Kwaipilot: KAT-Coder-Pro V2.5
KAT-Coder-Pro V2.5 is a flagship-level Agentic Coding model that can directly hand over an entire issue or an entire business workflow to it, allowing it to autonomously locate and make...
Anyone in the Project can @-mention Kwaipilot: KAT-Coder-Pro V2.5 with the team's shared context - pooled credits, one chat, one memory.
Starter is free forever - 1 Project, 100 credits/month, 1 MCP. No card.
Verdict
Best for
- Large codebase analysis under budget
- Multi-file refactoring with cost constraints
- Processing lengthy API documentation
- Code review across dozens of files
- Embedding generation for code search
Strengths
The 256K context window handles entire repositories in a single pass, eliminating the chunking overhead that plagues smaller models. Input pricing at $0.74/Mtok undercuts most code-focused alternatives by 40-60%, making it viable for high-volume CI/CD integrations or developer tooling that calls the API hundreds of times daily. The Kwaipilot branding suggests tuning for code generation and understanding, though specifics remain vendor-disclosed.
Trade-offs
Zero public benchmarks means you're flying blind on accuracy, reasoning depth, and how it stacks up against Codestral, DeepSeek-Coder, or GPT-4. The proprietary license limits transparency into training data and fine-tuning methods. Output pricing at $2.96/Mtok climbs quickly for verbose responses, so this works best when you need concise answers or are primarily reading code rather than generating it. Expect to run your own evals before trusting it in production.
Specifications
- Provider
- kwaipilot
- Category
- llm
- Context length
- 262,144 tokens
- Max output
- 235,929 tokens
- Modalities
- text
- License
- proprietary
- Released
- 2026-07-10
Pricing
- Input
- $0.74/Mtok
- Output
- $2.96/Mtok
- Model ID
kwaipilot/kat-coder-pro-v2.5
Per-token prices show what the model costs upstream. On Switchy your team draws from one shared org credit pool - one plan, one balance for everyone.
Team cost calculator
5 seats · 80 msgs/day
Switchy meters this against your org's shared credit pool - one plan, one balance for everyone.
Providers
Performance
Benchmarks
Works well with
Top MCPs
Compatibility data comes from first-party telemetry; once we have enough co-usage signal, top MCPs for this model will appear here.
How Switchy teams use it
Starter prompts
Codebase Dependency Map
Review these 15 Python files and map all internal dependencies. Identify circular imports and suggest which modules should be split or merged to reduce coupling.Open in a Project →
Multi-File Refactor Plan
I'm renaming the `UserSession` class to `AuthContext` across this repository. Generate a step-by-step refactor plan covering all 8 affected files, preserving backward compatibility.Open in a Project →
API Documentation Digest
Summarize this 50-page REST API documentation into a quick-start guide for a developer integrating the payments endpoint. Include auth flow, required headers, and error handling.Open in a Project →
Code Review Across PRs
Here are diffs from 4 open PRs touching the checkout flow. Flag any conflicts, race conditions, or inconsistent error handling patterns I should address before merging.Open in a Project →
Legacy Code Explanation
Walk through how this 3,000-line legacy Java class handles transaction rollback. Explain the control flow and identify any hidden side effects or global state mutations.Open in a Project →
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