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Top 22 Python Agent Projects
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agent-protocol
Common interface for interacting with AI agents. The protocol is tech stack agnostic - you can use it with any framework for building agents.
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swarms
Orchestrate Swarms of Agents From Any Framework Like OpenAI, Langchain, and Etc for Business Operation Automation. Join our Community: https://discord.gg/DbjBMJTSWD
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emerging-trajectories
Open source framework for using LLMs to forecast political, economic, and social events.
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I've never tried it myself, but Prefect does have something like this with their Marvin AI library for Python.
https://github.com/PrefectHQ/marvin?tab=readme-ov-file#-buil...
Project mention: OpenAI: Streaming is now available in the Assistants API | news.ycombinator.com | 2024-03-14This was indeed true in the beginning, and I don’t know if this has changed. Inserting messages with Assistant role is crucial for many reasons, such as if you want to implement caching, or otherwise edit/compress a previous assistant response for cost or other reason.
At the time I implemented a work-around in Langroid[1]: since you can only insert a “user” role message, prepend the content with ASSISTANT: whenever you want it to be treated as an assistant role. This actually works as expected and I was able to do caching. I explained it in this forum:
https://community.openai.com/t/add-custom-roles-to-messages-...
[1] the Langroid code that adds a message with a given role, using this above “assistant spoofing trick”:
https://github.com/langroid/langroid/blob/main/langroid/agen...
Project mention: Show HN: eastworld – quickly add generative agents to games, visual novels, etc. | news.ycombinator.com | 2023-08-24Emotion Queries, Player Guardrails, etc. - in a simple small API & server
We have a demo game that we made (https://github.com/game-kings/detective), and a demo video (https://www.youtube.com/watch?v=VSqIzjOk5p4).
The demo game is a murder mystery set in Gold Rush era San Francisco. It includes a somewhat novel scoring mechanism at the end where your ability as a detective is scored based on cosine similarity between the embeddings of your explanation and ours.
We showed this to some friends of ours and, despite it frankly being an extremely hacked together game, they thought it surprisingly fun. This makes us really excited for what kinds of games are possible with tools like this.
We know there’s some similar prior art in this category but we think this still has a lot to offer.
The open-source work like GPTeam (https://github.com/101dotxyz/GPTeam) or ai-town (https://github.com/a16z-infra/ai-town) is mostly geared towards recreations of the Sims, and are not as general purpose as our framework.
There are commercial offerings like InworldAI, but I think our framework exists in a different space - we support Local AI out of the box, and hope this is the direction that gaming goes in. I don’t really want to start paying a subscription for every single-player game in the future. While we wait for chips to get cheaper and open-source models to get better, using GPT-3.5 or GPT-4 produces pretty similar if not better results than commercial offerings.
Of course, our project isn't perfect, isn’t feature-complete and definitely isn’t polish-complete. After showing it to our friends, we realized we need release early to get early feedback from others. We want to make this great and empower open-source LLM gaming in the future. We would love to hear your feedback.
We know for sure that some of you are much more creative storytellers than we are, and we can’t wait to see what you come up with!
Have fun!
Project mention: Show HN: Common protocol for communication with (and between) AI Agents | news.ycombinator.com | 2023-08-09
Project mention: Swarms – Automating all digital activities with millions of autonomous AI Agents | news.ycombinator.com | 2023-07-10
Project mention: LangChain is slow – Scale to 1K's of bots with LionAGI | news.ycombinator.com | 2024-03-06
Project mention: Instrukt: a TUI AI assistant to explore and understand any complex code base. | /r/programming | 2023-09-07
Project mention: Show HN: LLM-powered NPCs running on your hardware | news.ycombinator.com | 2024-04-30But we're also working with the https://cu.bzh platform to create demos using their engines - those should give you inspiration as well!
[1] https://github.com/GigaxGames/gigax/blob/main/tests/test_ste...
Project mention: Can I let AI read a group of information from books and what not and then let it answer questions? | /r/ArtificialInteligence | 2023-06-04
Project mention: Show HN: Julep: A platform to manage memories, knowledge and tools for LLM apps | news.ycombinator.com | 2024-05-14
Project mention: Google AI search feature suggested using glue to keep cheese sticking to a pizza | news.ycombinator.com | 2024-05-24You can 100% do this. We do that at my startup (https://emergingtrajectories.com/). We build a fact base from reliable sources or information you give us, and we have multiple layers of checks to ensure the LLM only references those facts.
It is not 100% foolproof, though, and depends on how broad your universe of knowledge needs to be. If you can only cite from 3 sources or 100 facts, this is easy to verify and force...
For Google, they need to have the world's information (they are a global search engine, after all) -- deciding what is true or not is incredibly complex and there are many shades of grey.
I think part of this is also just eye-catching headlines -- Google searches aren't reliable either, but we've learned to live with them and incorporate them into personal workflows that work for us. LLMs are new and we're still figuring out how to do this as users (and as product builders).
Project mention: Stable Agents – Concise List of What AI Agents Can Do | news.ycombinator.com | 2023-08-08
Project mention: Data-to-paper: autonomous stepwise LLM-driven research | news.ycombinator.com | 2024-05-11
Project mention: Let agents interact with the world through tool calling | news.ycombinator.com | 2023-08-15
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
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A note from our sponsor - InfluxDB
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Index
What are some of the best open-source Agent projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | llama_index | 32,094 |
| 2 | marvin | 4,868 |
| 3 | acme | 3,399 |
| 4 | langroid | 1,736 |
| 5 | GPTeam | 1,576 |
| 6 | agent-protocol | 804 |
| 7 | swarms | 739 |
| 8 | lionagi | 256 |
| 9 | Instrukt | 232 |
| 10 | gigax | 199 |
| 11 | mychatGPT | 124 |
| 12 | julep | 264 |
| 13 | talking_with_hn | 105 |
| 14 | action-branching-agents | 105 |
| 15 | surv_ai | 93 |
| 16 | bark-ml | 90 |
| 17 | emerging-trajectories | 58 |
| 18 | GPT-agents | 57 |
| 19 | stableagents | 35 |
| 20 | data-to-paper | 296 |
| 21 | ai-traineree | 25 |
| 22 | BotPlayers | 18 |
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