ChorusGraph

Native agent runtime with semantic cache one pip install

AIlive
Visit site ↗First seen 17d ago · 3 platforms

What this is

An open-source Python agent runtime, installed with one pip command, with a local cache that skips repeat LLM calls — pitched as a lighter alternative to LangGraph for developers.

Our one-line summary — not the founder’s tagline.

How it works
An open-source agent graph runtime with a BSP scheduler and a local semantic cache that skips redundant LLM calls when a similar routing request already happened, installed with a single pip command.
What's different
Positioned as a lighter, non-wrapper alternative to LangGraph, with a local cache to cut LLM call costs.
Pricing
Open source (Apache-2.0).
Best for
Developers building LLM agent pipelines who want to reduce redundant model calls.

What we measured

Nobody else publishes this — it comes from knocking on the door every day.

Watched by us
17 days
Last checked
10d ago

Where it shows up

Every group here is a page of its own — each one checked daily.

The numbersIs it still shipping, is it overpriced, where did it land — and what the price is built from.
The takewhere this launch stands, in one glance
Still shipping?
Still shipping — the site changed 11 days ago. Evidence, not an announcement.
Is it overpriced?
Priced at the anchor — no crowd premium. What you see is what the signals say.
Where did it land?
Strongest on Product Hunt7 votes.
Reality anchor
800 (+7% since IPO)
Market price
800
Checked
Jul 18
League price & chart
Market priceREPRICED DAILY
800
▲ +4.4%
7-day
+0.8% today
Will it still be moving in 4 weeks?

No money. No seat. It goes on your record — and in 28 days reality settles it.

Calls are closed while we rebuild accounts. You can still read every one of them.

Key stats
MRRNot connected
SectorAI
The story

AI. Launched 17d ago on Product Hunt, picking up 7 votes. Today, the site itself changed 11d ago — evidence it's still shipping, not just announcing.

Is it still shipping?WE CHECK THE SITE DAILY
SiteLive
read 10d ago
Last shipped11 days ago
the page itself changed — that's shipping
Fade clock6 days silent

Quiet for 6 days — no penalty yet, but quiet doesn't stay free.

We check this site every day, ourselves. A founder can post “still working on it” — a claim like that doesn't price. What we price is what we can verify from the outside: evidence, not announcements. The real question isn't “will this be huge?” — it's “will they still be moving in four weeks?”

The market viewHow this launch is priced and ranked in our league — the investor side of the page.
Where it stands
Bigger than 96% of live launchesof 17,855

ranked by the reality anchor, not the market price

Strongest on Product Hunt with 7 votes · counts toward price on 1 of 3 boards
Why 800 points?REALITY PRICE

It launched on Product Hunt with 7 votes. It also showed up on 2 other boards — but didn't place well enough on any of them, so none of them add to the price. Listing on twelve directories is free; placing well on them isn't.

Backing it does not move the price.

No matter how much money goes in. There is no pump here — you can't make yourself right by buying more. The line only moves on things that actually happened: an award, revenue that grew, a new platform, code that shipped — or silence.

The story so farEVERY MOVE, AND WHY
Jul 28800+0.8%Went quiet — bleeding
Jul 27794+0.5%Went quiet — bleeding
Jul 26790+0.5%Went quiet — bleeding
Jul 25786+0.6%Went quiet — bleeding
Jul 24781+0.5%Went quiet — bleeding
Jul 23777+0.5%Went quiet — bleeding
Jul 21766+0.4%Went quiet — bleeding
Jul 20763+0.1%Went quiet — bleeding
Jul 19762+0.1%Went quiet — bleeding
Jul 17756+0.1%Went quiet — bleeding
Jul 16755+0.1%Went quiet — bleeding
Jul 15754+0.1%Went quiet — bleeding

En eski 2 hareket bu listede yok — toplam 14 olay var. 3 quiet days in between are left out — nothing happened on them. A launch that goes quiet eases down a little at a time — never a cliff you could have run from the night before.

MomentumTRACKED DAILY
Product Hunt+2 votes
2026-07-112026-07-12

How the launch is moving on its own board, day by day — the crowd's attention.
A flat line is normal: votes stop within a day or two of launch, on every board. What's unusual — and what actually counts — is a launch that keeps pulling votes long after its day is over.

About

ChorusGraph is a native agent graph runtime (Apache-2.0) — BSP scheduler plus a local semantic cache that skips redundant LLM calls when similar routing already happened. One pip install; not a LangGraph wrapper. this is an alternative with amazing benefits over LangGraph! https://insightitsgit.github.io/ChorusGraph/benchmarks.html see the numbers and never use langgraph to save your llm cost. https://insightitsgit.github.io/ChorusGraph/

Where it launched

3 platforms
PlatformVotesCounts toward priceLink
Product Huntstrongest7sets the price
Product Hunt5no
Product Hunt5no

The board it did best on sets the price. Every other board only adds to it if the launch also placed high on that board too — because just showing up somewhere isn't an achievement. Listing on twelve directories is free; placing well on them isn't.

Discussion (0)

Posting is closed while we rebuild accounts — reading stays open.

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