Scan Results: https://inferencecanary.com/

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

LeaderboardNew Scan
Leaderboard Standing

Openrouter scored 83 — you scored 55

28 points behind Openrouter.

#38 of 81 ecosystems
See the leaderboard
Ecosystem Discovery Analysis / inferencecanary.com

Agent-Readiness Index Report

score_version: ars-1.0.0 · ARS methodology

Enterprise Audit
New Scan
Share X
55
/ 100
AI-CAPABLE ECOSYSTEM
Agent Ecosystem Discovery
inferencecanary.com
Partial exploration capabilities. Lacks critical schemas or machine-indexing entrypoints.
FrameworkCustom Docs
Surfaces
2/13
Large Pages
31pgs
Nav Gap
0pts
Surface Inventory2 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
MISSING
–
API Reference
MISSING
–
Company Blog
MISSING
–
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
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
70/100
Machine Entrypoints
30/100
Canonical Sources
0/100
Content Quality
88/100
Graph Connectivity
65/100
Journey Success
100/100
Freshness / Drift
0/100
Runtime Validity
9/100

Problems

● llms-full.txt Spec

llms-full.txt found but failed content validation.

● OpenAPI Schema

OpenAPI-like URL found but body is not a valid OpenAPI document.

● MCP Configuration

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

● GitHub Repository

No valid public repository links found.

● Documentation Root

No valid documentation links detected.

● API Reference

No separate API Reference link validated.

● Developer Auth

Could not locate reachable developer login or console.

● App Dashboard

No reachable app console detected.

● Support Center

No valid support links found.

● Company Blog

No active blog 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.
● Provide Documentation Root
Add a clearly visible link to your developer docs on the homepage.
● Configure API Reference Link
Publish a dedicated API Reference link to describe raw endpoints clearly.
● 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.
● Connect Support Center Link
Provide help/support links so agents can retrieve troubleshooting logs.
● 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

106 Nodes • 656 Edges
Initializing graph engine...

Ecosystem Connection Logs

inferencecanary.com👉 REFERENCESLanding
inferencecanary.com🚥 LEADS TOSitemap
inferencecanary.com🚥 LEADS TOllms.txt
llms.txt👉 LINKSinferencecanary.com/index.md
llms.txt👉 LINKSinferencecanary.com/gemma-4-31b.md
llms.txt👉 LINKSinferencecanary.com/speed.md
llms.txt👉 LINKSinferencecanary.com/lightning/gemma-4-31b.md
llms.txt👉 LINKSinferencecanary.com/google/gemma-4-31b.md
llms.txt👉 LINKSinferencecanary.com/parasail/gemma-4-31b.md
llms.txt👉 LINKSinferencecanary.com/cerebras/gemma-4-31b.md
llms.txt👉 LINKSinferencecanary.com/togetherai/gemma-4-31b.md
llms.txt👉 LINKSinferencecanary.com/novita/gemma-4-31b.md
llms.txt👉 LINKSinferencecanary.com/deepinfra/gemma-4-31b.md
llms.txt👉 LINKSinferencecanary.com/sambanova/gemma-4-31b.md
llms.txt👉 LINKSinferencecanary.com/aws/gemma-4-31b.md
llms.txt👉 LINKSinferencecanary.com/aws-responses/gemma-4-31b.md
llms.txt👉 LINKSinferencecanary.com/google-openai/gemma-4-31b.md
llms.txt👉 LINKSinferencecanary.com/lightning.md
llms.txt👉 LINKSinferencecanary.com/google.md
llms.txt👉 LINKSinferencecanary.com/parasail.md
llms.txt👉 LINKSinferencecanary.com/cerebras.md
llms.txt👉 LINKSinferencecanary.com/togetherai.md
llms.txt👉 LINKSinferencecanary.com/novita.md
llms.txt👉 LINKSinferencecanary.com/deepinfra.md
llms.txt👉 LINKSinferencecanary.com/sambanova.md
llms.txt👉 LINKSinferencecanary.com/aws.md
llms.txt👉 LINKSinferencecanary.com/findings.md
llms.txt👉 LINKSinferencecanary.com/introducing-inference-canary.md
llms.txt👉 LINKSinferencecanary.com/sambanova-overbilling.md
llms.txt👉 LINKSinferencecanary.com/replayed-reasoning-dropped.md
llms.txt👉 LINKSinferencecanary.com/tool-result-images.md
llms.txt👉 LINKSinferencecanary.com/google-openai-no-reasoning-channel.md
llms.txt👉 LINKSinferencecanary.com/sambanova-tool-choice-400.md
llms.txt👉 REFERENCEShttps://inferencecanary.com/llms.txt
https://inferencecanary.com/llms.txt👉 LINKSinferencecanary.com/index.md
https://inferencecanary.com/llms.txt👉 LINKSinferencecanary.com/gemma-4-31b.md
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https://inferencecanary.com/llms.txt👉 LINKSinferencecanary.com/introducing-inference-canary.md
Landing👉 REFERENCEShttps://inferencecanary.com/
https://inferencecanary.com/👉 LINKSinferencecanary.com/findings
https://inferencecanary.com/👉 LINKSinferencecanary.com/sambanova-overbilling
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https://inferencecanary.com/👉 LINKSinferencecanary.com/speed
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https://inferencecanary.com/👉 LINKSinferencecanary.com/novita/gemma-4-31b
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Landing👉 REFERENCEShttps://inferencecanary.com/about
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Landing👉 REFERENCEShttps://inferencecanary.com/aws
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https://inferencecanary.com/aws👉 LINKSinferencecanary.com/aws/gemma-4-31b
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https://inferencecanary.com/aws👉 LINKSinferencecanary.com/replayed-reasoning-dropped
https://inferencecanary.com/aws👉 LINKSinferencecanary.com/tool-result-images
https://inferencecanary.com/aws👉 LINKSinferencecanary.com/bedrock-parallel-tool-call
https://inferencecanary.com/aws👉 LINKSinferencecanary.com/bedrock-argument-corruption
https://inferencecanary.com/aws👉 LINKSinferencecanary.com/aws-responses-temperature
Landing👉 REFERENCESinferencecanary.com/aws-responses-temperature
inferencecanary.com/aws-responses-temperature👉 LINKSinferencecanary.com/aws-responses/gemma-4-31b
inferencecanary.com/aws-responses-temperature👉 LINKSinferencecanary.com/assets/repro/temperature.responses.json
Landing👉 REFERENCESinferencecanary.com/aws-responses/gemma-4-31b
inferencecanary.com/aws-responses/gemma-4-31b👉 LINKShttps://inferencecanary.com/
inferencecanary.com/aws-responses/gemma-4-31b👉 LINKSinferencecanary.com/speed
inferencecanary.com/aws-responses/gemma-4-31b👉 LINKSinferencecanary.com/replayed-reasoning-dropped
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inferencecanary.com/aws-responses/gemma-4-31b👉 LINKSinferencecanary.com/aws-responses-temperature
Landing👉 REFERENCESinferencecanary.com/aws/gemma-4-31b
inferencecanary.com/aws/gemma-4-31b👉 LINKShttps://inferencecanary.com/
inferencecanary.com/aws/gemma-4-31b👉 LINKSinferencecanary.com/speed
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inferencecanary.com/aws/gemma-4-31b👉 LINKSinferencecanary.com/bedrock-argument-corruption
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inferencecanary.com/bedrock-argument-corruption👉 LINKSinferencecanary.com/aws/gemma-4-31b
inferencecanary.com/bedrock-argument-corruption👉 LINKSinferencecanary.com/aws-responses/gemma-4-31b
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inferencecanary.com/bedrock-argument-corruption👉 LINKSinferencecanary.com/bedrock-parallel-tool-call
Landing👉 REFERENCESinferencecanary.com/bedrock-parallel-tool-call
inferencecanary.com/bedrock-parallel-tool-call👉 LINKSinferencecanary.com/assets/logo.svg
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inferencecanary.com/bedrock-parallel-tool-call👉 LINKSinferencecanary.com/bedrock-parallel-tool-call.md
inferencecanary.com/bedrock-parallel-tool-call👉 LINKShttps://inferencecanary.com/
inferencecanary.com/bedrock-parallel-tool-call👉 LINKSinferencecanary.com/gemma-4-31b
inferencecanary.com/bedrock-parallel-tool-call👉 LINKSinferencecanary.com/findings
inferencecanary.com/bedrock-parallel-tool-call👉 LINKSinferencecanary.com/speed
inferencecanary.com/bedrock-parallel-tool-call👉 LINKSinferencecanary.com/changes
inferencecanary.com/bedrock-parallel-tool-call👉 LINKShttps://inferencecanary.com/about
inferencecanary.com/bedrock-parallel-tool-call👉 LINKSinferencecanary.com/aws/gemma-4-31b
inferencecanary.com/bedrock-parallel-tool-call👉 LINKSinferencecanary.com/aws-responses/gemma-4-31b
inferencecanary.com/bedrock-parallel-tool-call👉 LINKSinferencecanary.com/assets/repro/parallel-calls.chat.json
inferencecanary.com/bedrock-parallel-tool-call👉 LINKSinferencecanary.com/assets/repro/parallel-calls.responses.json
inferencecanary.com/bedrock-parallel-tool-call👉 LINKSinferencecanary.com/introducing-inference-canary
Landing👉 REFERENCEShttps://inferencecanary.com/cerebras
https://inferencecanary.com/cerebras👉 LINKShttps://inferencecanary.com/
https://inferencecanary.com/cerebras👉 LINKSinferencecanary.com/cerebras/gemma-4-31b
https://inferencecanary.com/cerebras👉 LINKSinferencecanary.com/tool-result-images
Landing👉 REFERENCESinferencecanary.com/cerebras/gemma-4-31b
inferencecanary.com/cerebras/gemma-4-31b👉 LINKSinferencecanary.com/assets/logo.svg
inferencecanary.com/cerebras/gemma-4-31b👉 LINKSinferencecanary.com/assets/favicon.png
inferencecanary.com/cerebras/gemma-4-31b👉 LINKSinferencecanary.com/cerebras/gemma-4-31b.md
inferencecanary.com/cerebras/gemma-4-31b👉 LINKShttps://inferencecanary.com/
inferencecanary.com/cerebras/gemma-4-31b👉 LINKSinferencecanary.com/gemma-4-31b
inferencecanary.com/cerebras/gemma-4-31b👉 LINKSinferencecanary.com/findings
inferencecanary.com/cerebras/gemma-4-31b👉 LINKSinferencecanary.com/speed
inferencecanary.com/cerebras/gemma-4-31b👉 LINKSinferencecanary.com/changes
inferencecanary.com/cerebras/gemma-4-31b👉 LINKShttps://inferencecanary.com/about
inferencecanary.com/cerebras/gemma-4-31b👉 LINKSinferencecanary.com/tool-result-images
inferencecanary.com/cerebras/gemma-4-31b👉 LINKSinferencecanary.com/introducing-inference-canary
Landing👉 REFERENCESinferencecanary.com/changes
inferencecanary.com/changes👉 LINKSinferencecanary.com/parasail/gemma-4-31b
inferencecanary.com/changes👉 LINKSinferencecanary.com/tool-choice-unenforced
inferencecanary.com/changes👉 LINKSinferencecanary.com/lightning/gemma-4-31b
inferencecanary.com/changes👉 LINKSinferencecanary.com/replayed-reasoning-dropped
inferencecanary.com/changes👉 LINKSinferencecanary.com/sambanova/gemma-4-31b
inferencecanary.com/changes👉 LINKSinferencecanary.com/deepinfra/gemma-4-31b
inferencecanary.com/changes👉 LINKSinferencecanary.com/findings
Landing👉 REFERENCESDeepInfra - gemma-4-31b provider grades - inferencecanary
DeepInfra - gemma-4-31b provider grades - inferencecanary👉 LINKSinferencecanary.com/assets/logo.svg
DeepInfra - gemma-4-31b provider grades - inferencecanary👉 LINKSinferencecanary.com/assets/favicon.png
DeepInfra - gemma-4-31b provider grades - inferencecanary👉 LINKSinferencecanary.com/deepinfra.md
DeepInfra - gemma-4-31b provider grades - inferencecanary👉 LINKShttps://inferencecanary.com/
DeepInfra - gemma-4-31b provider grades - inferencecanary👉 LINKSinferencecanary.com/gemma-4-31b
DeepInfra - gemma-4-31b provider grades - inferencecanary👉 LINKSinferencecanary.com/findings
DeepInfra - gemma-4-31b provider grades - inferencecanary👉 LINKSinferencecanary.com/speed
DeepInfra - gemma-4-31b provider grades - inferencecanary👉 LINKSinferencecanary.com/changes
DeepInfra - gemma-4-31b provider grades - inferencecanary👉 LINKShttps://inferencecanary.com/about
DeepInfra - gemma-4-31b provider grades - inferencecanary👉 LINKSinferencecanary.com/deepinfra/gemma-4-31b
DeepInfra - gemma-4-31b provider grades - inferencecanary👉 LINKSinferencecanary.com/tool-result-images
DeepInfra - gemma-4-31b provider grades - inferencecanary👉 LINKSinferencecanary.com/tool-choice-unenforced
DeepInfra - gemma-4-31b provider grades - inferencecanary👉 LINKSinferencecanary.com/introducing-inference-canary
Landing👉 REFERENCESinferencecanary.com/deepinfra/gemma-4-31b
inferencecanary.com/deepinfra/gemma-4-31b👉 LINKSinferencecanary.com/assets/logo.svg
inferencecanary.com/deepinfra/gemma-4-31b👉 LINKSinferencecanary.com/assets/favicon.png
inferencecanary.com/deepinfra/gemma-4-31b👉 LINKSinferencecanary.com/deepinfra/gemma-4-31b.md
inferencecanary.com/deepinfra/gemma-4-31b👉 LINKShttps://inferencecanary.com/
inferencecanary.com/deepinfra/gemma-4-31b👉 LINKSinferencecanary.com/gemma-4-31b
inferencecanary.com/deepinfra/gemma-4-31b👉 LINKSinferencecanary.com/findings
inferencecanary.com/deepinfra/gemma-4-31b👉 LINKSinferencecanary.com/speed
inferencecanary.com/deepinfra/gemma-4-31b👉 LINKSinferencecanary.com/changes
inferencecanary.com/deepinfra/gemma-4-31b👉 LINKShttps://inferencecanary.com/about
inferencecanary.com/deepinfra/gemma-4-31b👉 LINKSinferencecanary.com/tool-result-images
inferencecanary.com/deepinfra/gemma-4-31b👉 LINKSinferencecanary.com/tool-choice-unenforced
inferencecanary.com/deepinfra/gemma-4-31b👉 LINKSinferencecanary.com/introducing-inference-canary
Landing👉 REFERENCESinferencecanary.com/findings
inferencecanary.com/findings👉 LINKSinferencecanary.com/assets/logo.svg
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inferencecanary.com/findings👉 LINKSinferencecanary.com/findings.md
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inferencecanary.com/findings👉 LINKSinferencecanary.com/gemma-4-31b
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inferencecanary.com/findings👉 LINKSinferencecanary.com/changes
inferencecanary.com/findings👉 LINKShttps://inferencecanary.com/about
inferencecanary.com/findings👉 LINKSinferencecanary.com/google/gemma-4-31b
inferencecanary.com/findings👉 LINKSinferencecanary.com/google-openai/gemma-4-31b
inferencecanary.com/findings👉 LINKSinferencecanary.com/sambanova-overbilling
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inferencecanary.com/findings👉 LINKSinferencecanary.com/aws/gemma-4-31b
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inferencecanary.com/findings👉 LINKSinferencecanary.com/sambanova-tool-choice-400
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inferencecanary.com/findings👉 LINKSinferencecanary.com/novita-tool-choice-ignored
Landing👉 REFERENCESinferencecanary.com/gemma-4-31b
inferencecanary.com/gemma-4-31b👉 LINKSinferencecanary.com/assets/logo.svg
inferencecanary.com/gemma-4-31b👉 LINKSinferencecanary.com/assets/favicon.png
inferencecanary.com/gemma-4-31b👉 LINKSinferencecanary.com/gemma-4-31b.md
inferencecanary.com/gemma-4-31b👉 LINKShttps://inferencecanary.com/
inferencecanary.com/gemma-4-31b👉 LINKSinferencecanary.com/findings
inferencecanary.com/gemma-4-31b👉 LINKSinferencecanary.com/speed
inferencecanary.com/gemma-4-31b👉 LINKSinferencecanary.com/changes
inferencecanary.com/gemma-4-31b👉 LINKShttps://inferencecanary.com/about
inferencecanary.com/gemma-4-31b👉 LINKSinferencecanary.com/lightning/gemma-4-31b
inferencecanary.com/gemma-4-31b👉 LINKSinferencecanary.com/google/gemma-4-31b
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Landing👉 REFERENCESinferencecanary.com/lightning
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Landing👉 REFERENCESinferencecanary.com/lightning-marker-leak
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Landing👉 REFERENCESNovita AI - gemma-4-31b provider grades - inferencecanary
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Landing👉 REFERENCESSambaNova - gemma-4-31b provider grades - inferencecanary
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SambaNova - gemma-4-31b provider grades - inferencecanary👉 LINKSinferencecanary.com/sambanova.md
SambaNova - gemma-4-31b provider grades - inferencecanary👉 LINKShttps://inferencecanary.com/
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Landing👉 REFERENCESinferencecanary.com/sambanova-overbilling
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