invalid input"): + toolkit.retain_memory(ctx, "content") + + +# --------------------------------------------------------------------------- +# Tool docstrings (these become LLM tool descriptions) +# --------------------------------------------------------------------------- + + +class TestToolDocstrings: + """Tool docstrings are critical — Agno exposes them to the LLM.""" + + def test_retain_has_docstring(self): + client = _mock_client() + toolkit = HindsightTools(bank_id="test", client=client) + assert toolkit.retain_memory.__doc__ is not None + assert "Store" in toolkit.retain_memory.__doc__ + assert "memory" in toolkit.retain_memory.__doc__.lower() + + def test_recall_has_docstring(self): + client = _mock_client() + toolkit = HindsightTools(bank_id="test", client=client) + assert toolkit.recall_memory.__doc__ is not None + assert "Search" in toolkit.recall_memory.__doc__ + assert "memory" in toolkit.recall_memory.__doc__.lower() + + def test_reflect_has_docstring(self): + client = _mock_client() + toolkit = HindsightTools(bank_id="test", client=client) + assert toolkit.reflect_on_memory.__doc__ is not None + assert "Synthesize" in toolkit.reflect_on_memory.__doc__ + + +# --------------------------------------------------------------------------- +# Toolkit integration with Agno's registration +# --------------------------------------------------------------------------- + + +class TestToolkitIntegration: + def test_get_functions_returns_registered_tools(self): + """Verify tools are accessible via Toolkit.get_functions().""" + client = _mock_client() + toolkit = HindsightTools(bank_id="test", client=client) + functions = toolkit.get_functions() + assert "retain_memory" in functions + assert "recall_memory" in functions + assert "reflect_on_memory" in functions + + def test_get_functions_respects_enable_flags(self): + client = _mock_client() + toolkit = HindsightTools( + bank_id="test", + client=client, + enable_retain=False, + enable_reflect=False, + ) + functions = toolkit.get_functions() + assert "retain_memory" not in functions + assert "recall_memory" in functions + assert "reflect_on_memory" not in functions + + def test_instructions_are_set(self): + client = _mock_client() + toolkit = HindsightTools(bank_id="test", client=client) + assert toolkit.instructions is not None + assert len(toolkit.instructions) > 0 + + def test_instructions_mention_all_tools(self): + client = _mock_client() + toolkit = HindsightTools(bank_id="test", client=client) + assert "retain_memory" in toolkit.instructions + assert "recall_memory" in toolkit.instructions + assert "reflect_on_memory" in toolkit.instructions + + +# --------------------------------------------------------------------------- +# Bank creation across tool types +# --------------------------------------------------------------------------- + + +class TestBankCreationCrossTool: + def test_retain_then_recall_creates_bank_once(self): + """Bank created by retain is reused by recall (no re-creation).""" + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + toolkit = HindsightTools(bank_id="shared-bank", client=client) + ctx = _mock_run_context() + + toolkit.retain_memory(ctx, "content") + toolkit.recall_memory(ctx, "query") + + # create_bank only called by retain (once) + client.create_bank.assert_called_once() + + def test_retain_then_reflect_creates_bank_once(self): + client = _mock_client() + client.reflect.return_value = _mock_reflect_response("answer") + toolkit = HindsightTools(bank_id="shared-bank", client=client) + ctx = _mock_run_context() + + toolkit.retain_memory(ctx, "content") + toolkit.reflect_on_memory(ctx, "query") + + client.create_bank.assert_called_once() + + +# --------------------------------------------------------------------------- +# memory_instructions edge cases +# --------------------------------------------------------------------------- + + +class TestMemoryInstructionsEdgeCases: + def setup_method(self): + reset_config() + + def teardown_method(self): + reset_config() + + def test_max_results_zero(self): + """max_results=0 → results[:0] is empty → returns ''.""" + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact1", "fact2"]) + + result = memory_instructions(bank_id="test", client=client, max_results=0) + + assert result == "" + + def test_max_results_one(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["only-fact", "extra"]) + + result = memory_instructions(bank_id="test", client=client, max_results=1) + + assert "1. only-fact" in result + assert "extra" not in result + + def test_empty_prefix(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + + result = memory_instructions(bank_id="test", client=client, prefix="") + + # Empty prefix still appears as first line (empty string before \n join) + assert result.startswith("\n") or result == "\n1. fact" + + def test_prefix_without_newline(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + + result = memory_instructions(bank_id="test", client=client, prefix="Context: ") + + assert result == "Context: \n1. fact" + + def test_bank_id_passed_to_recall(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + + memory_instructions(bank_id="specific-bank", client=client) + + assert client.recall.call_args[1]["bank_id"] == "specific-bank" + + def test_empty_tags_list_not_sent(self): + """tags=[] is falsy, so tags should not be included in recall kwargs.""" + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + + memory_instructions(bank_id="test", client=client, tags=[]) + + assert "tags" not in client.recall.call_args[1] + + def test_multiple_calls_with_same_client(self): + """memory_instructions can be called multiple times with the same client.""" + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + + r1 = memory_instructions(bank_id="bank-1", client=client) + r2 = memory_instructions(bank_id="bank-2", client=client) + + assert client.recall.call_count == 2 + assert r1 == r2 # Same response mock + + def test_client_resolution_error_propagates(self): + """_resolve_client error during memory_instructions IS raised (not swallowed).""" + with pytest.raises(HindsightError, match="No Hindsight API URL"): + memory_instructions(bank_id="test") + + def test_recall_error_swallowed_not_raised(self): + """Once client is resolved, recall errors are swallowed (returns '').""" + client = _mock_client() + client.recall.side_effect = Exception("any error") + + result = memory_instructions(bank_id="test", client=client) + + assert result == "" + + +# --------------------------------------------------------------------------- +# _resolve_client edge cases +# --------------------------------------------------------------------------- + + +class TestResolveClientEdgeCases: + def setup_method(self): + reset_config() + + def teardown_method(self): + reset_config() + + def test_empty_string_api_key_not_passed(self): + """api_key='' is falsy, so it should not be passed to Hindsight.""" + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + _resolve_client(None, "http://localhost:8888", "") + call_kwargs = mock_cls.call_args[1] + assert "api_key" not in call_kwargs + + def test_none_api_key_not_passed(self): + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + _resolve_client(None, "http://localhost:8888", None) + call_kwargs = mock_cls.call_args[1] + assert "api_key" not in call_kwargs + + def test_whitespace_api_key_is_passed(self): + """Non-empty whitespace string IS truthy, so it gets passed.""" + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + _resolve_client(None, "http://localhost:8888", " ") + call_kwargs = mock_cls.call_args[1] + assert call_kwargs["api_key"] == " " + + def test_config_api_key_used_when_no_explicit(self): + configure(hindsight_api_url="http://config:8888", api_key="config-key") + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + _resolve_client(None, None, None) + assert mock_cls.call_args[1]["api_key"] == "config-key" + + def test_config_none_api_key_not_passed(self): + configure(hindsight_api_url="http://config:8888", api_key=None) + with patch("hindsight_agno.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + _resolve_client(None, None, None) + assert "api_key" not in mock_cls.call_args[1] + + +# --------------------------------------------------------------------------- +# Config interaction with toolkit +# --------------------------------------------------------------------------- + + +class TestConfigToolkitInteraction: + def setup_method(self): + reset_config() + + def teardown_method(self): + reset_config() + + def test_config_set_after_toolkit_creation_not_used(self): + """Config is captured at construction time, not at tool call time.""" + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + toolkit = HindsightTools(bank_id="test", client=client, tags=["original"]) + ctx = _mock_run_context() + + # Change config after construction + configure(hindsight_api_url="http://new:8888", tags=["updated"]) + + toolkit.retain_memory(ctx, "content") + + # Should use the original tags, not updated + assert client.retain.call_args[1]["tags"] == ["original"] + + def test_toolkit_without_config_then_configure(self): + """Creating toolkit with explicit client doesn't require config.""" + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + + # No config set + toolkit = HindsightTools(bank_id="test", client=client) + + # Config set after — doesn't affect existing toolkit + configure(hindsight_api_url="http://new:8888", budget="high") + + toolkit.recall_memory(_mock_run_context(), "query") + assert client.recall.call_args[1]["budget"] == "mid" # Not "high" + + def test_multiple_tags(self): + """Multiple tags are passed as a list.""" + client = _mock_client() + toolkit = HindsightTools( + bank_id="test", + client=client, + tags=["source:chat", "env:prod", "version:2"], + ) + ctx = _mock_run_context() + + toolkit.retain_memory(ctx, "content") + + tags = client.retain.call_args[1]["tags"] + assert tags == ["source:chat", "env:prod", "version:2"] + + def test_multiple_recall_tags(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + toolkit = HindsightTools( + bank_id="test", + client=client, + recall_tags=["scope:user", "type:preference"], + recall_tags_match="all_strict", + ) + ctx = _mock_run_context() + + toolkit.recall_memory(ctx, "query") + + kwargs = client.recall.call_args[1] + assert kwargs["tags"] == ["scope:user", "type:preference"] + assert kwargs["tags_match"] == "all_strict" + + +# --------------------------------------------------------------------------- +# Recall output formatting +# --------------------------------------------------------------------------- + + +class TestRecallFormatting: + def test_result_numbering_starts_at_one(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["alpha"]) + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + result = toolkit.recall_memory(ctx, "q") + + assert result.startswith("1.") + assert "0." not in result + + def test_results_separated_by_newlines(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["a", "b", "c"]) + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + result = toolkit.recall_memory(ctx, "q") + + lines = result.split("\n") + assert len(lines) == 3 + assert lines[0] == "1. a" + assert lines[1] == "2. b" + assert lines[2] == "3. c" + + def test_double_digit_numbering(self): + client = _mock_client() + facts = [f"fact-{i}" for i in range(1, 13)] + client.recall.return_value = _mock_recall_response(facts) + toolkit = HindsightTools(bank_id="test", client=client) + ctx = _mock_run_context() + + result = toolkit.recall_memory(ctx, "q") + + assert "10. fact-10" in result + assert "11. fact-11" in result + assert "12. fact-12" in result + + +# --------------------------------------------------------------------------- +# memory_instructions output formatting +# --------------------------------------------------------------------------- + + +class TestMemoryInstructionsFormatting: + def test_default_prefix_includes_trailing_newline(self): + """Default prefix is 'Relevant memories:\\n', so join adds a blank line.""" + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact1", "fact2"]) + + result = memory_instructions(bank_id="test", client=client) + + # prefix="Relevant memories:\n" joined with "\n" produces: + # "Relevant memories:\n\n1. fact1\n2. fact2" + assert result == "Relevant memories:\n\n1. fact1\n2. fact2" + + def test_single_result_with_default_prefix(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["single"]) + + result = memory_instructions(bank_id="test", client=client) + + assert result == "Relevant memories:\n\n1. single" + + def test_clean_prefix_no_double_newline(self): + """Using a prefix without trailing newline avoids the blank line.""" + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact1", "fact2"]) + + result = memory_instructions( + bank_id="test", client=client, prefix="Relevant memories:" + ) + + assert result == "Relevant memories:\n1. fact1\n2. fact2" + + +# --------------------------------------------------------------------------- +# Keyword-only constructor enforcement +# --------------------------------------------------------------------------- + + +class TestConstructorAPI: + def test_hindsight_tools_requires_keyword_args(self): + """All HindsightTools args are keyword-only 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"hindsight-integrations/litellm" "hindsight-integrations/crewai" "hindsight-integrations/pydantic-ai" "hindsight-integrations/hermes" "hindsight-embed") +PYTHON_PACKAGES=("hindsight-api" "hindsight-api-slim" "hindsight-all-slim" "hindsight-dev" "hindsight-all" "hindsight-integrations/litellm" "hindsight-integrations/crewai" "hindsight-integrations/pydantic-ai" "hindsight-integrations/hermes" "hindsight-integrations/agno" "hindsight-embed") for package in "${PYTHON_PACKAGES[@]}"; do PYPROJECT_FILE="$package/pyproject.toml" if [ -f "$PYPROJECT_FILE" ]; then @@ -216,7 +216,7 @@ COMMIT_MSG="Release v$VERSION - Update version to $VERSION in all components - Regenerate OpenAPI spec and client SDKs -- Python packages: hindsight-api, hindsight-dev, hindsight-all, hindsight-litellm, hindsight-crewai, hindsight-pydantic-ai, hindsight-hermes, hindsight-embed +- Python packages: hindsight-api, hindsight-dev, hindsight-all, hindsight-litellm, hindsight-crewai, hindsight-pydantic-ai, hindsight-hermes, hindsight-agno, hindsight-embed - Python client: hindsight-clients/python - TypeScript client: hindsight-clients/typescript - Rust CLI: hindsight-cli