Tag: mcp
All the articles with the tag "mcp".
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Docs-as-Code as a Knowledge Distribution Stack
Updated:Markdown, Git, llms.txt, and MCP create human and agent read paths from one source, while AI-mediated pull requests remove Git fluency from writing.
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The MCP Proxy, Live: 206 Tools in 2,100 Tokens
Updated:A live MCP proxy reduced startup context from about 217,000 to 2,100 tokens across 206 tools. Most sessions now run from a ten-tool always-on set.
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What Actually Differs Across Search APIs Built for Agents
Updated:Exa, Parallel, Perplexity, and AgentCore span raw retrieval, generated answers, managed research, and monitoring. Comparing them starts with separating those layers.
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A 200 Response Does Not Prove Search Worked
HTTP success proves transport. A credible agent-search evaluation separately tests the contract, evidence, tool calls, lifecycle cleanup, and cost.
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Search Is a Pipeline, Not a Tool
Agent search works as a five-stage pipeline: discovery, extraction, verification, synthesis, and monitoring. Treating it as one tool hides the failures that matter.
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Web Search as a Managed Connector: Wiring Amazon Bedrock AgentCore WebSearch Into Any Agent
Updated:Amazon Bedrock AgentCore WebSearch is a managed MCP connector backed by an Amazon-operated index, authorized through IAM, and priced at $7 per 1,000 queries.
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MCP Became Stateless: Migrating a Real AgentCore Gateway
MCP 2026-07-28 removes protocol sessions from remote calls. Here is what changed in a working AgentCore WebSearch gateway, what stayed untouched, and how to migrate without breaking older clients.
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Open Data Wasn't Missing. The Interface Was.
A 12-domain benchmark and Sentinel-2 experiment show where the Registry of Open Data MCP server works, where search fails, and what the interface unlocks.