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KODA LAB / INTAKE SLIP SPECIMEN No. 0257
SPECIMEN

OpenHands

FILED AS

Open-source, self-hostable coding agent platform that asks for secrets mid-run

INTAKE DATE
2026-10-21
CLASS
Coding
METHOD
2 pages scraped, 3 search passes, 6 community sources
WEIGHTED SCOREHow we score
CapabilityWhat it can actually do x0.35 7.5 2.625

Autonomous repo work, scheduled automations, PR review and inline secret requests cover more of the development lifecycle than an editor-bound assistant does. THE RUNDOWN

Ease of useZero to productive x0.20 6.0 1.200

Getting started is a desktop download or a Cloud login plus a model key, and no time-to-first-result is published to set expectations. ZERO TO RUNNING

ValueWhat you get per dollar x0.25 7.0 1.750

A free self-hosted tier with automations and secrets included makes evaluation costless, and the paid plans charge a flat monthly fee per organization. THE DAMAGE

MomentumShipping pace and traction x0.20 8.0 1.600

GitHub shows 91,415 stars read 2026-10-21 and at least 28 releases in the last 90 days, with the last release v1.29.0 on 2026-10-20. github.com

Read by Koda: OpenHands/OpenHands on GitHub, read 2026-10-21: 91,415 stars; at least 28 releases in the last 90 days; last release v1.29.0 on 2026-10-20. github.com

KODA SCORE sum 7.175, rounded half up to one decimal 7.2/ 10

Koda Score = weighted blend: capability 35, ease 20, value 25, momentum 20.

CONDITIONAL 7 MIN READ
THE VERDICT72 words on this tool alone, 2 built for, 1 skip it if

Inline secret requests fix the most tedious part of handing a repo to an autonomous agent: guessing up front which credentials it will touch. Everything else is the familiar OpenHands bargain, a self-hostable, model-agnostic agent that can review PRs, patch incidents and run scheduled maintenance on whatever model you pick. Engineering groups comfortable running their own infrastructure should adopt the free tier now and keep a reviewer on every diff it opens.

BUILT FORBackend teams maintaining many repos/Self-hosting engineering orgs
SKIP IT IFTeams with no budget for model API spend
THE ARTEFACTopenhands.dev

OpenHands 1.28.1 lets its coding agent pause mid-task and ask you for an API key, so nobody has to front-load a vault of credentials before a debugging run.

Free self-hosted tier, paid from $499/moWeb, macOS, Local machine
OpenHands interface screenshot

Captured: openhands.dev on 2026-10-21.

IN SHORT4 lines if you read nothing else

In one breath.

4 LINES
01

Start on the free Agent Canvas tier, which the OpenHands pricing page lists as local and self-hosted with open-source community support.

02

Hand over credentials one at a time as the agent requests them; that inline prompt is the headline change in 1.28.1.

03

Budget for model costs separately, because every plan runs on your own LLM key.

04

Wire it to GitHub or Slack first, since the recommended automations on the homepage target PR review and channel monitoring.

THE RUNDOWN5 capabilities, as the vendor describes them

The working parts.

5 CAPABILITIES
Inline secret requests
During a conversation the agent can request a specific secret, such as an API key, at the moment it needs it.
Model and agent choice
Connect your own LLM or run third-party agents such as Claude and Codex inside the platform.
Scheduled automations
Recurring jobs like a weekday PR triage digest or a nightly security pass run on a cron-style schedule.
PR review on open
Newly opened pull requests get reviewed automatically, with findings posted as inline comments.
Parallel agents
Multiple agents can work at the same time, even on the free individual plan.
RUN THESE PLAYS2 plays, each one a situation a reader is already in

Where it earns its keep.

2 PLAYS
Failing-test triage
Point Agent Canvas at a repo with a broken integration test and hold back every credential, handing each one over only when the agent pauses to ask.WHOBackend developerPAYOFFYou learn exactly which keys the fix touched, and nothing extra sits in the agent's context.
Free or Teams decision rule
Stay on Agent Canvas while one person drives runs; move to Teams once several engineers need shared automations and per-user RBAC, and only if monthly runs fit under the Teams session cap.WHOEngineering leadPAYOFFA paid plan arrives when shared identity becomes the bottleneck, and not before.
THE DAMAGECaptured 2026-10-21. Prices are read off the vendor page, never estimated.

The price, as listed.

4 TIERS
Agent Canvas$0/moShared identity, local self-hosted, automations, bring your own LLM, MCP and secrets, open source community support
TeamsKODA PICK$499/moUp to 10 seats, 1 organization, self-hosted, RBAC, built-in integrations, best effort email; capped at 5,000 sessions per month; 30-day trial
Teams Plus$999/moEverything in Teams, up to 20 seats, SAML / SSO; capped at 5,000 sessions per month; 30-day trial
EnterpriseCustomUnlimited seats and users, uncapped usage, enterprise agreement, customer success manager
Verdict on the price
The free tier covers a real evaluation, and flat team pricing beats per-seat billing once the seats fill up, though model spend comes on top.
THE STREET2 of 6 community sources quoted. Paraphrased faithfully, each one linked. All 6 listed.

What users report.

2 QUOTED

Nobody has posted a verdict on 1.28.1 yet; older Reddit threads about the project lean positive.

Reddit r/LocalLLaMA

Came away really impressed: the agent seemed highly capable and the project looked well run and maintained.

Praise
Reddit r/GithubCopilot

While hunting for Copilot alternatives, OpenHands was one of the few that stood out, offering an experience similar to Copilot.

Mixed
github.comRead, not quoted
sourceforge.netRead, not quoted
Hacker NewsRead, not quoted
enterprisedna.coRead, not quoted
WHERE IT BREAKS4 limitations logged against 5 capabilities

What it will not do.

4 LIMITATIONS
01

Output quality rides on whichever model you connect, and the agent inherits that model's blind spots.

02

Good results take configuration, and OpenHands itself flags integration with legacy systems as complex.

03

Support below Enterprise is thin: community help on the free tier and best-effort email on Teams plans, with SLA response times reserved for Enterprise.

04

Public user feedback on the inline secrets feature in 1.28.1 has not surfaced yet.

STACK IT AGAINST2 alternatives, each with the one condition that makes it the better buy

The other options.

2 ALTERNATIVES
Cline
Open-source coding agent that lives in VS Code and JetBrains.PICK IT WHENYou want interactive, developer-in-the-loop help inside the editor over long unattended runs.
Devin
Proprietary autonomous software-engineering agent.PICK IT WHENA polished managed service matters more to you than self-hosting or open source.
ZERO TO RUNNING4 steps from signup to first result

How to begin.

4 STEPS
01

Download Agent Canvas for your machine, or sign in to OpenHands Cloud at app.all-hands.dev.

02

Pick a model and add your own LLM key.

03

Open a workspace on the repository you want worked on.

04

Type the task in the prompt and answer credential prompts as they appear.

STILL ASKING2 questions, answered in 59 words

Straight answers.

2 ANSWERS
Can I keep everything on my own infrastructure?
Every plan on the pricing page is self-hosted, and a hosted OpenHands Cloud option exists for those who prefer it. Enterprise adds deployment in controlled environments with isolated agent execution and action auditing.
Do the built-in integrations work on the free plan?
Built-in OAuth integrations come with the paid plans; the free Agent Canvas gets select MCP ones only. Expect more manual wiring when you test for free.
THE BOTTOM LINECONDITIONAL at 7.2 of 10

Where this lands.

SPECIMEN 0257 CLOSED

Grab the free Agent Canvas and aim it at your nastiest failing test; how few keys it actually requests will tell you whether a team plan is worth the call.

Field research: 2 pages scraped · 3 search passes · 6 community sources. Reviewed by the Koda desk on 2026-10-21.

One tool a day, filed and scored.

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