Custom AI Code Review Checks, on Open Source Models

Write your own code review checks in plain English, then run each one on the model you choose. Macroscope supports open source models like Qwen, Kimi, GLM, and MiniMax alongside frontier models like Claude and GPT, so you can tune every check for cost and quality.

Usage-based pricing. Pay only for what you use. No seat fees.

Open source in Check Run Agents: a Macroscope model picker listing kimi-k2-7-code, glm-5-2, minimax-m3, and qwen-3-7-plus

See Check Run Agents in action

Choose Your Model

Check Run Agents now support open source models. Each has its own tradeoffs around cost, latency, context window, and performance.

kimi-k2-7-code

Tuned for code. A strong, low-cost default for routine review checks that run on every PR.

glm-5-2

Balanced reasoning and speed. A capable option when you want depth without frontier pricing.

minimax-m3

Long context and fast throughput. Good for large diffs and repo-wide checks.

qwen-3-7-plus

Broad coding and reasoning coverage. A dependable pick for general-purpose custom checks.

Frontier models, alongside

claude-opus-4-6
claude-sonnet-4-6
gpt-5-4
gpt-5-5

Pick the cheapest model that does the job

Open source is now competitive

Top OSS models match frontier models on many coding and reasoning tasks. Route the checks that do not need a frontier model to a cheaper one, and keep the rest on Claude or GPT.

Inference cost matters at scale

Teams run suites of custom agents on every PR. At that volume, model choice drives the bill. Pick the cheapest model that does the job for each check.

Usage-based pricing

Pay only for what you use. No per-seat fees, no surprises. Start with $100 in free usage.

A model per agent

Set the model in each agent's markdown frontmatter. Tune cost, latency, and performance check by check, not account-wide.

Real GitHub check runs

Every agent runs as a native check run on your pull requests. Define it in plain English markdown and commit it to your repo.

Frontier when you need it

Open source models sit alongside Claude and GPT. Keep frontier models on security audits and the checks that demand them.

Run the right model on every PR

Define checks in plain English markdown. Set the model per agent. Macroscope runs them as real GitHub check runs.

GitHubGet started with $100 in free usage

Usage-based pricing. Pay only for what you use. No seat fees.

Set the model in your check

Change one line to run a check on an open source model. See the models and pricing docs for the full list.

.macroscope/check-run-agents/style-review.md
---
title: Style Review
model: kimi-k2-7-code
tools:
- browse_code
- git_tools
conclusion: neutral
---

Enforce our style guide on changed files:
- Naming conventions and file layout
- No dead code or stray console logs
- Comments explain why, not what

Frequently Asked Questions

Check Run Agents support kimi-k2-7-code, glm-5-2, minimax-m3, and qwen-3-7-plus, alongside frontier models from Claude and GPT. You pick the model per agent. See the docs for the full list and pricing.

Ready to Get Started?

Join teams building with Macroscope to catch more bugs and merge PRs faster than ever. Simple usage-based pricing. No seat fees, no surprises.