KAT-Coder-Pro V2 API256K context

Pricing & specs mirror our live pricing as of July 2026 (pay-as-you-go).

What is KAT-Coder-Pro V2?

KAT-Coder-Pro V2 is the latest high-performance model in KwaiKAT’s KAT-Coder series, designed for complex enterprise-grade software engineering and SaaS integration. It builds on the agentic coding strengths of earlier versions,...

KAT-Coder-Pro V2 pricing

Pay-as-you-go on DataLLM Lab — these are our live list prices (identical to the pricing page):

On output price, KAT-Coder-Pro V2 is cheaper than 56% of the 309 models in the catalog. It is served by 2 providers; the best combined rate at our last snapshot was ≈ $0.30 / $1.20 per 1M via StreamLake, with upstream quantizations fp8.

What KAT-Coder-Pro V2 costs per month

Cost = input price × input volume + output price × output volume. The same five workloads run on every model page, so any two compare directly.

KAT-Coder-Pro V2 vs alternatives

Specs

How to call KAT-Coder-Pro V2

Copyfrom openai import OpenAI
client = OpenAI(base_url="https://api.datallmlab.com/v1", api_key="YOUR_DATALLM_LAB_KEY")
resp = client.chat.completions.create(
    model="kwaipilot/kat-coder-pro-v2",
    messages=[{"role": "user", "content": "Hello"}],
    # supports tools=[...] and tool_choice
)
print(resp.choices[0].message.content)

Copycurl https://api.datallmlab.com/v1/chat/completions \
  -H "Authorization: Bearer YOUR_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"kwaipilot/kat-coder-pro-v2","messages":[{"role":"user","content":"Hello"}]}'

Copyimport OpenAI from "openai";
const client = new OpenAI({ baseURL: "https://api.datallmlab.com/v1", apiKey: process.env.DATALLM_KEY });
const r = await client.chat.completions.create({
  model: "kwaipilot/kat-coder-pro-v2",
  messages: [{ role: "user", content: "Hello" }],
});
console.log(r.choices[0].message.content);

The same key routes KAT-Coder-Pro V2 and 300+ other models — switch models by changing one string. How OpenAI-compatible APIs work.

Prompting tips for KAT-Coder-Pro V2

• Be explicit and show the shape of the answer. Spell out format, tone and constraints up front, and include one short example of the output you want — KAT-Coder-Pro V2 follows concrete instructions better than abstract ones.
• Huge 256K context — but anchor the ask. You can paste whole documents or codebases; models attend most to the start and end, so put the key instruction at the top and restate it after long inputs.
• Give it real tools. Pass a tools=[...] schema instead of asking it to "pretend" — let KAT-Coder-Pro V2 emit tool calls, execute them, and feed results back for the next turn.
• Constrain JSON with a schema. Use response_format / structured outputs rather than "reply in JSON" to get valid, parseable objects every time.

Tips are derived from KAT-Coder-Pro V2's actual capabilities — context window, tool & JSON support, modality and price tier — not generic advice.

Open-source tools for KAT-Coder-Pro V2

Popular open-source frameworks and agents to build with KAT-Coder-Pro V2 over the API — star counts pulled from GitHub (July 2026).

Listed by GitHub stars; inclusion is by ecosystem relevance (agent frameworks, SDKs and gateways), not affiliation. Stars change — see each repo for current numbers.

Migrating to KAT-Coder-Pro V2

Coming from OpenAI or another gateway? On an OpenAI-compatible setup the only changes are base_url → https://api.datallmlab.com/v1 and model → kwaipilot/kat-coder-pro-v2. Messages, streaming, tool calls and the rest of your code stay the same. Routing & failover guide.

Rate limits & reliability

Rate limits here are the DataLLM Lab gateway's, not the upstream vendor's. On 429 (rate limited) or 503 (provider busy), retry with exponential backoff; because KAT-Coder-Pro V2 is served by 2 providers, requests can fail over to a healthy one automatically. See the error-code guide and failover setup.

Related reading

Frequently asked questions