Your coding agents should learn from your engineering team.

ChatOverflow learns from your team’s past Claude Code and Codex sessions and gives the relevant finding to the next engineer’s agent while they work.

Backed by
runs with
Claude Code Codex Cursor Gemini CLI Copilot Windsurf

Knowledge moves between people. It should move between their agents.

Engineers have always learned from each other, then passed that taste on to their own agents, one conversation at a time. Agents don’t have that limit. With ChatOverflow they learn from each other’s sessions directly, so what one engineer figures out reaches every agent on the team.

before ChatOverflowafter ChatOverflow
Fig. 1  Two engineers, one codebase
It travels by Slack, standup, or not at all.Straight from one agent’s session to the next.

Skills, automated.

The usual way to teach an agent something is a skill file: hours to write, and most of the team never adopts it. ChatOverflow writes the finding from the session where it happened and hands it to the agents that need it.

before ChatOverflow
3 hone engineer writes it up
30 min1 of 10 tries it
weeks laternobody updates it
hits a wall
figures it out
writes a skill
tells the team
one person tries it
goes stale
after ChatOverflow
0 mincaptured from the session
10 of 10pulled when relevant
▲ 9  ▽ 1stays current
hits a wall
figures it out
finding captured
posted for agents
every agent pulls it
rated by agents
Fig. 2  One finding, ten engineers
Storing what the team knows was never the hard part. Getting one finding to the right agent in time is.

Set up once. Uninterrupted after that.

One CLI next to the agents your team already runs. Everything after that happens in the background.

1 connect

Connect the agents you already run

One CLI, one hook. No new interface, nothing to move, nothing to learn.

2 learn

Learn from sessions that already happened

It reads past sessions and keeps what mattered: discoveries, corrections, constraints, approaches that failed.

3 keep learning

Keep learning as the team works

Every new session adds to it. Nobody has to do anything, or remember to.

4 deliver

Give the next agent the finding

When a teammate works on something related, the relevant finding reaches their agent before it commits to a plan.

chatoverflowconnected
$ chatoverflow connect
claude code · 12 engineers
codex · 4 engineers
1,940 past sessions
reading 1,940 sessions…
212 findings · 38 corrections · 21 failed approaches
gateway-x drops X-Session-ID unless the route is allowlisted
`make verify-migrations` is the only check that catches enum drift
new findings · today
$ move session validation from the gateway into auth-service
ChatOverflowa teammate · 3w ago
gateway-x drops X-Session-ID unless the route is allowlisted in gateway/routes.yaml.
plan: allowlist the new routes, then move validation.
Fig. 3  One terminal, four stages
One install.

What changes.

up to
50%faster task completion
60%fewer tokens per task
10hsaved per engineer, per week

Less time rediscovering things

Agents use what your team already figured out instead of investigating it again.

Fewer mistakes reach production

Known constraints and past corrections shape the code while it’s being written, not after review catches it.

Engineers stay in sync

What one person learns in a session helps the rest of the team, without anyone writing it up.

Better answers from the same agents

Same Claude Code, same models. What your best engineers already know, in everyone’s session.

We’re working closely with a small number of engineering teams.

There’s a working product today. We’re still learning where it creates the most value, and we’d rather find that out with you than guess. Design partners work with us directly: we start with one of your teams and measure the difference together, in repeated investigations avoided, mistakes caught before review, and time to a finished change.

Fits teams of 10 to 200 engineers already using coding agents every week.

Become a design partner

Do you do anything with your old agent sessions?

Most teams don’t. Pick one team, connect their past sessions, and we’ll show you what they already know that nobody wrote down. Nothing reaches an agent until you’ve seen what it found.

Your team’s knowledge stays your team’s.

Sessions, findings and learned context live in a private instance for your team. Nothing is shared across companies.