Meta: Muse Spark 1.3 ContributorActive

meta/muse-spark-1.3-contributor

Muse Spark 1.3 Contributor is the cost-efficient contributor tier of Meta’s multimodal reasoning model for experimentation, learning, and early-stage agentic, multi-agent, and coding workflows. It is designed to track information across extended tasks, work through conflicting inputs, and request clarification or confirmation when needed. Prompts and outputs may be used to improve Meta’s products.

By:MetaInput Type:Output Type:Publish time:2026-09-03

Providers

Route requests across multiple providers. Copy a provider slug to set your preference.

ProviderCache Hit RateContext

Uptime

24hours

Direct request success rate on AI Gateway and per-provider.

Oct 26, 20:14

Meta100.00%

Throughput

24hours

P50 throughput on live AI Gateway traffic, in tokens per second (TPS).

Latency

24hours

P50 time to first token (TTFT) on live AI Gateway traffic, in milliseconds.

Oct 26, 19:00

Meta2.75s

Activity

Token volume and request traffic to this model over time.

Token Consumption

Oct 25

Meta72.1M

Token volume broken down by the provider that served each request. Larger segments indicate providers handling more of this model's traffic.

Benchmarks

Scores on standardized evaluations. Higher percentages are better — and rank percentile shows

Metrics sourced fromArtificial Analysis

No benchmark data is available for this model.

Apps

Public apps that send the most traffic to this model. Good signal for what real production workloads look like — and a hint at which use cases this model is best suited for. View All

Token Ranking

ZcodeZCode is a free cross-platform desktop coding application built by Z.ai, available for macOS, Windows and Linux. It puts an AI agent at the center of a workspace that includes a file manager, terminal, Git panel and browser preview, so developers can plan, write, review and verify code across long-running multi-step tasks. It is tuned for Z.ai's GLM coding models but also supports bring-your-own-key access to third-party models and agent harnesses such as Claude Code, Codex and Gemini.

21.5M

WorkBuddyWorkBuddy is a desktop AI agent for everyday office work, developed by Tencent Cloud's CodeBuddy team. It uses multi-agent orchestration to break a natural-language goal into sub-tasks and return finished deliverables such as reports, slide decks, spreadsheets and research briefs, and can also be driven from IM platforms like Slack, Telegram, Discord and WeCom. It supports connectors, Skills and MCP, local file operations, and switching between built-in or custom OpenAI-compatible models.

20.9M345.51%

Zoo CodeZoo Code is an open-source, community-maintained AI coding assistant that runs as a VS Code extension (with a JetBrains plugin as well), continuing development of Roo Code after that project was wound down. It acts as an autonomous coding agent inside the editor with file system access, terminal control, diff-based edits, MCP tool integration and specialized modes (Code, Architect, Debug, Orchestrator), and is model-agnostic so users bring their own LLM provider.

7.3M

OpenCodeOpenCode is an open-source, MIT-licensed AI coding agent built by the team behind SST (now Anomaly), available as a terminal TUI/CLI, a desktop app, and IDE extensions. It is model-agnostic and works with many LLM providers or local models, letting developers explore codebases, plan changes, edit files, run shell commands, and use LSP and MCP integrations directly from their workflow.

4.3M828.18%

Uptime KumaUptime Kuma is an open-source, self-hosted monitoring tool created by Louis Lam that periodically checks whether websites, APIs, TCP ports, DNS records, databases and containers are available. It offers a Vue-based dashboard, public status pages, and alerting through dozens of notification channels such as Telegram, Discord, Slack and email.

16.1K1.89%

Claude CodeClaude Code is Anthropic's agentic coding tool that runs in the terminal, understands a project's codebase, edits files, runs commands, and handles workflows such as tests, debugging and git operations through natural-language instructions. It is also available as IDE extensions (VS Code, JetBrains), a desktop app and a web surface, and is used by developers to build features, fix bugs and automate routine development tasks.

1.3K

RikkaHubRikkaHub is an open-source native Android AI chat client built with Kotlin and Jetpack Compose in Material You style, developed by the RikkaHub open-source project (author rerere). It lets users add their own OpenAI-, Google Gemini- and Anthropic-compatible providers and switch models mid-conversation, with multimodal input (images, PDF, DOCX), Markdown/LaTeX/Mermaid rendering, web search integrations, memory, custom agents and MCP tool support.

79595.36%

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