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Offline IAM graph exporter + NLP query shell

Project description

🗺️ IAM Map — AWS IAM Graph Analyzer

A powerful CLI to explore IAM users, groups, and policies across AWS accounts — with AI-powered natural language support via Ollama + Mistral.


💊 Choose Your Path

🔵 The Blue Pill — Just Install and Play

  1. Install the package:
pip install iam-map
  1. Export a graph:
iam-map export-graph --profile my-account
  1. Start ollama:
ollama run mistral
  1. Ask questions with natural language:
iam-map shell --profile my-account

Example prompts:

💬 > Who has EC2 or Lambda access but not S3?
💬 > Which users are in dev or test group with full Admin rights?

That’s it. Explore your IAM relationships like never before.


🔴 The Red Pill — Customize Everything

If you're a power user or developer, go deeper.

🔧 Install from Source

git clone https://github.com/yourname/iam-map.git
cd iam-map
pip install --editable .

📦 Requirements

  • Python 3.8+
  • boto3, networkx, rich, typer
  • Ollama running locally with a model like mistral

🧱 Project Structure

iam_map/
├── cli.py            ← main CLI
├── exporter.py       ← fetch IAM data to .dot
├── graph_query.py    ← query logic
├── ollama_client.py  ← talk to Ollama API
├── paths.py          ← path resolution

⚙️ Features

  • Export IAM users, groups, and policies
  • Query users using filters: policies, groups, logic
  • List username + ID in rich table
  • Support for multiple AWS accounts
  • Natural language shell via Ollama

🧭 Usage

🔐 Configure Your AWS Profiles

aws configure --profile dev
aws configure --profile prod

Each IAM user must have these permissions:

{
  "Action": [
    "iam:ListUsers",
    "iam:ListGroupsForUser",
    "iam:ListAttachedUserPolicies",
    "iam:ListAttachedGroupPolicies"
  ],
  "Effect": "Allow",
  "Resource": "*"
}

📤 Export IAM Graphs

iam-map export-graph --profile dev
# → creates: data/dev.dot

📊 Query Your IAM Graph

iam-map query-graph --dot-path data/dev.dot --include-policy AmazonEC2FullAccess

Add filters using:

  • --include-policy, --exclude-policy
  • --include-group, --exclude-group
  • --policy-logic any or all
  • --group-logic any or all

💬 AI Shell (Natural Language)

iam-map shell --profile dev

By default, this:

  • Talks to http://localhost:11434

  • Sends your query to the mistral model via Ollama

To make that work, start the model manually (do this before you use iam-map):

ollama run mistral

🔧 Customize Ollama Settings Running on a different model or port?

No problem:

iam-map shell --profile dev --port <your-port> --model <your-model>

Requires:

  • Ollama running locally
  • Model like mistral, llama3, etc.

🌐 Graph Rendering (optional)

Generate diagrams from .dot files:

dot -Tpng data/dev.dot -o output/dev.png

Or PDF/SVG:

dot -Tsvg data/dev.dot -o output/dev.svg

Install Graphviz:

# macOS
brew install graphviz

# Ubuntu
sudo apt install graphviz

# Windows
choco install graphviz

📁 Output Locations

By default:

  • Graphs → data/
  • Visuals → output/

You can override these by setting environment variables:

export DATA_DIR=/custom/data
export OUTPUT_DIR=/custom/output

🧠 Powered By

  • AWS IAM + boto3
  • Graph engine: networkx
  • CLI: typer, rich
  • Natural Language: Ollama + Mistral

✨ Why Use IAM Map?

✅ Works offline after export
✅ Lets you see IAM relationships
✅ Filters users like a database
✅ Natural language interface — no memorizing flags
✅ Clean CLI + optional visual outputs


Ready to map your IAM?

iam-map shell --profile your-account

🌍 Know your access. Map your roles. Secure your cloud.

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