Andrew Espira
Andrew Espira is Open a production MCP lookup_mpfs trace, run a ternary check, and change one field. SUPPORTED, CONTRADICTED, and INSUFFICIENT_EVIDENCE.. It is ranked #5299 on the Dev Radar, in AI dev tools, first seen 20 days ago and shared in 1 post (354 views).
Does the action follow the evidence? A follow-along on MCP traces — Andrew Espira Does the action follow the evidence? A follow-along on MCP traces Home Blog MCP traces Sep 29, 2026 Andrew Espira MCP goose Tutorial Agent traces are good at recording what an agent did: which MCP tool it called, and what came back. They are much quieter about a narrower question. Given the tool evidence the agent actually obtained, does its final action follow from that evidence? This is a follow-along for that question, on one production call. The traces are a real lookup_mpfs result for CPT 99213 from rci-knowledge : public CMS fee-schedule data, not a toy…
What people said about Andrew Espira on X
Your agent can claim it checked the database. Did it actually? @AEspirado's follows-from checker won't let it get away with the difference. SUPPORTED, CONTRADICTED, or INSUFFICIENT_EVIDENCE — no middle ground, no taking the agent's word for it. https://espiradev.org/blog/mcp-trace-follows-from.html#
— @AgenticAIFdn, 20 days ago · 5 likes · see the post
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Andrew Espira in numbers
- Rank on the Dev Radar: #5299 of 8801
- Shared in 1 post by 1 account: @AgenticAIFdn
- 354 views on those posts
- First seen 20 days ago, last shared 20 days ago
- Pricing seen by AGK Intelligence: not stated
- Market: AI dev tools
FAQ
What is Andrew Espira?
Open a production MCP lookup_mpfs trace, run a ternary check, and change one field. SUPPORTED, CONTRADICTED, and INSUFFICIENT_EVIDENCE. It was first shared on X 20 days ago and is ranked #5299 on the Dev Radar.
Is Andrew Espira free?
Pricing is not stated on the page we read.
Who shared Andrew Espira?
1 account on X, including @AgenticAIFdn, in 1 post totalling 354 views.
Every post is read and classified by AGK Intelligence: what it is, which market it belongs to, and whether the link is a real tool. 31.2k posts from 5k X accounts over the last 21 days, 8.8k tools, 12 markets. New posts are collected several times an hour and the full ranking is recomputed every hour — last update 2026-10-30 21:12 UTC. Full method.