Best used with an AI agent

40+ live apps, open data APIs, MCP servers, and 200+ guides - more than anyone wants to click through. Point your AI here and it reads the whole map and does the work: finds the tool, pulls the data, runs the analysis, and hands you the links.

Here for the open-source code? Your agent finds the right repo for you - and can even clone and deploy it.

Prefer to explore on your own? Go right ahead.

Paste this to Claude Code, Codex, or any AI agent:
Go to tigzig.com and read tigzig.com/llms.txt. It is a practitioner toolkit - 40+ analytics apps, open no-auth data APIs, MCP servers, open-source repos (github.com/amararun), and 200+ build guides. Help me [your task]. Surface the exact links; where there is an API or MCP, call it directly; and if I want to self-host, find the repo and help me deploy it.

GPT-4 is acting like a force-multiplier like I have never experienced before.

Published: July 27, 2024

And spoilt me utterly ...

GPT-4 Force Multiplier

✴️ For coding errors....i've stopped describing errors....takes too long...

I attach screenshots of errors and type: fix it pls.

That's it....get a new code back. In most cases, it works right off the bat...

✴️ Some days back, I did a post about GPT-4o release vs. higher expectations. I take it all back...spoilt analyst syndrome....

✴️ For just $20 a month, the value I am getting is humongously exponentially more.

✴️ I'm still on the older voice mode on my account.....amazing technical brainstorming conversations. Can't wait to try out the new voice-video mode.

🔍 Can now directly connect to Google Drive / One Drive.

🔍 Connectors to AWS / Azure/ GCP: likely to come sooner than later.

✴️ Recently completed a client project involving process reengineering and automation, followed by analysis. Used VBA (for automation) and Python.

Had totally forgotten VBA

Something that would have taken me weeks was delivered in a few days.

One of the best VBA codes 'I' (ahem....) have ever written in my life.

✴️ For another Excel automation for a client: set up a private Custom GPT running Python code. The trick to consistent results? Freeze the Python code, otherwise, it starts to re-engineer the whole thing. ChatGPT-4 acts as a UI: upload the file, process it, and get the output CSVs back.

✴️ Then there are those Annual Reports I am dumping into GPT-4 for (DuPont) Ratio Analysis....some are 500 pages plus ... and also extracting nicely formatted tables of financial statements and schedules

✴️ And Custom GPT and LLM apps for a variety of analytics tasks. Have setup multiple Fast API servers running my python codes ....and am calling those via API calls from within GPT as well as from external LLM apps.

✴️ I doubt I 'chat' with ChatGPT / LLMs too much... except brainstorming conversations... mostly it is coding, debugging, automation, data cleaning, machine learning models, running API calls. ....

...and acting as a UNIVERSAL USER INTERFACE and a MULTI-PURPOSE PROCESSING SERVER

....I could go on and on....

All GPT Magic

Many of these covered in detail my earlier LinkedIn Posts and Videos.

OpenAI, I bow before thee. 🙏

With a single stroke...on that fateful day of 30th November 2022....OpenAI changed the world. Definitely mine