jamwithai/production-agentic-rag-course

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What It Calls

Calls external APIs Partial check

Without a key: External API (api.jina.ai): has a branch that stops with an error without a key. Runs locally (Ollama): runs locally (Ollama).

Feature matrix
Feature	Provider	Use	Default	Alternative
External API (api.jina.ai)	api.jina.ai 1 call sites `src/services/embeddings/jina_client.py:17`	Default call	`api.jina.ai`	None
Runs locally (Ollama)	Local (Ollama) 1 call sites `src/config.py:173`	Local	-	-

External APIs
API	Credential	Code evidence	Pricing	Pricing page	Checked
api.jina.ai	Credential unclear	`src/services/embeddings/jina_client.py:17`The code calls the api.jina.ai external API, which requires an API key.	No pricing info	-	-

Data sent out: embedding input

Checked scope: 128/160 files checked · tree not truncated · no submodules · 10 unresolved import path(s)

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Badge preview

[![external API](https://whatitcalls.com/badge/jamwithai/production-agentic-rag-course.svg)](https://whatitcalls.com/en/jamwithai/production-agentic-rag-course)

Shows as “external API · used” in a README.

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Freshness detailscommit 424a0eb · checked 2026-10-09

Checked commit: 424a0eb99edf841994f2a9a053912b489d2a94ff
Committed: 2026-04-05 06:13 UTC
Checked: 2026-10-09 04:40 UTC
HEAD last seen: 2026-10-09 04:40 UTC · 424a0eb (same as the checked commit)
Read depth: Basic (up to 400 files · 8 MB)
Scanner · rules: scan-5+verdict-5
Pricing catalog: version 2
Correction revision: 0
Summary: Model ollama-cloud/gemma4:31b-cloud · some rule sentences

What is sent out

Confirmed Text data is sent to api.jina.ai for embedding processing. src/services/embeddings/jina_client.py:30 src/services/embeddings/jina_client.py:17

README claims ↔ code2

free

- 8GB+ RAM and 20GB+ free disk space README.md:81

This course is completely free! You'll only need minimal costs for optional services: README.md:543

The README states it is free, but the code requires calls to api.jina.ai to function. src/services/embeddings/jina_client.py:17

local

- Local Development: $0 (everything runs locally) README.md:544

The README states it runs locally, but the code requires calls to api.jina.ai. src/services/embeddings/jina_client.py:17

Code quotes

Source files are not stored. Code is linked at the checked commit on GitHub; stored quotes are at most 3 lines per evidence and 6 per file.

Source: jamwithai/production-agentic-rag-course · commit 424a0eb · src/services/embeddings/jina_client.py

L17 host
L26 key read

Checked scope details

Files

In the repository: 160
Checked: 128 (80%)

Manifests

All priority files read

airflow/dags/arxiv_ingestion/setup.py

Unresolved import paths (10)

.commandssrc/schemas/telegram/__init__.py:1
.messagessrc/schemas/telegram/__init__.py:2
.user_settingssrc/schemas/telegram/__init__.py:3
langfuse.langchainsrc/services/agents/agentic_rag.py:6
langfuse._client.spansrc/services/agents/context.py:2

missing file 10

Excluded files

.md 8
.png 8
.ipynb 7
(none) 3
.gif 1
.sh 1

+4 more

External code not checked: None
Limits hit: None

Correction history

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