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Use Kimi K3 in Tabbit

Use in Tabbit

Use in Tabbit Kimi K3

Kimi K3 · Model overview

Check the evidence before choosing a workflow

A compact view of reviewed task guides, public evaluations, and evidence boundaries. Client access still depends on your current account.

Official source
Task guides12
Review sources17
Sources reviewed19
Editor picks8

Model access and permissions must be checked in the current Tabbit account.

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Pricing · English

Kimi K3 Pricing: API Costs, Subscriptions, and Budget Math

Kimi K3 pricing explained with official API rates, cache-write rules, current membership tiers, worked costs, and a practical choice framework.

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Find a guide by task

Extract structured data, build a visual prototype, or start a coding task.

All prompts and workflows
API configuration · WritingSource reviewed

Write Kimi API requests as testable tasks

Turn the official prompting guidance into a checklist for role, context, constraints, format, and acceptance. The source does not provide one complete reusable prompt.

Prepare
Task goal, Role and context, Constraints and format, Acceptance criteria
Runtime
Kimi API; version inputs and retain raw outputs.
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Agent workflow · API configurationSource reviewed

Break a Kimi K3 agent loop into controlled steps

Use the Kimi API guide to connect task decomposition, tool schemas, loop control, permissions, and final checks; tools are not configured automatically in Tabbit.

Prepare
Task decomposition, Tool schemas, Permission scope, Stop/final-check rules
Runtime
Kimi API with `kimi-k3`; implement the tool runner and permission boundaries.
View steps
Coding · Agent workflowSource reviewed

Turn requirements into reviewable code changes in nine steps

Kimi AI’s workflow separates planning, implementation, and verification for repository changes; it does not mean the model has run your tests.

Prepare
Requirement spec, Repository context, Technical constraints, Tests and acceptance criteria
Runtime
Kimi Code or a coding agent with repository access; isolate the branch and inspect diffs.
View steps
Agent workflow · API configurationSource reviewed

Use Kimi K3 with OpenCode and Firecrawl for sourced web research

Connect Kimi K3, OpenCode, and Firecrawl MCP into a cited web-research workflow with explicit domains, permissions, and stop rules.

Prepare
Research question, Allowed domains, MCP configuration, Stop and citation rules
Runtime
OpenCode + Firecrawl MCP/CLI + a Kimi K3 route; recheck terminal compatibility, especially on Windows.
View steps

Read evidence and limits

Public results use different versions, tiers, and harnesses; unknown values stay unknown.

All reviews and sources
Google / SemgrepIndependent measurement

Kimi K3 code security evaluation: strong benchmarks do not guarantee precision

Semgrep’s IDOR code-security benchmark, separating precision, recall, and F1.

Evidence
Independent measurement
Boundary
Limit: does not cover every vulnerability class.
Google / MindStudioIndependent measurement

Real-world coding: close on simple tasks, weaker on trap tasks

Coding-agent observation using identical GitHub issues, plan-build-validate stages, and a 70-point rubric.

Evidence
Independent measurement
Boundary
Does not generalize roughly 64/70 simple-task, just-over-60 complex-task, or about 36% trap-task failure results into a general coding success rate; OpenRouter pricing is only a source snapshot.
Google / NxCodeEditorial analysis

Coding-agent evidence is serious, but not “best overall”

NxCode’s synthesis of public coding-agent benchmarks, configurations, and comparability limits.

Evidence
Editorial analysis
Boundary
Boundary: supports coding evaluation, not independent reproduction on one harness.

Moonshot AI

Use Kimi K3 in Tabbit

Explore sourced Kimi K3 benchmarks, real-world coding tasks, and long-horizon knowledge-work evaluations from independent reviewers.