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Tools2026-08-04 · source-backed
It captures agent sessions against your server across Claude, ChatGPT and other clients, surfacing intent, reasoning, every tool call, and success scores, then groups sessions by use case ranked by volume and success rate and clusters failures by root cause. $50 per additional 1,000 credits. It targets a real gap: MCP server authors ship tools with almost no visibility into how agents actually use them. (Armature)
Each link below shares sources, entities, or timing with this story.
Gemini competes with ChatGPT / Shared entities / Shared topic / Earlier coverage / Tension
Linked by a graph relationship (Gemini competes with ChatGPT); both cover ChatGPT, Claude, MCP; overlapping topics (agent, server).
ChatGPT supports MCP / Shared entities / Shared topic
Linked by a graph relationship (ChatGPT supports MCP); both cover ChatGPT, CLAUDE, MCP; overlapping topics (agent, analytic, case).
ChatGPT supports MCP / Shared entities / Shared topic / Earlier coverage / Tension
Linked by a graph relationship (ChatGPT supports MCP); both cover Claude, MCP; overlapping topics (actually, agent, session).
ChatGPT supports MCP / Shared entities / Earlier coverage / Downstream implication
Linked by a graph relationship (ChatGPT supports MCP); both cover ChatGPT, Claude, MCP; earlier ChatGPT coverage from 2026-07-30.
ChatGPT supports MCP / Shared entity: MCP / Shared topic / Earlier coverage / Tension / Downstream implication
Linked by a graph relationship (ChatGPT supports MCP); both cover MCP; overlapping topics (against, agent, session, tool).
ChatGPT supports MCP / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (ChatGPT supports MCP); both cover CLAUDE, MCP; overlapping topics (against, call, server, tool).
Gemini competes with ChatGPT / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Gemini competes with ChatGPT); both cover Claude, MCP; overlapping topics (actually, against, agent, server).
Claude competes with ChatGPT / Shared entities / Shared topic / Earlier coverage
Linked by a graph relationship (Claude competes with ChatGPT); both cover Claude, MCP; overlapping topics (agent, call, server, tool).