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Documentation Index

Fetch the complete documentation index at: https://docs.ascendgtm.net/llms.txt

Use this file to discover all available pages before exploring further.

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Connect to Mistral

Mistral Le Chat and the Mistral API both support MCP tools. Connect V5 to access all 34 GTM tools from Mistral’s models.
Mistral MCP integration is in validation status — behavior may differ between Le Chat (consumer), Mistral Studio (enterprise), and the Mistral API. The instructions below cover the API path, which is confirmed stable.

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Option A — Mistral API (function calling)

The Mistral API supports tool/function calling with any V5 tool schema. V5 tools are exposed as standard JSON Schema function definitions.

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Get tool schemas

V5 exposes its tool schemas at the MCP endpoint. For Mistral API integration, retrieve them: 
curl https://ascend-gateway-v5.ascendgtm.workers.dev/mcp \
  -H "Authorization: Bearer your-bearer-token" \
  -H "Content-Type: application/json" \
  -d '{"jsonrpc":"2.0","method":"tools/list","params":{},"id":1}'
Use the returned schemas in Mistral API tools array.

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Example call

import mistralai

client = mistralai.Mistral(api_key="your-mistral-key")

# V5 tools retrieved from /mcp tools/list endpoint
tools = [...]  # paste schemas here

response = client.chat.complete(
    model="mistral-large-latest",
    messages=[{"role": "user", "content": "How many new HubSpot leads this week?"}],
    tools=tools,
)

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Option B — Mistral Le Chat (MCP connector)

Le Chat’s MCP connector support is rolling out to Pro and Enterprise accounts.
  1. Open le.chat → Settings → Connectors
  2. Click Add MCP connector
  3. Enter URL: https://ascend-gateway-v5.ascendgtm.workers.dev/mcp
  4. Select Bearer token auth and enter your token
  5. Save — Le Chat will discover all 34 tools

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LLM-proxy compatibility

V5 exposes an OpenAI-compatible /v1/chat/completions endpoint. Use it with any Mistral-compatible client that accepts an OpenAI base URL: 
from openai import OpenAI

client = OpenAI(
    base_url="https://ascend-gateway-v5.ascendgtm.workers.dev/v1",
    api_key="your-v5-bearer-token",
)

response = client.chat.completions.create(
    model="mistral-large-latest",  # passed through to AI Gateway
    messages=[{"role": "user", "content": "Summarize this week's pipeline"}],
)

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Troubleshooting

“No tools available” in Le Chat
Connector support is gated to Pro/Enterprise accounts. Check your account tier under Settings → Plan. Tool call fails with VALIDATION_ERROR
Every V5 tool call requires a rationale field. Add it to your tool parameters: 
{"rationale": "Checking pipeline for weekly review", "object_type": "deals", ...}