Skip to main content
Kimi CodeProduct page

Kimi Code Signals

What engineering leaders and their teams report about Kimi Code, with every finding tied to its evidence.

Read the findings

What the evidence says

Whose sources count

Practitioner sentiment, all practitioners

−36 Negative from 42 sources that take a side

How this figure is made

Negative overall signal, net 36 points negative

From 39 authors in 40 discussions. Use a task pilot to measure accepted work and review time.

Analyzed
48 total sources
Top praise
Skills, MCP & Plugins (6 of 6 sources) See praise evidence
Top concern
CLI Bugs (13 of 15 sources) See concern evidence

May 2026 to Oct 2026.

42 sources from practitioners, by month and sentiment.

Across 42 sources, 9 are positive, 9 mixed, and 24 negative. Usage limits are raised in 8 sources and discussed in 6 more, and practitioners split on whether a plan is good value, while the praise centers on skills, plugins and MCP support.

Positive, mixed and negative sources

The score counts them as 8 positive, 9 mixed and 22 negative votes, one per author. See How the numbers work.

See the evidence

Below: 1 praise theme, 2 concerns and 1 disagreement.

Findings

Counted for All practitioners, from 42 sources. Change group

What practitioners praise

Every capability practitioners describe positively, ranked by how many sources say so. Open one to read who said it.

  1. Skills, MCP & PluginsAll 6 sources on it praise itExtending Kimi Code with skills, MCP servers, plugins, and third-party tools on its API key.

    Counted for All practitioners.

    1. Mixed

      T0ha, owner of Camelot

      Integrate Kimi Code CLI as a third agentGitHub issue

      Kimi Code has no setup-token equivalent: its device-code OAuth tokens stay inside the CLI's home directory and cannot be moved into Camelot's credential store, while an env-only model config works.

      Published Oct 28, 2026self-described: Camelot, an agent orchestrator, verified against a local kimi-code 2.3.0

    2. Positive

      Sidney Gathrid, owner of agent-smith

      Add Kimi Code CLI providerGitHub pull request

      Adds Kimi Code CLI as a first-class worker provider beside Antigravity, Codex, OpenCode and Claude, with headless stream JSON and session resume.

      Published Oct 24, 2026self-described: agent-smith, a multi-provider coding worker system

    3. Mixed

      Paulo R. Kraemer, owner of Luvus

      fix(integration): run the Kimi Code hook on WindowsGitHub pull request

      Luvus's Kimi Code hook never ran on Windows until it switched to a PowerShell command, so Kimi Code now reports its session there too.

      Published Oct 16, 2026self-described: Luvus, which tracks coding-agent sessions

    4. Mixed

      Fynn Fluegge, owner of agtx

      feat: add kimi CodeGitHub pull request

      agtx adds Kimi Code as its tenth supported agent with skills and MCP config, working around a CLI that rejects an opening prompt as an unknown command and a trust dialog whose default option exits.

      Published Aug 30, 2026self-described: agtx, a multi-agent task runner

    5. Positive

      Doug Finke, owner of PSAISuite

      Add Kimi Code providerGitHub pull request

      Adds Kimi Code to PSAISuite as an OpenAI-compatible provider that lists the subscription's models and keeps Kimi's reasoning context through tool calls.

      Published Jul 18, 2026self-described: PSAISuite, a PowerShell module that calls many AI providers

    6. Mixed

      Mohid Makhdoomi, collaborator on Codev

      Support Kimi Code CLI as a builderGitHub issue

      A spike found Kimi Code feasible with caveats as a Codev builder agent and validated it end to end, with Kimi as architect left out of scope.

      Published Jul 18, 2026self-described: Codev, an agentic development workflow with builder agents

    GILD's fact checks, which don't count as sources

    Checked Oct 28, 2026.Kimi Code CLI integrates with Zed and JetBrains IDEs over the Agent Client Protocol through the kimi acp subcommand. Using Kimi Code CLI in IDEs

    Open them in the record

What concerns them

Every concern practitioners raise, most raised first.

  1. CLI Bugs13 of 15 sources on it raise it as a concernRegressions and bugs in Kimi Code CLI releases.

    Counted for All practitioners.

    Raised as a concern, 13

    1. Negative

      M3-c, MWN Software

      VS Code window freezes and offers Reopen when loading a large session from the history listGitHub issue

      Opening a large past session from the extension's list made the whole VS Code window stop responding and VS Code offered Reopen; after reopening, the session still could not be loaded.

      Published Oct 29, 2026self-described: Kimi Code VS Code extension 0.8.4 on Linux

    2. Negative

      krasotun, frontend developer at InfoWatch

      VS Code extension: copying chat messages to clipboard does nothingGitHub issue

      In the VS Code extension 0.8.3, assistant messages could not be copied by button or Cmd+C, and both failed with no error shown.

      Published Oct 28, 2026self-described: Kimi Code VS Code extension 0.8.3 on macOS

    3. Negative

      liutengxi, GitHub user

      bug: reasoning remains English despite Chinese prompt and explicit Chinese-thinking requestGitHub issue

      With Kimi K3.1 Pro Highspeed on Kimi Code CLI 2.3.3, the final answer followed the language of a Chinese prompt but the reasoning stayed English, despite an explicit request for Chinese reasoning.

      Published Oct 27, 2026self-described: Kimi Code CLI 2.3.3 and Desktop 1.1.2 with Kimi K3.1 Pro Highspeed

    4. Negative

      wong2kim, owner of wmux

      Agent-written OSC 133 marks are read as the shell'sGitHub issue

      Kimi Code CLI 2.3.2 writes its own OSC 133 prompt marks and never closes them, and pushes keyboard flags at startup, which breaks wmux's shell integration.

      Published Oct 26, 2026self-described: wmux, a terminal multiplexer with shell integration

    5. Negative

      SHNN16, GitHub user

      EnterPlanMode over ACP leaves plan-mode state residue on failure and permanently wedges the sessionGitHub issue

      A failed EnterPlanMode call over ACP left every later tool call failing with an internal error; two production sessions of about 600K context were permanently wedged. Reproduced with K3.1 Pro and its 256K variant.

      Published Oct 26, 2026self-described: Kimi Code 2.3.1 and 2.3.3 driven over ACP, with Kimi K3.1 Pro

    6. Negative

      scott-huberty, OSS developer and statistician at UCLA

      Kimi crashes on startup on Node 23.0 to 23.7 despite the published engines rangeGitHub issue

      Installed from npm on Node 23.6.0, inside the published engines range, kimi crashed on startup with a missing zlib export.

      Published Sep 30, 2026self-described: Kimi Code installed from npm on Node 23.6.0, macOS

    7. Negative

      Dinoraptor101, 3rd Path LLC

      Subagent default model not covered by subscription kills all spawns with 401GitHub issue

      The subagent model that /login set up was not included in the author's tier, so every subagent spawn failed with a 401 and resuming the session could not repair it.

      Published Sep 13, 2026self-described: The managed Kimi Code provider with OAuth sign-in

    8. Negative

      mike-lmctl, founder of lmctl

      Restored session permanently loses tool/subagent access when its persisted runtime binding is staleGitHub issue

      Sessions first driven over ACP and resumed elsewhere failed on every tool call and subagent spawn; restarting turns did not help, and only a new session escaped.

      Published Sep 5, 2026self-described: Kimi Code sessions driven over kimi acp, then resumed in the terminal or headless

    9. Negative

      keawewong, Digital Strategic Marketing Team

      VS Code 0.7.5: approval request never rendered, turn hangs silently until manual abortGitHub issue

      An approval request never appeared and the turn hung for 12.2 minutes until manual abort; earlier turns that day ran 41.7 and 14.4 minutes before manual aborts.

      Published Sep 5, 2026self-described: Kimi Code VS Code extension 0.7.5 with kimi-for-coding

    10. Negative

      brunoazoulay, Fusengine

      Tool calls silently degraded: truncated tool names, dropped arguments, and no-op Bash substitutionsGitHub issue

      Tool names arrived truncated and arguments dropped, so the engine answered Tool not found, the model retried, and turns looped until the step budget ran out.

      Published Aug 24, 2026self-described: Kimi Code 0.38.0 with K3 on the managed provider and about 12 MCP servers

    11. Negative

      BougieZoe, Kimi Code CLI user on pay-as-you-go

      [Bug] Multi-step agent tasks stall for hours with zero user-visible feedback (ttft up to 243s, vanished requests, silent 429 retry loops)GitHub issue

      Ordinary multi-step tasks of 10 or more model round trips froze for tens of minutes to hours, with time to first token up to 243 seconds and 429 retries the user never saw.

      Published Aug 3, 2026self-described: Multi-step agent tasks on kimi-k3 with high thinking effort

    12. Negative

      KronisLV, software engineer

      Kimi Code's local web UI: a dead subagent stop button and input lag past 600 turnsHacker News comment

      In the local web UI, the subagent stop button did nothing, and long conversations slowed until keyboard input lagged by seconds, past about 600 turns.

      Published Jul 20, 2026self-described: Kimi Code's local web UI with K3

    13. Negative

      Sasank Chilamkurthy, Kimi Code CLI user

      No thinking indictor makes it feel like it has hungGitHub issue

      Version 0.21.0 dropped the thinking indicator, so the CLI looked hung while the model was working, and the user downgraded to get it back.

      Published Jul 1, 2026self-described: Daily use of the Kimi Code CLI

    Discussed without concern, 2

    1. Mixed

      T0ha, owner of Camelot

      Integrate Kimi Code CLI as a third agentGitHub issue

      Kimi Code has no setup-token equivalent: its device-code OAuth tokens stay inside the CLI's home directory and cannot be moved into Camelot's credential store, while an env-only model config works.

      Published Oct 28, 2026self-described: Camelot, an agent orchestrator, verified against a local kimi-code 2.3.0

    2. Mixed

      Paulo R. Kraemer, owner of Luvus

      fix(integration): run the Kimi Code hook on WindowsGitHub pull request

      Luvus's Kimi Code hook never ran on Windows until it switched to a PowerShell command, so Kimi Code now reports its session there too.

      Published Oct 16, 2026self-described: Luvus, which tracks coding-agent sessions

    Open them in the record
  2. Quota and Usage Limits8 of 14 sources on it raise it as a concernHow fast long sessions on K3 use up the 5-hour window and the monthly total, against other plans.

    Counted for All practitioners.

    Raised as a concern, 8

    1. Negative

      ivanshnarski-netizen, GitHub user

      Ultra plan usage stays at 0% despite active K3.1 Pro usageGitHub issue

      On Kimi Code CLI 2.3.3 with K3.1 Pro on the Ultra plan, /usage showed 0% of the 5-hour and monthly limits after hours of work that local logs count as 1,367 model calls.

      Published Oct 27, 2026self-described: Kimi Code CLI 2.3.3 on the Ultra plan with Kimi K3.1 Pro

    2. Negative

      Dinoraptor101, 3rd Path LLC

      Subagent default model not covered by subscription kills all spawns with 401GitHub issue

      The subagent model that /login set up was not included in the author's tier, so every subagent spawn failed with a 401 and resuming the session could not repair it.

      Published Sep 13, 2026self-described: The managed Kimi Code provider with OAuth sign-in

    3. Negative

      Footprint0521, Hacker News commenter

      Comment on: GPT 5.6 CyberHacker News comment

      Finds Kimi Code's rate limits very low for the price against OpenAI's larger limits.

      Published Aug 11, 2026self-described: Comparing plan limits

    4. Negative

      SwellJoe, works on Virtualmin

      Kimi Code with K3 burned the 5-hour limit and $100 of extra usage on a security-auditing benchmark that was 11% doneHacker News comment

      After a coding task, the author ran Kimi Code with K3 on a security-auditing benchmark: it burned through the 5-hour limit and $100 in extra usage and was only 11% finished.

      Published Jul 24, 2026self-described: Kimi Code with K3 on a Kimi Code plan with extra usage

    5. Negative

      ffsm8, Hacker News commenter

      Comment on: Kimi K3 Is Competitive with Fable; Kimi K3 and Fable Is SoTAHacker News comment

      Used more than half of the weekly Kimi allowance in a day and a half and renewed the Anthropic subscription as well.

      Published Jul 22, 2026self-described: A 40 euro Kimi plan beside an Anthropic plan

    6. Negative

      thevinter, Hacker News commenter

      Comment on: Moonshot AI suspends new subscriptions due to Kimi K3 demandHacker News comment

      K3 in Kimi Code thought for about 12 minutes on a repository report and then said the daily quota was exhausted.

      Published Jul 19, 2026self-described: A first $20 Kimi plan used for a repository report

    7. Negative

      Altern4tiveAcc, Hacker News commenter

      Comment on: Moonshot AI suspends new subscriptions due to Kimi K3 demandHacker News comment

      One simple prompt through OpenCode on the plan's API key used the whole 5-hour quota, where Cursor finished the same prompt in minutes.

      Published Jul 19, 2026self-described: The US$20 Kimi plan's API key used from OpenCode

    8. Negative

      SwellJoe, Hacker News commenter

      Comment on: The Kimi K3 MomentHacker News comment

      Kimi K3 worked far longer on a task the commenter runs with every model and used almost all of a 5-hour window on the $19 plan (Kimi's plan page shows $ without naming a currency), where a US$20 OpenAI plan finished in minutes.

      Published Jul 18, 2026self-described: A personal agent benchmark run across models

    Discussed without concern, 6

    1. Positive

      Om Londhe, Tech Lead Manager at Mercor

      Kimi Code CLI 2.3.2 stopped spawning subagents on its own.X post

      Kimi Code CLI 2.3.2 stopped spawning subagents on its own, swarms start only with /swarm, and 2.3.3 warns on high usage, which the author calls a good default.

      Published Oct 26, 2026self-described: Kimi Code CLI for day-to-day tasks

    2. Mixed

      twilwa, owner of red-durable

      Add Kimi Code membership provider with K3.1 ProGitHub pull request

      Adds Kimi Code subscription-key onboarding with K3.1 Pro and documents Kimi's restriction on non-interactive use, leaving existing background jobs in place.

      Published Oct 24, 2026self-described: red-durable, an agent host on a trusted machine

    3. Mixed

      ricsipbr, r/kimi member

      I just measured Kimi Quota for Coding on AllegrettoReddit post

      Measured one 5-hour window on the legacy Allegretto plan as about 4.5% of the monthly quota and about $7.20 of usage at API prices.

      Published Sep 26, 2026self-described: The legacy $39 Allegretto plan on K3-256k through OpenCode

    4. Mixed

      Ian Allaway, owner of quota-widget

      Add Kimi Code usage to Moonshot providerGitHub pull request

      Adds a Kimi Code sign-in that reads the weekly and per-window quotas from the Kimi Code usage endpoint, documented as a reverse-engineered source.

      Published Aug 19, 2026self-described: quota-widget, a desktop widget for AI plan quotas

    5. Mixed

      easytiger, Hacker News commenter

      Comment on: Kimi K3: Open Frontier IntelligenceHacker News comment

      Found a gift quota drawn down by Kimi Code CLI use and calls the quota screens odd and vague.

      Published Jul 17, 2026self-described: Gift quota on a Kimi account

    6. Mixed

      Evan-Kim2028, owner of agent-harness-optimizations

      Doc: adding Kimi Code CLI (Kimi K2.6) to Droid CLI via BYOKGitHub issue

      Uses a Kimi Code subscription with K2.6 in the Droid CLI through BYOK so no paid Droid plan is needed, and notes the Kimi Code endpoint accepts only recognized coding-agent User-Agents.

      Published May 19, 2026self-described: Running a Kimi Code subscription in the Droid CLI

    GILD's fact checks, which don't count as sources

    Checked Oct 28, 2026.New subscribers have a rolling 5-hour window and a monthly total quota with no weekly limit, every device and API key shares one quota, and Extra Usage, charged by actual usage, can continue past the quota. Membership benefits

    Open them in the record

Where the evidence agrees

Statements this group's sources agree on, then the ones close to agreement.

For all practitioners, no statement reaches 5 sources from 3 authors.

Where it disagrees

Questions the sources split on, with the count on each side.

  • Evidence remains split

    Is a Kimi Code plan good value against Claude or ChatGPT plans?

    • Good value, 2 sources

      Some find the allowance generous for the price, especially with high cache rates or as a second plan for review.

    • Quota too tight, 5 sources

      Others use up a 5-hour window or a week's share in one long session and return to Claude or ChatGPT plans.

The evidence

Whose experience this is

The three groups, then every practitioner by the context they work in, and how emphasis changes with scale.

Three groups drawn from the same sources. Choose a group to select whose experience counts. Within that group, each author counts once in the practitioner sentiment, with their latest view. Signals open on All practitioners. Leaders and teams have 1 accounts; GILD prints their sentiment from 20.

  • Engineering leaders and teams

    1 sources. This group has one account, from a tech lead manager at Mercor.

  • Individual builders

    41 sources. These accounts focus on plan quotas, model quality, and how Kimi Code compares with Claude Code.

  • All practitioners

    42 sources. This count includes every practitioner: individual builders and the team accounts together.

42 sources from practitioners, by the context they work in. Filled rows count for this group.

  1. Individual practitionerSolo developers and independent builders41 sources, counted here

    Emphasizes Plan quotas, model quality, and gaps against Claude Code

  2. Very small team2 to 10 engineers, or a team of unstated sizeNo sources from this setting yet
  3. Professional team11 to 50 engineers, or a named company's teamNo sources from this setting yet
  4. Technical leadershipLeaders assessing tools across teams1 sources, counted here

    Emphasizes Subagent defaults and high-usage warnings in the CLI

  5. Organization-wideEnterprise or company-wide rolloutNo sources from this setting yet

What changes with scale. Individual builders try Kimi Code for its models and price and most often hit the quota on long K3 sessions. Developers who build tools around it praise its skills, MCP and plugin support and report CLI bugs in their integrations.

Where the sources come from

Where this group's sources were published.

Counted for All practitioners, from 42 sources. Change group

48 sources for this group, 6 of them documentation

  • Developer Communities42, 88% of 48 sources
  • Kimi Code Documentation6, 13% of 48 sources

Earlier evidence remains when it still applies. Records tied to legacy plans or fixed releases carry Needs a recheck.

See sources by origin

The record

Who each source is, how it knows, whether it still applies and what it counts toward.

About this read

What changed, and how we count

What changed

  • Oct 31, 2026: 15 records added: three first-hand accounts of K3.1 Pro inside Kimi Code, and twelve from practitioners whose role or employer a page states. A second model checked every record against its stored source and accepted 15 of 17. 42 remain.
  • Oct 30, 2026: a second model checked every record against its stored source. 21 of the 48 records failed and were removed: 12 that fail GILD's source standard or state no outcome a buyer acts on, 5 whose summaries claimed more than their source says, 3 from developers of competing agents, and 1 about Kimi models in another agent. 27 remain.
  • Oct 28, 2026: first edition, built from the Hacker News, GitHub, Reddit, and X accounts GILD's research missions stored on October 28, 2026.
  • Every account links to its public source and names its author and publication date.
  • A finding shows only when at least 5 sources from 3 different authors discuss it. A disagreement also requires at least 2 sources on each side.
  • Counts practitioners who describe their own use or evaluation of Kimi Code; developers of competing agents and press coverage are excluded.
  • Checks the plan, quota, model, and editor findings against Moonshot AI's Kimi Code pages on the review date.

Method

A running review of what engineering teams report about Kimi Code, from individual builders to engineering leaders. Each finding links to its sources, and each conflict shows both sides.

Counts cover only the sources GILD reviewed.

Who counts

Engineering leaders and teams
Very small team, Professional team, Technical leadership, Organization-wide
Individual builders
Individual practitioner
All practitioners
Everyone in the leaders and teams and individual builders groups

Choose a group to select whose experience counts. Within that group, each author counts once in the practitioner sentiment, with their latest view. GILD files each source in a group from how the account describes its author. A role or employer marked self-described is what the source states about themselves. Documentation checks facts for every group and never counts toward sentiment.

How the numbers work

  • Overall signal. Positive votes minus negative ones, per 100 votes from the sources that take a side. Each author counts once, with their latest view, whoever they are and wherever they posted. The older weighted reading, where accounts GILD matched to a named person count three times when GILD lists the author among engineering leaders and twice otherwise, is shown beside it as a second view. Where an author wrote more than one source, the line beside the split gives the votes, one per author, so the score follows from it. When one author's sources from the same day disagree, that author counts as mixed, and a half point rounds away from zero. Sources with no opinion are listed and not counted. Strong positive is +50 or higher, positive +20 to +49, mixed −19 to +19, negative −20 to −49, strong negative −50 or lower.
  • Weighted reading, second view. Counted the older way, where an account GILD matched to a named person counts two or three times, all practitioners read −37 negative (method sentiment/S1). GILD printed that number as "GILD score" until October 29, 2026; most of those matches rest on a name or a self-described role.
  • Unscored. A group gets a score only with 20 sources from 15 authors. Below that, one source moves the score about 5 points, so the read says "Unscored until 20 sources from 15 authors" and shows its counts.
  • Independence. A source whose author works for the vendor, for one of its partners or programs, or for a competitor, and a page the vendor published or ran, is listed with that tie and counts toward nothing. One author counts on at most two records per product. The line under the score says how many authors and how many separate discussions the counted sources come from: comments in one thread are one discussion.
  • Praise and concerns. How many of the sources that discuss a theme praise it or raise it.
  • Consensus. A statement joins when 20% of the group's sources support it and fewer contradict it. Contradicting sources are counted separately. Below that line a statement shows as building. At 40% or more it reads Strong agreement; below, Recurring point.
  • Disagreements. The count on each side. GILD names no winner and gives no share of all users.
  • Minimum evidence. A finding needs 5 sources from 3 authors; a disagreement also needs 2 on each side. Smaller counts stay in the table below, marked under the minimum.

Labels on a source

A source's date and whether it still applies are separate: a recent post can describe an old version, and an old one can still hold.

Documented
Stated in official documentation.
Reported
A practitioner's account of their own use.
Measured
Backed by the source's own measurements, such as a comparative test or tracked team metrics.
GILD analysis
GILD's check of a claim against official documentation.
Current
Describes the product as it is now.
Still applicable
Older, and the behavior or lesson still holds.
Needs a recheck
May depend on a plan, version or setting that changed since it was written. It keeps counting until GILD rechecks it, since the rest of the account usually holds, and its card says so.
Out of date
No longer accurate. Kept in the record; counts toward nothing current.

Flagged for a recheck, of the sources that take a side: leaders and teams 0 of 1, individual builders 1 of 41, all practitioners 1 of 42.

Limits

  • These figures describe reviewed sources; they do not represent all Kimi Code users. GitHub issues and pull requests supply 25 of the 42 practitioner sources, most from developers who build tools around Kimi Code, and tilt toward integration problems. Hacker News supplies 13, many from threads about the Kimi K3 launch, when Moonshot suspended new subscriptions, which tilts them toward quota complaints. Moonshot's own posts and non-English threads are kept out of the count.
  • Sources run from May to October 2026, across the Kimi K3 launch in July 2026, the move to K3.1 Pro, the renamed plans with no weekly quota for new subscribers, and Kimi Code CLI 2.3. Accounts of legacy-plan quotas or fixed CLI bugs carry Needs a recheck where they no longer apply.

Every count, and the sources behind it

13 findings for 3 groups

Each row opens its sources for the group you are reading.

FindingEngineering leaders and teamsIndividual buildersAll practitionersSources
Current readCurrent sentiment1 positive, 0 mixed, 0 negative8 positive, 9 mixed, 24 negative9 positive, 9 mixed, 24 negativeSources
PraiseModel Quality0 of 0 positive (under the minimum)4 of 4 positive (under the minimum)4 of 4 positive (under the minimum)Sources
PraiseModel and Thinking Choice0 of 0 positive (under the minimum)1 of 1 positive (under the minimum)1 of 1 positive (under the minimum)Sources
PraiseSkills, MCP & Plugins0 of 0 positive (under the minimum)6 of 6 positive6 of 6 positiveSources
PraisePrice and Cache Efficiency0 of 0 positive (under the minimum)3 of 4 positive (under the minimum)3 of 4 positive (under the minimum)Sources
PraiseHarness and CLI1 of 1 positive (under the minimum)0 of 1 positive (under the minimum)1 of 2 positive (under the minimum)Sources
ConcernQuota and Usage Limits0 of 1 raise it (under the minimum)8 of 13 raise it8 of 14 raise itSources
ConcernGaps Against Claude Code0 of 0 raise it (under the minimum)1 of 1 raise it (under the minimum)1 of 1 raise it (under the minimum)Sources
ConcernSpeed and Stalls0 of 0 raise it (under the minimum)4 of 4 raise it (under the minimum)4 of 4 raise it (under the minimum)Sources
ConcernCLI Bugs0 of 0 raise it (under the minimum)13 of 15 raise it13 of 15 raise itSources
ConcernPermission Safety0 of 0 raise it (under the minimum)3 of 3 raise it (under the minimum)3 of 3 raise it (under the minimum)Sources
DisagreementIs a Kimi Code plan good value against Claude or ChatGPT plans?Good value 0, Quota too tight 0 (under the minimum)Good value 2, Quota too tight 5Good value 2, Quota too tight 5Sources
Current readEvidence mix7 sources47 sources48 sourcesSources

Fact checks

GILD's checks of claims against official documentation, kept apart from the source counts.

  • Model and Thinking Choice. Kimi Code offers six model IDs across the K3.1 Pro, K3, and K2 series, including high-speed versions and a 256K-context K3; K3.1 Pro supports thinking mode only. Model configuration, checked Oct 28, 2026
  • Skills, MCP & Plugins. Kimi Code CLI integrates with Zed and JetBrains IDEs over the Agent Client Protocol through the kimi acp subcommand. Using Kimi Code CLI in IDEs, checked Oct 28, 2026
  • Quota and Usage Limits. New subscribers have a rolling 5-hour window and a monthly total quota with no weekly limit, every device and API key shares one quota, and Extra Usage, charged by actual usage, can continue past the quota. Membership benefits, checked Oct 28, 2026
  • Permission Safety. Read-only operations run without confirmation by default, while operations that modify files or run shell commands ask for confirmation first. Getting started, checked Oct 28, 2026