Per person
Prompt behind every commit
Octarin is an open-source provenance layer for git.
It ties every agent session to the commit it produced.
Annotate your agentic work
Octarin keeps track of the sessions, prompts, agents, and cost behind each commit and pull request.
Make Stripe checkout idempotent
4f2a91c · payments-core · maya.kovac
- Sessions
- 3
- Cost
- $6.40
- Cycle
- 1d 5h
What led to this commit
2 people · 3 agents
- $2.10
harden idempotency keys
@maya.kovachook - $3.36
add the retry ledger table
@maya.kovachook - $0.94
backfill stripe webhooks
@tomas.reidlinferred 82% - +2h 14m
commit 4f2a91c
6 files · +63 / −8
- +18m
PR #1284
opened by maya.kovac
- +1d 3h
merged
1 approval · 2 review turns
See the whole team at a glance
Every engineer’s sessions on one live timeline, colored by judged outcome — not self-reported, not inferred from PR counts. Hover any block; click to inspect.
From install to answers
No dashboards to wire up and no SDK to embed in your code. Hook your agents once and the context builds itself.
01
Paste one prompt
One install command hooks Claude Code, Cursor, Codex, Antigravity, GitHub Copilot, Hermes, and OpenClaw. No per-editor setup, no source code leaving your machine.
terminal
$ npx octarin-cli@latest init
hooked 7 agents
streaming traces to your workspace
02
Sessions land on commits
Every agent run shows up as a trace within seconds — and when it produces a commit, Octarin links the two: sha, files, lines, and the sessions that got there.
make checkout idempotent2×$0.42
retry throttled webhooks1×$0.18
prune dead adapters3×$0.61
03
Ask from anywhere
Add the octarin MCP server and any agent can ask who’s hit this bug, who knows this file, what it cost. Answers cite real teammate sessions.
›who’s hit this stripe flake?
✦@sofia — expired key + throttled network · #0941
Capture everywhere, recall anywhere
Hooks for the agents your team already runs. One MCP endpoint for everything that wants the context back.
Capture — sessions in
Native hooks. No SDK, no proxy, no editor lag.
Claude CodeCursorCodexAntigravityGitHub CopilotHermesOpenClaw
Recall — context out
One endpoint for everything that wants the context back.
octarin MCP✦Ask Octarin
Connect — git first
The systems around the work, joined to the sessions behind it.
GitHubLinearSlack
Your agent asks who’s been in this file
Add Octarin’s MCP server to Claude Code or Cursor. Mid-task, the agent searches your team’s past sessions — who touched this, what they hit, how it ended — instead of rediscovering it.
octarin MCP
claude code
›who’s touched checkout.ts?
✦
3 sessions · 2 people
- @maya.kovac4f2a91cidempotency keys
- @sofia.ruiz9c1e77bwebhook retry ledger
every claim linked to a real session
Your agents remember, so your whole team does
Octarin turns every session into durable memory — the decisions, conventions and gotchas worth keeping — then hands it back to any agent through one private MCP link. Written once, shared by default, recalled by meaning.
Octarin writes them for you
As each session is scored, Octarin distills the durable calls — “use the transaction pooler,” “de-fold cached tokens at ingest” — into structured memory. Add your own, and forget what’s no longer true.
Shared by default
One engineer’s hard-won lesson reaches the whole team and every future session. Org-wide by default, narrowable to a group, or kept personal. The org learns once, not once per person.
Recalled anywhere
It lives in your org’s cloud, not a file on one laptop, and rides the capture you already installed. One private MCP link, every editor, every machine.
One graph of your whole AI-coding org
Live sessions, dead ends, and root causes become shared context your whole team can see and ask. Work that reaches git carries its sessions with it.
ONT
›@priya live now — deep in checkout.ts — 40 min on the double-charge bug
Every dollar, and the commit it bought
Every trace carries its price. Roll it up per person, per repo, and per model — then follow it through to the commits and pull requests that came out.
Attributed spend
$1,284.60
August · 214 sessions
Per person
- maya.kovac$412.80
- tomas.reidl$265.10
Per repo
- payments-core$531.40
- infra-edge$208.90
Per model
- opus-4.8$702.30
- sonnet-5$318.60
Per repo
Where it went
Per model
What ran it
The whole org, one source of truth
Every session searchable, every claim linked to a trace. Octarin keeps the context attached and the numbers honest.
A profile for every member
Tokens, cost, preferred model, favorite repos and recent sessions, attributed to the person who ran them.
12 members · 214 sessions
A live trace feed
Watch agent runs land in real time — the closest thing to looking over the whole team’s shoulder at once.
streaming now
Commits & pull requests
Every commit and pull request linked back to the sessions that produced it — the sha, the files, the people, the prompts, the cost.
4f2a91c · 3 sessions · $6.40
Ask in plain language
“Who’s worked on checkout.ts, and what did they hit?” Octarin answers with the person, the session, and the finding.
ask who is working on payments-core?
Pricing that scales with your agents
A small, predictable fee on the AI spend Octarin tracks — metered on the tokens your team actually runs. Start free, upgrade when you grow. No functionality is ever locked.
Free
$0/mo
Try Octarin on a personal project.
- Up to 10M tokens / month
- Full dashboard, graph & memory
- 1 workspace
- Community support
Solo
$9.99/mo
For a developer who lives in their agent.
- Up to 35M tokens / month
- Everything in Free
- Unlimited history & search
- Email support
Team
Most popular$299/mo
For teams running agents at scale.
- 100M tokens / month included
- then $6 per additional 1M tokens
- Unlimited members & workspaces
- Groups, Pulse & shared Memory
- Priority support
Enterprise
Custom
Unlimited scale, custom terms & control.
- Unlimited tokens
- Custom pricing & invoicing
- SSO / SAML & SOC 2 report
- Dedicated support & SLAs
Token usage = input + output tokens (cache reads excluded), summed per calendar month. Plans apply to your whole organization. Prices in USD.
Security isn’t a feature. It’s the foundation.
Octarin is built to enterprise standards and SOC 2 Type I and Type II certified — independently audited and encrypted end to end.
AICPA · SOC 2
Type I & II certified
An independent auditor verified our controls are designed correctly, then tested them in operation over a months-long audit window — proof they hold in practice, not just on paper.
Encrypted everywhere
TLS in transit, AES-256 at rest, secrets in a dedicated vault. Nothing travels or sits in the clear.
Read-only by design
Agents consume context through a read-only interface — they can recall what your team knows, never change it.
Never used for training
Your data belongs to you. It is never used to train models — ours or anyone else’s.
Access through SSO
Sign-in through your Google Workspace identity, with scoped keys you can revoke at any time.
Running a vendor security review? Request the full SOC 2 reports — shared under NDA.
Built on our own research
Octarin is built by NACE AI, a research lab training specialized models that run organizations. The work behind the product — meta-learning, memory, and knowledge graphs — is published here.
Nace Meta Agent
NEMA, our meta-agent, built a specialized AI that matched leading generalist models on the CPA exam.
Enterprise Policy Injection with Metamodels
Injecting an organization’s own policy directly into models with metamodels.
Meta-Learning through Hypernetworks
Hypernetworks that generate task-specific parameters for efficient LLM fine-tuning.
Point your coding agent at this
No account, no browser. The agent provisions its own workspace and starts streaming on this machine — claim it to your account anytime.
Run on the agent’s machine
npx octarin-cli@latest init --agentThen attach it to your account: octarin claim
Know what every AI dollar bought
Hook your agents in minutes — by end of day, every session is captured, judged, and attributed to the commit it produced.