Scan Results: https://www.together.ai/

Vanity URL: scan.glintbase.dev/scan/together

Leaderboard New Scan

Leaderboard Standing

Openrouter scored 83 — you scored 69

14 points behind Openrouter.

#18 of 81 ecosystems

See the leaderboard

Ecosystem Discovery Analysis / www.together.ai

Agent-Readiness Index Report

score_version: ars-1.0.0 · ARS methodology

Enterprise Audit

New Scan

Share X

/ 100

AI-CAPABLE ECOSYSTEM

Agent Ecosystem Discovery

together.ai

Partial exploration capabilities. Lacks critical schemas or machine-indexing entrypoints.

FrameworkCustom Docs

Surfaces

5/13

Large Pages

50pgs

Nav Gap

0pts

Surface Inventory5 of 13 active

✓

sitemap.xml Index

ACTIVE

✓

llms.txt Index

ACTIVE

–

llms-full.txt Spec

MISSING

–

OpenAPI Schema

MISSING

–

MCP Configuration

MISSING

–

GitHub Repository

MISSING

✓

Documentation Root

ACTIVE

✓

API Reference

ACTIVE

✓

Company Blog

ACTIVE

–

Developer Auth

MISSING

–

App Dashboard

MISSING

–

Developer Changelog

MISSING

–

Status Page

MISSING

Agent Journey Pathfinder (Deterministic)10/10 passed

●

Find Docs Overview

1 hops

●

Find llms.txt Entrypoint

2 hops

●

Authenticate

1 hops

●

Install SDK

1 hops

●

Create API Key

1 hops

●

Send First Request

1 hops

●

Resolve OpenAPI Operation

1 hops

●

Configure Webhook

1 hops

●

Locate Error Handling

1 hops

●

Recover from Setup Issue

1 hops

Ecosystem Diagnostic DimensionsTap cards to expand

Discoverability

100/100

Machine Entrypoints

30/100

Canonical Sources

50/100

Content Quality

100/100

Graph Connectivity

70/100

Journey Success

100/100

Freshness / Drift

20/100

Runtime Validity

44/100

Problems

● llms-full.txt Spec

Missing consolidated docs index.

● OpenAPI Schema

No standard OpenAPI specification found.

● MCP Configuration

No discoverable Model Context Protocol (mcp.json) config found.

● GitHub Repository

No valid public repository links found.

● Developer Auth

Could not locate reachable developer login or console.

● App Dashboard

No reachable app console detected.

● Developer Changelog

No active changelog found.

● Status Page

No status page detected.

● SDK Guidelines

No dedicated SDK documentation link detected.

Solutions

● Consolidate llms-full.txt Spec

Create /llms-full.txt containing the full text of your docs to allow single-shot retrieval.

● Publish OpenAPI Specification

Expose a valid OpenAPI spec at /openapi.json (with paths) for automatic client generation.

● Expose MCP Server Tools

Expose a /mcp.json configuration file describing available agent server tool entrypoints.

● Link GitHub Repository

Link your public GitHub repository on the homepage to supply code context to agents.

● Bridge Developer Authentication Link

Ensure login and API key provisioning screens are discoverable for automated credential setups.

● Add Developer Dashboard Link

Ensure a links dashboard is provided for developer keys and workspace management.

● Implement changelog

Publish a changelog so agents can verify API changes and version updates.

● Provide Status Page Link

Link a public status page for runtime reliability signals.

● Add SDK Integration Guides

Publish SDK install guides (npm/pip) linked from docs or homepage.

Audit Items

Problem Summary Prompt

Copy a compressed diagnostic summary of missing entrypoints to share with your team or feeding to LLM pipelines.

Fixes / Solutions Prompt

Copy complete implementations and config files to copy-paste directly into Cursor, Claude Code, or Copilot.

Extracted Knowledge Base

Graph Map Overview

Knowledge Graph

167 Nodes • 947 Edges

Initializing graph engine...

Ecosystem Connection Logs

Kimi K2 Thinking quickstart - Together AI docs👉 LINKSdocs.together.ai/intro

together.ai👉 REFERENCESLanding

together.ai🚥 LEADS TOSitemap

together.ai🚥 LEADS TOllms.txt

together.ai🚥 LEADS TODocs Root

together.ai👉 REFERENCESAPI Reference

together.ai👉 REFERENCESSupport Portal

together.ai👉 REFERENCESBlog

llms.txt👉 LINKSdocs.together.ai/docs/quickstart

llms.txt👉 LINKSdocs.together.ai/docs/openai-api-compatibility

llms.txt👉 LINKSwww.together.ai/pricing

llms.txt👉 LINKSdocs.together.ai/reference/authentication-1

llms.txt👉 LINKSdocs.together.ai/docs/introduction

llms.txt👉 LINKSdocs.together.ai/docs/integrations

llms.txt👉 LINKSdocs.together.ai/docs/multiple-api-keys

llms.txt👉 LINKSwww.together.ai/serverless-inference

llms.txt👉 LINKSwww.together.ai/dedicated-model-inference

llms.txt👉 LINKSwww.together.ai/dedicated-container-inference

llms.txt👉 LINKSwww.together.ai/batch-inference

llms.txt👉 LINKSwww.together.ai/fine-tuning

llms.txt👉 LINKSwww.together.ai/accelerated-compute

llms.txt👉 LINKSwww.together.ai/sandbox

llms.txt👉 LINKSwww.together.ai/managed-storage

llms.txt👉 LINKSwww.together.ai/evaluations

llms.txt👉 LINKSwww.together.ai/scale-enterprise

llms.txt👉 LINKSwww.together.ai/models

llms.txt👉 LINKSwww.together.ai/deploy/llama-4-scout

llms.txt👉 LINKSwww.together.ai/deploy/llama-4-maverick

llms.txt👉 LINKSwww.together.ai/deploy/deepseek-r1

llms.txt👉 LINKSwww.together.ai/deploy/deepseek-v3

llms.txt👉 LINKSwww.together.ai/deploy/deepseek-v3-1

llms.txt👉 LINKSwww.together.ai/deploy/qwen3-coder

llms.txt👉 LINKSwww.together.ai/deploy/qwen3-instruct

llms.txt👉 LINKSwww.together.ai/deploy/llama-3-3-70b

llms.txt👉 LINKSwww.together.ai/deploy/openai-open-models

llms.txt👉 LINKSdocs.together.ai/reference/chat-completions-1

llms.txt👉 LINKSdocs.together.ai/reference/completions-1

llms.txt👉 LINKSdocs.together.ai/reference/post_images-generations

Docs Root👉 REFERENCESQuickstart - Together AI docs

Quickstart - Together AI docs👉 LINKSdocs.together.ai/mintlify-assets/_next/static/media/83afe278b6a6bb3c.p.3a6ba036.

Quickstart - Together AI docs👉 LINKSdocs.together.ai/mintlify-assets/_next/static/media/PaperMono_Variable.p.590789c

Quickstart - Together AI docs👉 LINKSdocs.together.ai/mintlify-assets/_next/static/media/f67ad414ed34149c.p.84166d94.

Quickstart - Together AI docs👉 LINKSdocs.together.ai/mintlify-assets/_next/static/chunks/a2c16a79b30ca688.css?dpl=dp

Quickstart - Together AI docs👉 LINKSdocs.together.ai/mintlify-assets/_next/static/chunks/a336fa455c02e881.css?dpl=dp

Quickstart - Together AI docs👉 LINKSdocs.together.ai/mintlify-assets/_next/static/chunks/6d55b684068fd47e.js?dpl=dpl

Quickstart - Together AI docs👉 LINKSdocs.together.ai/mintlify-assets/_next/static/chunks/4d8374b1f183ef74.js?dpl=dpl

Quickstart - Together AI docs👉 LINKSdocs.together.ai/mintlify-assets/_next/static/chunks/3aa704238c912684.js?dpl=dpl

Quickstart - Together AI docs👉 LINKSdocs.together.ai/sitemap.xml

Quickstart - Together AI docs👉 LINKSdocs.together.ai/docs/dedicated-endpoints/quickstart.md

Quickstart - Together AI docs👉 LINKSdocs.together.ai/fonts/the-future-medium.woff2

Quickstart - Together AI docs👉 LINKSdocs.together.ai/fonts/the-future-regular.woff2

Quickstart - Together AI docs👉 LINKSdocs.together.ai/mintlify-assets/_mintlify/favicons/togetherai-52386018/GkjET5Ul

Quickstart - Together AI docs👉 LINKSdocs.together.ai/llms.txt

Quickstart - Together AI docs👉 LINKSdocs.together.ai/

Quickstart - Together AI docs👉 LINKSdocs.together.ai/intro

Quickstart - Together AI docs👉 LINKSdocs.together.ai/docs/guides