AgentRel is the marketing platform for agent tool makers. Whether you build MCP servers, plugins, SDKs, APIs, or connectors — optimize your docs and positioning so AI agents can discover and adopt your tool.
Scan Your SDK Free →AI agents can and do browse the web, search for docs, and evaluate tools. The problem isn't discoverability — it's that most documentation isn't optimized for agent consumption. The tools that get this right will win the agent ecosystem.
AI agents are becoming the primary consumers of tools across the ecosystem. If your tool isn't agent-optimized, you're invisible to the fastest-growing adoption channel.
Existing developer marketing platforms weren't built for agents. No one is tracking how agents discover MCP servers, evaluate plugins, or choose between competing APIs.
MCP servers, Claude skills, LangChain plugins, OpenAI actions — the agent ecosystem is growing fast. But most builders have no idea if agents can even find their tool.
Agents evaluate, integrate, and either adopt or discard your tool in seconds. They're reading your docs right now — but is your documentation optimized for agent reasoning?
Analyze how easily AI agents can discover, understand, and integrate your tool. Score your documentation, API schemas, setup guides, and examples against what agents need to successfully adopt.
Track agent-specific adoption patterns: tool selection frequency, integration success rates, context window mentions across LLMs, and compatibility signals across agent frameworks (LangChain, CrewAI, AutoGen, Claude MCP).
See how agents rank your tool against alternatives. Understand which competing tools agents prefer, why they switch, and what integration barriers cause agents to abandon your tool for a competitor.
Daily intelligence briefs on your agent adoption funnel. Integration friction points, documentation gaps agents encounter, positioning improvements that would increase agent discovery. Not dashboards — decisions.
You built an MCP server — now make sure agents can discover it. Track which Claude instances integrate your server and where they drop off.
LangChain plugins, OpenAI actions, Zapier connectors — if agents consume your integration, AgentRel shows you how to optimize for adoption.
Stripe, Twilio, Plaid — agents are already calling your APIs. Know your agent-readiness score and fix integration gaps before competitors do.
AgentRel is the marketing platform for the agent ecosystem. Whether you build MCP servers, plugins, SDKs, or APIs — make sure agents can find you.
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