Coding Experience (Moonshot)

Only in system cards

Coding agents work in real development workflows. The score reflects the practical experience of working with the agent, such as communication and stability.

In-house Moonshot AI evaluation. The tasks and the grading method are not public.

Made by: Moonshot AI
Released: July 2026
Kind: Fixing real repositories
Level: Expert
Scored: Graded by a model
Answers: Agent task
Tasks: Kept private

Strongest model tested: Kimi K3 #24 on the capability index
Last in a system card: July 2026
Last model added: July 2026

Model scored in lab cards

System card reports it, from 1 lab

Kimi K3 leads with 59.9%

Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.

Bars Table

59.9 Kimi K3

1 Kimi K3 59.9%

Source: Labs’ model cards

#	Model	Score	Setting	Date	Source
1	Kimi K3	59.9%		Jul 2026	Lab model card

Scores over time

All the scores we have, one dot each, so a model tested at several settings appears more than once.

Reported by the lab in its model card

Source: Labs’ model cards

Labs report it only in system cards

We read the headline results of 522 launch posts from 52 labs, and none of them list this benchmark. Some system cards do, below.

One system card reports it

Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.

Date	Document	Score	As the document writes it	Section
Jul 27, 2026	Kimi K3 technical report	59.9	Coding Experience with Claude Code harness. 56.6 with Kimi Code harness (Table 3)	Capabilities

Kimi K3 leads with 59.9%

Scores over time

Labs report it only in system cards

One system card reports it

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