Merge pull request #4 from FJS-Services-Inc/feature/tavily-multi-entity-swot

feat: Tavily web search + comparative multi-entity SWOT

.env.example

@@ -31,6 +31,9 @@ SQL_DIALECT=postgresql
 DEBUG=True
 SERVER_ENV=dev
 
+# Tavily Web Search
+TAVILY_API_KEY=your-tavily-api-key-here
+
 # Reddit API Configuration (for intelligence gathering)
 REDDIT_MAX_INSIGHTS=5
 REDDIT_MAX_INSIGHT_LENGTH=400

core_requirements.in

@@ -31,6 +31,7 @@ simplejson
 sqlalchemy_mixins
 sqlmodel
 sqlmodel-crud-utilities @ git+https://github.com/fsecada01/SQLModel-CRUD-Utilities@v0.0.1a1
+tavily-python
 typing-inspect
 uvicorn
 xmljson

pyproject.toml

@@ -74,6 +74,7 @@ classifiers = [
     "Operating System :: OS Independent",
 ]
 version = "1.0.0b0"
+requires-python = ">=3.12"
 dependencies = [
     "aiofiles>=24.1.0",
     "aiomysql>=0.2.0",
@@ -94,6 +95,7 @@ dependencies = [
     "lxml[html-clean]>=5.3.0",
     "openai>=1.60.0",
     "praw>=7.8.1",
+    "tavily-python>=0.7.0",
     "psycopg>=3.2.4",
     "pydantic-ai[examples]>=0.0.18",
     "pydantic-settings>=2.7.1",

src/backend/core/consts.py

@@ -2,22 +2,35 @@ from backend.utils import get_val
 
 AI_MODEL = get_val("OPENAI_MODEL", "gpt-4o")
 default_system_prompt = """
-You are an advanced and intelligent AI assistant specializing in generating
-comprehensive and detailed SWOT analyses for a variety of scenarios, topics,
-or businesses.
+You are an advanced AI assistant specializing in comprehensive SWOT analyses.
+You have access to web search (search_web) and website scraping
+(fetch_website_content) tools to gather real-world data before forming
+conclusions.
 
-Your task is to analyze given entities, situations, or contexts and organize
-the information systematically into (typically provided as an URL value):
-1. **Strengths**: Internal factors that give a competitive advantage or are beneficial.
-2. **Weaknesses**: Internal factors that hinder performance or present challenges.
-3. **Opportunities**: External factors that can be leveraged for growth or improvement.
-4. **Threats**: External factors that pose risks or challenges.
+When given a single entity:
+- Research it thoroughly using search_web. If a URL is provided, also use
+  fetch_website_content to extract page details.
+- Generate a detailed SWOT analysis grounded in the gathered intelligence.
 
-Guidelines for your approach:
-- Be concise yet descriptive in your explanation for each category.
-- Consider internal factors for Strengths and Weaknesses (e.g., resources,
-skills, limitations).
-- Focus on external or environmental factors for Opportunities and Threats (
-e.g., market trends, competition, external risks).
-- Provide additional context or examples to support your points when relevant.
+When given a primary entity AND one or more comparison entities:
+- Research ALL entities using search_web (and fetch_website_content for URLs).
+- Generate a SWOT analysis FOCUSED on the primary entity.
+- Weave comparative insights into every SWOT category — explicitly reference
+  how the primary entity stacks up against each competitor.
+- The analysis (executive summary) must highlight key competitive
+  differentiators between the entities.
+
+SWOT Categories:
+1. **Strengths**: Internal advantages of the primary entity (vs competitors).
+2. **Weaknesses**: Internal disadvantages relative to competitors.
+3. **Opportunities**: External factors the primary entity can leverage.
+4. **Threats**: External risks, especially those posed by the compared entities.
+
+Output requirements:
+- Populate primary_entity with exactly what was provided as the primary subject.
+- Populate comparison_entities with the list of entities being compared against
+  (empty list if single-entity mode).
+- Deliver at least 3 points per SWOT category.
+- Back every point with specific evidence from your research.
+- The analysis field must be a substantive executive summary (150+ characters).
 """

src/backend/core/core.py

@@ -16,6 +16,8 @@ from backend.utils import get_val
 class SwotAnalysis(Base):
     """SQLModel for SWOT Analysis Response Object"""
 
+    primary_entity: str
+    comparison_entities: list[str] = []
     strengths: list[str]
     weaknesses: list[str]
     opportunities: list[str]

src/backend/core/tools.py

@@ -3,6 +3,7 @@ import asyncio
 import httpx
 from bs4 import BeautifulSoup as soup
 from pydantic_ai import ModelRetry, RunContext
+from tavily import TavilyClient
 
 from backend.core.consts import AI_MODEL
 from backend.core.core import SwotAgentDeps, SwotAnalysis, swot_agent
@@ -37,6 +38,43 @@ async def fetch_website_content(
             raise
 
 
+@swot_agent.tool(prepare=report_tool_usage)
+async def search_web(
+    _ctx: RunContext[SwotAgentDeps],
+    query: str,
+) -> str:
+    """
+    Searches the web using Tavily and returns a formatted summary of results.
+    Use this to research companies, products, market trends, or any topic.
+
+    :param _ctx: RunContext[SwotAgentDeps]
+    :param query: str - the search query
+    :return: str - formatted search results with answer and top snippets
+    """
+    logger.info(f"Tavily web search: {query}")
+    client = TavilyClient(api_key=get_val("TAVILY_API_KEY"))
+
+    response = await asyncio.to_thread(
+        client.search,
+        query,
+        include_answer=True,
+        max_results=5,
+    )
+
+    parts = []
+    if response.get("answer"):
+        parts.append(f"Summary: {response['answer']}")
+
+    for r in response.get("results", []):
+        parts.append(
+            f"Title: {r['title']}\n"
+            f"URL: {r['url']}\n"
+            f"Content: {r.get('content', '')}"
+        )
+
+    return "\n\n".join(parts) if parts else "No results found."
+
+
 @swot_agent.tool(prepare=report_tool_usage)
 async def analyze_competition(
     ctx: RunContext[SwotAgentDeps],
@@ -168,23 +206,46 @@ def validate_result(
 
 
 async def run_agent(
-    url: str,
+    primary_entity: str,
+    comparison_entities: list[str] | None = None,
     deps: SwotAgentDeps = SwotAgentDeps(),
 ) -> SwotAnalysis | Exception:
     """
-    Runs the SWOT Analysis Agent
+    Runs the SWOT Analysis Agent.  When comparison_entities is provided the
+    agent produces a comparative SWOT focused on primary_entity.
 
-    :param url: str
+    :param primary_entity: str - main subject (URL or company name)
+    :param comparison_entities: list[str] | None - entities to compare against
     :param deps: SwotAgentDeps
     :return: SwotAnalysis | Exception
     """
     try:
         deps.tool_history = []
-        result = await swot_agent.run(
-            f"Perform a comprehensive SWOT analysis for this product: {url}",
-            deps=deps,
-        )
-        # logger.debug(f"Agent Result: {pformat(result.data.model_dump())}")
+
+        if comparison_entities:
+            comp_str = ", ".join(comparison_entities)
+            prompt = (
+                f"Perform a comparative SWOT analysis.\n"
+                f"Primary entity: {primary_entity}\n"
+                f"Compare against: {comp_str}\n\n"
+                f"Research every entity with search_web. If any entity "
+                f"looks like a URL, also call fetch_website_content on it.\n"
+                f"The SWOT must centre on {primary_entity} but explicitly "
+                f"contrast it with {comp_str} in each category.\n"
+                f'Set primary_entity to "{primary_entity}" and '
+                f"comparison_entities to {comparison_entities} in your output."
+            )
+        else:
+            prompt = (
+                f"Perform a comprehensive SWOT analysis for: "
+                f"{primary_entity}\n"
+                f"Use search_web to research this entity. If it is a URL, "
+                f"also use fetch_website_content to gather details.\n"
+                f'Set primary_entity to "{primary_entity}" and '
+                f"comparison_entities to an empty list in your output."
+            )
+
+        result = await swot_agent.run(prompt, deps=deps)
 
         if deps.update_status_func:
             await deps.update_status_func(deps.request, "Analysis Complete")

src/backend/site/router.py

@@ -41,11 +41,16 @@ user_frontend.mount(
 
 
 @user_frontend.post("/analyze", response_class=HTMLResponse)
-async def analyze_url(request: Request, url: str = Form(...)) -> HTMLResponse:
+async def analyze_url(
+    request: Request,
+    primary_entity: str = Form(...),
+    comparison_entities: str = Form(""),
+) -> HTMLResponse:
     """
-    Analyze a given URL using SWOT analysis agent
+    Kick off a SWOT analysis for one or more entities.
     :param request:
-    :param url:
+    :param primary_entity: main subject (URL or company name)
+    :param comparison_entities: comma-separated competitors (optional)
     :return:
     """
     session_id = str(id(request))
@@ -58,9 +63,18 @@ async def analyze_url(request: Request, url: str = Form(...)) -> HTMLResponse:
 
     status_store[session_id].append(ANALYZING_MESSAGE)
 
-    logger.info(f"Starting new analysis with session ID: {session_id}")
+    comp_entities = [
+        e.strip() for e in comparison_entities.split(",") if e.strip()
+    ]
 
-    task = asyncio.create_task(run_agent_with_progress(session_id, url))
+    logger.info(
+        f"Starting analysis — session: {session_id}, "
+        f"primary: {primary_entity}, comparing: {comp_entities}"
+    )
+
+    task = asyncio.create_task(
+        run_agent_with_progress(session_id, primary_entity, comp_entities)
+    )
     running_tasks.add(task)
     task.add_done_callback(running_tasks.discard)
 

src/backend/site/utils.py

@@ -62,13 +62,16 @@ async def update_status(session_id: str, message: Any) -> None:
     )
 
 
-async def run_agent_with_progress(session_id, url):
+async def run_agent_with_progress(
+    session_id, primary_entity, comparison_entities=None
+):
     """
     This provides ongoing progress updates for a running agent. A custom deps
     object is used to store the session_id value and then triggers the
     `run_agent` function
     :param session_id: str
-    :param url: str
+    :param primary_entity: str
+    :param comparison_entities: list[str] | None
     :return: None
     """
     try:
@@ -80,10 +83,14 @@ async def run_agent_with_progress(session_id, url):
             ),
         )
 
-        result = await run_agent(url=url, deps=deps)
+        result = await run_agent(
+            primary_entity=primary_entity,
+            comparison_entities=comparison_entities,
+            deps=deps,
+        )
 
         if not isinstance(result, Exception):
-            logger.info(f"Successfully analyzed URL: {url}")
+            logger.info(f"Successfully analyzed: {primary_entity}")
             logger.debug(pformat(f"Result object: {result}"))
             result_store[session_id] = result
     except Exception as e:

src/frontend/scss/_components.scss

@@ -192,6 +192,89 @@
   }
 }
 
+// Comparison Input
+// ===================================
+.comparison-input-group {
+  display: flex;
+  align-items: center;
+  background: white;
+  border-radius: $radius-full;
+  padding: 0.5rem;
+  margin-top: 0.75rem;
+  box-shadow: $shadow-lg;
+  transition: all $transition-base;
+
+  &:focus-within {
+    box-shadow: 0 8px 20px rgba($brand-primary, 0.15);
+  }
+}
+
+.comparison-icon {
+  padding: 0 1rem;
+  color: $neutral-400;
+  font-size: 1rem;
+}
+
+.comparison-input {
+  flex: 1;
+  border: none;
+  outline: none;
+  padding: 0.75rem 1rem;
+  font-size: 0.9rem;
+  background: transparent;
+  color: $neutral-900;
+
+  &::placeholder {
+    color: $neutral-400;
+  }
+}
+
+// Entity Badges (Results Header)
+// ===================================
+.entity-header {
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  flex-wrap: wrap;
+  gap: 0.5rem;
+}
+
+.entity-header__vs {
+  font-weight: 700;
+  font-size: 0.85rem;
+  color: $neutral-600;
+  text-transform: uppercase;
+  letter-spacing: 0.05em;
+}
+
+.entity-header__sep {
+  color: $neutral-400;
+}
+
+.entity-badge {
+  display: inline-flex;
+  align-items: center;
+  padding: 0.4rem 0.9rem;
+  border-radius: $radius-full;
+  font-size: 0.875rem;
+  font-weight: 600;
+
+  i {
+    margin-right: 0.35rem;
+  }
+
+  &--primary {
+    background: $brand-primary;
+    color: white;
+  }
+
+  &--comparison {
+    background: rgba($neutral-400, 0.1);
+    color: $neutral-600;
+    border: 1px solid rgba($neutral-400, 0.3);
+  }
+}
+
 // Smooth transitions for all interactive elements
 button,
 a,

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src/frontend/templates/home.html

@@ -14,7 +14,7 @@
             <p class="subtitle has-text-white-bis is-4 mb-5">
                 Uncover strategic insights with generative AI.
                 <br>
-                Transform any URL into actionable business intelligence.
+                Compare entities and generate actionable business intelligence.
             </p>
         </div>
     </div>
@@ -33,21 +33,20 @@
                  role="search">
                 <span class="search-icon"
                       aria-hidden="true">
-                    <i class="fas fa-link"></i>
+                    <i class="fas fa-search"></i>
                 </span>
-                <input type="url"
+                <input type="text"
                        class="search-input"
-                       id="url"
-                       name="url"
-                       placeholder="Enter a URL to analyze (e.g., https://example.com)"
-                       aria-label="Enter URL to analyze"
+                       id="primary_entity"
+                       name="primary_entity"
+                       placeholder="Primary entity (e.g., Google or https://google.com)"
+                       aria-label="Enter primary entity — a company name or URL"
                        aria-describedby="search-help"
                        required
-                       pattern="https?://.+"
-                       autocomplete="url" />
+                       autocomplete="off" />
                 <button type="submit"
                         class="search-button"
-                        aria-label="Analyze URL"
+                        aria-label="Run SWOT analysis"
                         hx-indicator='#spinner'
                         hx-on:click="
                         const [status, result, spinner] = ['#status', '#result', '#spinner'].map(id => document.querySelector(id));
@@ -62,10 +61,23 @@
                     </span>
                 </button>
             </div>
+            <div class="comparison-input-group">
+                <span class="comparison-icon"
+                      aria-hidden="true">
+                    <i class="fas fa-code-compare"></i>
+                </span>
+                <input type="text"
+                       class="comparison-input"
+                       id="comparison_entities"
+                       name="comparison_entities"
+                       placeholder="Compare with (optional) — e.g., Yahoo, Bing"
+                       aria-label="Entities to compare against, comma-separated (optional)"
+                       autocomplete="off" />
+            </div>
         </Form>
         <div class="search-help">
             <i class="fas fa-info-circle"></i>
-            We'll analyze the page content and provide strategic insights
+            Enter a company name or URL. Add competitors for a comparative SWOT.
         </div>
     </div>
 </section>

src/frontend/templates/result.html

@@ -1,4 +1,5 @@
 {% if result %}
+{% set r = result.dict() %}
 <section class="section"
          id="result-container"
          aria-live="polite"
@@ -6,16 +7,46 @@
          role="region"
          aria-label="SWOT Analysis Results">
     <div class="container">
-        <h2 class="title is-2 has-text-centered mb-6"
+        <h2 class="title is-2 has-text-centered mb-4"
             id="results-heading"
             tabindex="-1">
             <span aria-label="Analysis Complete">Analysis Complete</span> ✨
         </h2>
+
+        {# Entity comparison header #}
+        <div class="entity-header has-text-centered mb-6"
+             role="region"
+             aria-label="Entities analyzed">
+            <span class="entity-badge entity-badge--primary"
+                  aria-label="Primary entity: {{ r.primary_entity }}">
+                <i class="fas fa-star mr-1"
+                   aria-hidden="true"></i>
+                {{ r.primary_entity }}
+            </span>
+            {% if r.comparison_entities %}
+            <span class="entity-header__vs"
+                  aria-label="versus">vs</span>
+            {% for entity in r.comparison_entities %}
+            <span class="entity-badge entity-badge--comparison"
+                  aria-label="Compared entity: {{ entity }}">
+                <i class="fas fa-building mr-1"
+                   aria-hidden="true"></i>
+                {{ entity }}
+            </span>
+            {% if not loop.last %}
+            <span class="entity-header__sep"
+                  aria-hidden="true">,</span>
+            {% endif %}
+            {% endfor %}
+            {% endif %}
+        </div>
+
         <div class="swot-grid"
              role="list"
              aria-label="SWOT Analysis Categories">
-            {% for cat, val in result.dict().items() %}
-            {% if cat != 'summary' %}
+            {% set swot_categories = ['strengths', 'weaknesses', 'opportunities', 'threats'] %}
+            {% for cat in swot_categories %}
+            {% set val = r[cat] %}
             {# Determine card class and icon based on category #}
             {% set card_class = 'strength' if cat == 'strengths' else ('weakness' if cat == 'weaknesses' else ('opportunity' if cat == 'opportunities' else 'threat')) %}
             {% set icon = 'fa-arrow-trend-up' if cat == 'strengths' else ('fa-arrow-trend-down' if cat == 'weaknesses' else ('fa-lightbulb' if cat == 'opportunities' else 'fa-triangle-exclamation')) %}
@@ -51,12 +82,11 @@
                     </ul>
                 </div>
             </article>
-            {% endif %}
             {% endfor %}
         </div>
 
-        {# Summary Section #}
-        {% if result.summary %}
+        {# Executive Summary Section #}
+        {% if r.analysis %}
         <section class="box mt-6"
                  role="region"
                  aria-labelledby="summary-heading"
@@ -70,7 +100,7 @@
             </h3>
             <div class="content"
                  style="color: var(--neutral-700); line-height: 1.8;">
-                {{ result.summary }}
+                {{ r.analysis }}
             </div>
         </section>
         {% endif %}

uv.lock

@@ -1,13 +1,16 @@
 version = 1
 revision = 3
-requires-python = ">=3.13"
+requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.14' and sys_platform == 'win32'",
     "python_full_version >= '3.14' and sys_platform == 'emscripten'",
     "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
-    "python_full_version < '3.14' and sys_platform == 'win32'",
-    "python_full_version < '3.14' and sys_platform == 'emscripten'",
-    "python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'emscripten'",
+    "python_full_version == '3.13.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version < '3.13' and sys_platform == 'win32'",
+    "python_full_version < '3.13' and sys_platform == 'emscripten'",
+    "python_full_version < '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32'",
 ]
 
 [[package]]
@@ -46,6 +49,7 @@ dependencies = [
     { name = "sqlalchemy-mixins" },
     { name = "sqlmodel" },
     { name = "sqlmodel-crud-utilities" },
+    { name = "tavily-python" },
     { name = "typing-inspect" },
     { name = "uvicorn" },
     { name = "xmljson" },
@@ -97,6 +101,7 @@ requires-dist = [
     { name = "sqlalchemy-mixins", specifier = ">=2.0.5" },
     { name = "sqlmodel", specifier = ">=0.0.22" },
     { name = "sqlmodel-crud-utilities" },
+    { name = "tavily-python", specifier = ">=0.7.0" },
     { name = "typing-inspect", specifier = ">=0.9.0" },
     { name = "uvicorn", specifier = ">=0.34.0" },
     { name = "xmljson", specifier = ">=0.2.1" },
@@ -148,6 +153,23 @@ dependencies = [
 ]
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