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Courses/Ollama Tools, Search, and Retrieval
Ollama Builder IntegrationsIntermediate

Ollama Tools, Search, and Retrieval

Build source-visible Ollama workflows with model-specific tool calling, structured output, thinking, web search, embeddings, RAG, and MCP controls.

What is Ollama Tools, Search, and Retrieval?

Ollama Tools, Search, and Retrieval is an AcademAI intermediate course in the Ollama Builder Integrations path for learners who want practical AI capability instead of passive tool exposure. It belongs to the Ollama Local AI Lab Training topic hub. The course includes 5 modules and an estimated workload of 4-5 hours. Start with the free AI Fluency foundation course before checkout; paid membership unlocks full access to this course and the broader catalog. The course is designed for Builders, analysts, and AI operators who want Ollama workflows to use tools and sources without losing permission or evidence discipline.. Learners should expect prerequisites such as Building with the Ollama API recommended. Core outcomes include Check the selected model before using tools, structured output, thinking, vision, or embeddings.; Validate function arguments and keep execution permission in application-controlled code.; Treat web pages, MCP output, and retrieved chunks as untrusted data with visible sources.. AcademAI course material is source-informed by public provider documentation where relevant, but the lessons, exercises, scenario mastery tests, and completion certificates are independently written by AcademAI and are not official provider certifications.

Audience

Builders, analysts, and AI operators who want Ollama workflows to use tools and sources without losing permission or evidence discipline.

Outcomes

  • - Check the selected model before using tools, structured output, thinking, vision, or embeddings.
  • - Validate function arguments and keep execution permission in application-controlled code.
  • - Treat web pages, MCP output, and retrieved chunks as untrusted data with visible sources.
  • - Evaluate retrieval and refuse unsupported answers instead of hiding evidence gaps.
Membership course. The course overview is public. Join AcademAI to read the lessons, save progress, complete scenario tests, and earn certificates.
Join AcademAI to read the lessonsMembership unlocks full lesson access

Source-informed by Ollama's official documentation; AcademAI lessons, exercises, and scenario checks are original.

AcademAI certificates show independent course completion and are not official Ollama credentials.

Related topic hub

This course is part of Ollama Local AI Lab Training, AcademAI's crawlable guide to the audience, outcomes, prerequisites, source policy, and recommended course sequence for this topic.

Course Modules

1

Model-Specific Tool Calling

Capability checks, function schemas, argument validation, execution permission, and result review

2

Structured Output And Thinking Controls

format and think parameters, supported models, schema validation, and reviewable reasoning summaries

3

Web Search And Source Review

Network boundaries, credentials, source dates, original context, conflicts, and uncertainty

4

Embeddings And Source-Visible RAG

Corpus scope, chunking, metadata, retrieval tests, citations, and refusal thresholds

5

MCP, Untrusted Content, And Evidence Gates

Tool and resource permissions, instruction separation, source support, and human acceptance

Scenario mastery test

After completing the modules, pass a realistic scenario test to qualify for an AcademAI completion certificate.

Take scenario test

Prerequisites

  • ✓Building with the Ollama API recommended

Resources

  • https://docs.ollama.com/capabilities/tool-calling
  • https://docs.ollama.com/capabilities/structured-outputs
  • https://docs.ollama.com/capabilities/thinking
  • https://docs.ollama.com/capabilities/web-search
  • https://docs.ollama.com/capabilities/embeddings

Course Information

Level
Intermediate
Est. Time
4-5 hours
Modules
5
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