Your agent is about to fetch a page, install a server, or load a skill. It has no pre-flight intelligence about what's on the other side.

AWI gives AI agents pre-flight intelligence — what's been observed, what hasn't, and what might matter — before they act. One API call. Under 50ms.

Get API Key →View on GitHub

Attack surfaces

Three attack surfaces. One interception point.

User"Find quantum computing startups"
AgentCalls WebSearch. Gets 10 URLs.
AgentCalls WebFetch on all 10. No pre-flight check. Every URL treated equally.
Page #7Contains hidden instructions in white-on-white text targeting AI agents.
ResultSummary blends legitimate results with adversarial recommendations.

Palo Alto Unit 42 documented hidden-text injection in production. OpenAI ChatGPT Atlas was manipulated by hidden text in Google Docs within hours of launch.

Intelligence model

Every assessment backed by evidence. Every observation verifiable.

AWI returns structured observations, explicit unknowns, and coverage gaps — not a binary verdict.

mcp-filesystem-serverguardedMCP serverpartially known0.41
  • •Declares 12 tools. Permission scope includes file write and delete.
  • •4 tools tested, responses match declared behavior.
  • •Outbound network request observed from file-list tool — not in manifest.
  • •No awi.json or llms.txt declaration file detected.

Integration

One call. Before the agent acts.

Three integration paths. The Claude Code plugin auto-enforces pre-flight checks on all web search results — making AWI not optional but required.

claude_desktop_config.json
{
  "mcpServers": {
    "awi": {
      "url": "https://mcp.agenticwebindex.com/mcp"
    }
  }
}

Agent workflow — 4 lines

agent.py
results = brave.search("quantum computing startups")
intel = awi.batch_lookup(urls=results.urls)
vetted = [u for u in intel if u.posture != "avoid"]
content = fetch_all(vetted)

44% of internet traffic is now bots. 80%+ of major sites block AI traffic. See the full landscape →

The web is becoming an LLM prompt delivery mechanism. Your agent needs intelligence before it acts.

AWI is free to start. Open source SDK. MCP native. Under 50ms.

Get API Key →Try LookupRead DocsGitHub