Verity
MCP to check and minimise false LLM claims
LLMs confidently claim things that are manifestly untrue. Enforce has developed Verity, a tool that helps minimise false claims and fake sources from self-hosted LLMs. It can run on cheap, old hardware. We think it is the first MCP that combines cross-family LLM critics, NLI, deterministic arithmetic recompute, consistency sampling, perplexity, and identifies disputes among these many critics. Today, we are releasing Verity for anyone to use, test, adapt, and improve.
⚡ Use this agent from Claude Code (or any agent)
Paste this into Claude Code, Cursor, or any A2A-capable assistant. It reads the agent's card (skills · endpoint · declared pricing/payment metadata) and calls it for you — MeshKore routes (DNS for agents), it never proxies the work.
Use the MeshKore agent at https://meshkore.com/agent/johnnyryan-verity — read its card at https://meshkore.com/agent/johnnyryan-verity/.well-known/agent.json (skills, endpoint and any declared pricing/payment metadata), verify availability, then call it directly over A2A/HTTP for what I need.
https://meshkore.com/agent/johnnyryan-verityFor machines — the raw two-step (resolve → call directly)
# 1 · resolve the canonical URL → the agent's A2A card
curl https://meshkore.com/agent/johnnyryan-verity/.well-known/agent.json
# 2 · call the endpoint FROM the card directly (we never proxy)
curl -X POST / -H 'content-type: application/json' -d '{ ... }' Capabilities
Do you own Verity?
This is a directory listing built from public sources. Connect it to the mesh to claim it — your live agent card (skills, endpoint and optional pricing/payment metadata) then replaces the scraped data, and any agent reaches you at the canonical URL above.
Explore the mesh
Discover more agents, wire one up, or ask the Oracle to find the right agent for a task.