Scan Results: https://blackforestlabs.ai/

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

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Openrouter scored 83 — you scored 71

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Ecosystem Discovery Analysis / blackforestlabs.ai

Agent-Readiness Index Report

score_version: ars-1.0.0 · ARS methodology

Enterprise Audit
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71
/ 100
AI-FRIENDLY ECOSYSTEM
Agent Ecosystem Discovery
blackforestlabs.ai
AI-ready surfaces with complete discovery paths. Minor updates needed to reach elite index.
FrameworkCustom Docs
Surfaces
7/13
Large Pages
1pgs
Nav Gap
0pts
Surface Inventory7 of 13 active
✓
sitemap.xml Index
ACTIVE
✓
llms.txt Index
ACTIVE
–
llms-full.txt Spec
MISSING
–
OpenAPI Schema
MISSING
–
MCP Configuration
MISSING
✓
GitHub Repository
ACTIVE
✓
Documentation Root
ACTIVE
✓
API Reference
ACTIVE
✓
Company Blog
ACTIVE
–
Developer Auth
MISSING
–
App Dashboard
MISSING
–
Developer Changelog
MISSING
✓
Status Page
ACTIVE
Agent Journey Pathfinder (Deterministic)10/10 passed
●
Find Docs Overview
1 hops
●
Find llms.txt Entrypoint
1 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 Dimensions
Discoverability
100/100
Machine Entrypoints
30/100
Canonical Sources
100/100
Content Quality
70/100
Graph Connectivity
51/100
Journey Success
100/100
Freshness / Drift
50/100
Runtime Validity
63/100

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.

● Developer Auth

Could not locate reachable developer login or console.

● App Dashboard

No reachable app console detected.

● Developer Changelog

No active changelog found.

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.
● 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.

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

45 Nodes • 44 Edges
Initializing graph engine...

Ecosystem Connection Logs

blackforestlabs.ai👉 REFERENCESLanding
blackforestlabs.ai🚥 LEADS TOSitemap
blackforestlabs.ai🚥 LEADS TOllms.txt
blackforestlabs.ai👉 REFERENCESGitHub Repo
blackforestlabs.ai🚥 LEADS TODocs Root
blackforestlabs.ai👉 REFERENCESAPI Reference
blackforestlabs.ai👉 REFERENCESSupport Portal
blackforestlabs.ai👉 REFERENCESBlog
blackforestlabs.ai👉 REFERENCESStatus Page
blackforestlabs.ai👉 REFERENCESSDK / Library
llms.txt👉 LINKSbfl.ai/about
llms.txt👉 LINKSbfl.ai/announcements
llms.txt👉 LINKSbfl.ai/blog
llms.txt👉 LINKSbfl.ai/brand
llms.txt👉 LINKSbfl.ai/careers
llms.txt👉 LINKSbfl.ai/contact
llms.txt👉 LINKSbfl.ai/creator-program
llms.txt👉 LINKSbfl.ai/enterprise
llms.txt👉 LINKSbfl.ai/licensing
llms.txt👉 LINKSbfl.ai/martin-scorsese-bfl-advisor
llms.txt👉 LINKSbfl.ai/models
llms.txt👉 LINKSbfl.ai/models/flux-3
llms.txt👉 LINKSbfl.ai/playground-transition-faq
llms.txt👉 LINKSbfl.ai/pricing
llms.txt👉 LINKSbfl.ai/pricing/licensing
llms.txt👉 LINKSbfl.ai/research
llms.txt👉 LINKSbfl.ai/research/representation-comparison
llms.txt👉 LINKSbfl.ai/research/self-flow
llms.txt👉 LINKSbfl.ai/transparency
llms.txt👉 LINKSbfl.ai/blog/flux-3
llms.txt👉 LINKSbfl.ai/blog/flux-3-mimic
llms.txt👉 LINKSbfl.ai/blog/our-co-founder-and-ceo-urges-g7-leaders-to-back-open-innovation
llms.txt👉 LINKSbfl.ai/blog/how-envato-built-its-creative-ai-engine-on-flux
llms.txt👉 LINKSbfl.ai/blog/flux2-klein-on-device
llms.txt👉 LINKSbfl.ai/blog/martin-scorsese-bfl-advisor
llms.txt👉 LINKSbfl.ai/blog/flux-vto-virtual-try-on-at-catalog-scale
llms.txt👉 LINKSbfl.ai/blog/flux-erase-remove-anything-leave-no-trace
llms.txt👉 LINKSbfl.ai/blog/outpainting-extend-any-image-in-any-direction
llms.txt👉 LINKSbfl.ai/blog/how-we-get-the-most-out-of-our-models-for-our-partners
llms.txt👉 LINKSbfl.ai/blog/capable-open-and-safe-combating-ai-misuse
llms.txt👉 REFERENCEShttps://blackforestlabs.ai/llms.txt
Landing👉 REFERENCEShttps://blackforestlabs.ai/
Blog👉 REFERENCESBlog Article
Support Portal👉 REFERENCEShttps://blackforestlabs.ai/contact
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Blackforestlabs Agent Readiness scorecard — 71/100
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