Scan Results: https://www.llamaindex.ai/
Vanity URL: scan.glintbase.dev/scan/llamaindex
Leaderboard Standing
Openrouter scored 83 — you scored 44
39 points behind Openrouter.
#60 of 81 ecosystemsEcosystem Discovery Analysis / www.llamaindex.ai
Agent-Readiness Index Report
score_version: ars-1.0.0 · ARS methodology
44
/ 100
AI-CAPABLE ECOSYSTEM
Agent Ecosystem Discovery
llamaindex.ai
Partial exploration capabilities. Lacks critical schemas or machine-indexing entrypoints.
FrameworkCustom Docs
Surfaces
3/13
Large Pages
38pgs
Nav Gap
0pts
Surface Inventory3 of 13 active
–
sitemap.xml Index
MISSING
–
llms.txt Index
MISSING
–
llms-full.txt Spec
MISSING
–
OpenAPI Schema
MISSING
–
MCP Configuration
MISSING
✓
GitHub Repository
ACTIVE
–
Documentation Root
MISSING
–
API Reference
MISSING
✓
Company Blog
ACTIVE
✓
Developer Auth
ACTIVE
–
App Dashboard
MISSING
–
Developer Changelog
MISSING
–
Status Page
MISSING
Agent Journey Pathfinder (Deterministic)9/10 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 DimensionsTap cards to expand
Discoverability
30/100
Machine Entrypoints
0/100
Canonical Sources
30/100
Content Quality
78/100
Graph Connectivity
62/100
Journey Success
80/100
Freshness / Drift
20/100
Runtime Validity
31/100
Problems
● Sitemap Index
No sitemap found.
● llms.txt Index
Missing canonical /llms.txt directory.
● 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.
● Documentation Root
No valid documentation links detected.
● API Reference
No separate API Reference link validated.
● 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
● Generate sitemap.xml
Publish a sitemap.xml to aid structural discovery for agent crawlers.
● Configure llms.txt AI Entrypoint
Implement a /llms.txt file with Markdown summaries and links to guide AI crawlers.
● 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.
● 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.
● 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
Initializing graph engine...
Ecosystem Connection Logs
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OCR Accuracy Explained: How to Improve It👉 LINKSWebhooks
Blog👉 REFERENCESOCR Accuracy Explained: How to Improve It
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OCR Accuracy Explained: How to Improve It👉 LINKSLlamaIndex | AI Agents for Document OCR + Workflows
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Blog👉 REFERENCESKYC Automation: How to Replace Manual Verification at Scale
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How Agentic Document Extraction Improves Accuracy and Automation👉 LINKSWebhooks
Blog👉 REFERENCESHow Agentic Document Extraction Improves Accuracy and Automation
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What Is Agentic OCR? The Next Evolution of Intelligent Document Automation👉 LINKSWebhooks
Blog👉 REFERENCESWhat Is Agentic OCR? The Next Evolution of Intelligent Document Automation
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Blog👉 REFERENCESDocument AI Guide: Agentic OCR & Workflows | LlamaIndex
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Blog👉 REFERENCESLlamaParse Platform Node for n8n: Parse, Classify, Extract & Retrieve Documents with AI
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Blog👉 REFERENCESBuild a Loan Underwriting Pipeline with LlamaParse
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Build a Loan Underwriting Pipeline with LlamaParse👉 LINKSLlamaIndex | AI Agents for Document OCR + Workflows
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Blog👉 REFERENCESAgentic Document Processing: How AI Agents Automate Workflows
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Blog👉 REFERENCESLLM APIs Aren’t Complete Document Parsers: Why | LlamaIndex
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Announcing Granular Bounding Boxes in LlamaParse👉 LINKSWebhooks
Blog👉 REFERENCESAnnouncing Granular Bounding Boxes in LlamaParse
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LlamaParse Retrieval Harness: Filesystem Primitives for AI Agents👉 LINKSWebhooks
Blog👉 REFERENCESLlamaParse Retrieval Harness: Filesystem Primitives for AI Agents
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LlamaParse Retrieval Harness: Filesystem Primitives for AI Agents👉 LINKSLlamaIndex | AI Agents for Document OCR + Workflows
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grep vs. RAG: Choosing the Right Search Strategy for AI Agents👉 LINKSWebhooks
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grep vs. RAG: Choosing the Right Search Strategy for AI Agents👉 LINKSLlamaIndex | AI Agents for Document OCR + Workflows
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grep vs. RAG: Choosing the Right Search Strategy for AI Agents👉 LINKSwww.llamaindex.ai/solutions/engineering
grep vs. RAG: Choosing the Right Search Strategy for AI Agents👉 LINKSwww.llamaindex.ai/solutions/administrative-operations
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grep vs. RAG: Choosing the Right Search Strategy for AI Agents👉 LINKSwww.llamaindex.ai/industry/healthcare-pharma
Secure Filesystem Access for Coding Agents | LlamaIndex👉 LINKSWebhooks
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Secure Filesystem Access for Coding Agents | LlamaIndex👉 LINKScloud.llamaindex.ai/
Secure Filesystem Access for Coding Agents | LlamaIndex👉 LINKSLlamaIndex | AI Agents for Document OCR + Workflows
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liteparse-grpc: gRPC Server for LiteParse Document Parsing👉 LINKSWebhooks
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liteparse-grpc: gRPC Server for LiteParse Document Parsing👉 LINKScloud.llamaindex.ai/
liteparse-grpc: gRPC Server for LiteParse Document Parsing👉 LINKSLlamaIndex | AI Agents for Document OCR + Workflows
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Citations And Reasoning In LlamaExtract Guide | LlamaIndex👉 LINKSWebhooks
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LlamaParse Update May 2025: New Models & Skew Fixes | LlamaIndex👉 LINKSWebhooks
Blog👉 REFERENCESLlamaParse Update May 2025: New Models & Skew Fixes | LlamaIndex
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LlamaParse Update May 2025: New Models & Skew Fixes | LlamaIndex👉 LINKSLlamaIndex | AI Agents for Document OCR + Workflows
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LlamaParse Update May 2025: New Models & Skew Fixes | LlamaIndex👉 LINKSwww.llamaindex.ai/llamaparse
LlamaParse Update May 2025: New Models & Skew Fixes | LlamaIndex👉 LINKSwww.llamaindex.ai/llamaextract
LlamaParse Update May 2025: New Models & Skew Fixes | LlamaIndex👉 LINKSwww.llamaindex.ai/llamacloud-index
LlamaParse Update May 2025: New Models & Skew Fixes | LlamaIndex👉 LINKSwww.llamaindex.ai/liteparse
LlamaParse Update May 2025: New Models & Skew Fixes | LlamaIndex👉 LINKSwww.llamaindex.ai/workflows
LlamaParse Update May 2025: New Models & Skew Fixes | LlamaIndex👉 LINKSwww.llamaindex.ai/llamaindex
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LlamaParse Update May 2025: New Models & Skew Fixes | LlamaIndex👉 LINKSwww.llamaindex.ai/solutions/administrative-operations
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LlamaParse Update May 2025: New Models & Skew Fixes | LlamaIndex👉 LINKSwww.llamaindex.ai/industry/insurance
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LlamaParse Update May 2025: New Models & Skew Fixes | LlamaIndex👉 LINKSwww.llamaindex.ai/industry/manufacturing
LlamaParse Update May 2025: New Models & Skew Fixes | LlamaIndex👉 LINKSwww.llamaindex.ai/industry/healthcare-pharma
Parse-Flow: Open-Source Visual Document Intelligence Workflow Designer👉 LINKSWebhooks
Blog👉 REFERENCESParse-Flow: Open-Source Visual Document Intelligence Workflow Designer
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Parse-Flow: Open-Source Visual Document Intelligence Workflow Designer👉 LINKScloud.llamaindex.ai/
Parse-Flow: Open-Source Visual Document Intelligence Workflow Designer👉 LINKSLlamaIndex | AI Agents for Document OCR + Workflows
Parse-Flow: Open-Source Visual Document Intelligence Workflow Designer👉 LINKSwww.llamaindex.ai/llamacloud
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