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Gemini 3.1 Pro Preview Custom Tools

Gemini 3.1 Pro Preview Custom Tools is positioned as a preview variant within Google's Gemini 3.1 Pro family, with its defining trait being first-class support for user-defined tools and APIs. Rather than treating tool use as an afterthought, the variant is explicitly designed to let the model orchestrate external services, trigger workflows, and fetch live data through developer-supplied functions, then combine those calls with Gemini's general reasoning and multimodal understanding. This makes the model a natural fit for production agents and assistants that need to ground language-model outputs in real systems, where the LLM plans an action, invokes a tool, and continues the response based on the returned result.

In practical terms, the model accepts text, image, video, audio, and PDF inputs while producing text-only output, and it exposes controls such as temperature adjustment, reasoning-focused behavior, and structured tool calling that developers can shape per request. Its large context window and high output ceiling support extended multi-turn conversations, long document analysis, and complex tool-call chains without aggressive truncation. Teams building domain-specific copilots, retrieval pipelines, or automation flows benefit most, since the model is tuned for controlled, tool-mediated behavior rather than purely open-ended chat.

Kilo Gatewaygoogle/gemini-3.1-pro-preview-customtoolsgemini-pro

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Provider
Kilo Gateway
Model key
google/gemini-3.1-pro-preview-customtools
Release date
Feb 19, 2026
Last updated
Feb 19, 2026
Knowledge cutoff
2025-01
Input modalities
Output modalities
Capabilities

Cost

Input token cost
$2.00
Output token cost
$12.00

Limits

Output tokens
65,536 tokens
Context window
1,048,576 tokens

Transparent token rates

Compare Gemini 3.1 Pro Preview Custom Tools pricing

Rates are shown per one million tokens. Combined means one million input plus one million output tokens.

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Latest news about Gemini 3.1 Pro Preview Custom Tools

Kilo Gateway

CoverageBenchmark

LM Market Cap's profile for Gemini 3.1 Pro Preview Custom Tools (refreshed September 2, 2026) explicitly characterizes the variant as improving tool selection by "preventing overuse of a general bash tool when more efficient third-party" tools are available, the only candidate that articulates a behavioral differentiat API pricing is listed at $2/M input and $12/M output, with a 1.0M-token context window, 65.5K maximum output, and multimodal input (text, audio, image, video, file) with text output. Capabilities shown are Reasoning, Vision, Function Calling, JSON Mode, Streaming, and Web Search. The composite score is self-defined met

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CoveragePreview

Tokonomix frames Gemini 3.1 Pro Preview Custom Tools as an experimental preview variant of Gemini 3.1 Pro emphasizing extended tool-use and function-calling, with a ~1.048M context window suitable for agent-building, long-doc analysis, and multi-step workflows. It repeats the $2/$12 pricing and adds a cost framing of ~ The page is useful for narrative context on the tool-use positioning, but it is editorial rather than authoritative: the "Tier C — Specialist" classification is Tokonomix's own taxonomy, no primary Google documentation is cited, and no benchmarks substantiate the capability claims. Treat it as supplementary framing, no

Kilo Gateway

CoveragePreview

Gemini 3.1 Pro Preview Custom Tools is a variant of Google's Gemini 3.1 Pro that improves tool selection behavior by avoiding overuse of a general bash tool when more efficient third-party or user-defined functions are available, according to the OpenRouter model page. The variant retains the multimodal reasoning (text The OpenRouter page documents that this preview endpoint is positioned as a specialized tool-selection fork of Gemini 3.1 Pro, designed to ensure the model selects the most appropriate tool in coding-agent and multi-tool orchestration scenarios. This gives developers an alternative preview build when standard Gemini 3.

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CoverageBenchmark

LangDB's science rankings page (dated August 31, 2026) places gemini-3.1-pro-preview at rank 1 with a score of 85.2 across 208 models from 14 providers, with an average score of 62.98. The editorial description calls it Google's frontier reasoning model with enhanced software engineering performance, improved agentic r The description highlights SWE benchmark gains, real-world coding improvements, stronger autonomous task execution in structured domains, and a new medium thinking level balancing cost, speed, and performance. Reasoning tokens should be retained across multi-turn tool calls per the cited OpenRouter documentation. The p

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CoveragePreview

OpenCode's data page for google/gemini-3.1-pro-preview-customtools shows a 1M-token context window, 66K output limit, knowledge cutoff January 2025, and February 2026 release, with text, image, video, audio, and PDF inputs. The model is marked as listed across the shared model catalog on the OpenCode platform. No behav All momentum, efficiency, geographic, and peer panels show no usage rows, indicating zero OpenCode token volume, unique users, or geo data for this variant at scrape time. Peer comparisons surface against Gemini 3.8 Flash, Gemini 3.5 Transcribe Live, and Gemini 3.7 Flash, but rankings appear only after usage lands. The

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CoveragePreview

AllAIModel lists Gemini 3.1 Pro Preview Custom Tools at $2.00 per 1M input tokens and $12.00 per 1M output tokens, with a $0.20/1M cache-read tier, 1M-token context window, 66K-token max output, multimodal input (text, image, video, audio, PDF), text output, reasoning and tool-calling enabled, closed weights, knowledge This makes the aggregator useful as a single-page cross-provider price confirmation for developers comparing the same model id across NanoGPT, Vertex, OpenRouter, Merge Gateway, AIHubMix, Eden AI, and Kilo Gateway, but it is not a first-party Google source. Notable caveats: speculative competitor labels (e.g., Gemini 3

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