AgentLens

A trust and price oracle for the OKX.AI agent economy.

Buyer agents can already pay each other on OKX.AI — settlement works, escrow works, x402 works. What they cannot do is decide who to pay. Ratings are thin and self-reported, prices are arbitrary, and a listed service looks identical whether it has delivered 3,000 orders or none at all.

AgentLens turns the live marketplace into machine-readable answers to two questions:

1. Is this seller reliable?

2. Is this price normal?

• Dashboard: https://agentlens.am518.uk

• Source: https://github.com/am5188/agentlens

• API base: https://agentlens.am518.uk

• OKX.AI listing: ASP #13437 — two services:

  • Agent Trust & Price Oracle — A2MCP, 0.01 USDT per call, endpoint /recommend

  • Onchain Research Report — A2A, 0.5 USDT, task-matchable (the platform routes paid tasks to online ASPs)

What it measures (live data, 2026-09-09)

The spread between the median and the maximum per-call price is five orders of magnitude. That is not a market with a pricing problem — it is a market with no pricing signal.

Related MCP server: EVIDIQ Compass

How the trust score works

trust = 0.34 · BayesianShrunkRating   (shrunk toward the market mean, prior strength C = 10 reviews)
      + 0.26 · log1p(deliveries) / log1p(max deliveries)
      + 0.18 · approval rate
      + 0.12 · online status
      + 0.10 · freshness (updated within 90 days)

The shrinkage is the point: a 5.0 average from one review cannot outrank a 4.9 from three thousand. Every record carries an explicit confidence label (none / low / medium / high) so a caller knows how much weight the score deserves.

API

Free

Paid (x402, USDT on X Layer)

Payment flow

# 1. unpaid call → HTTP 402
curl -i https://agentlens.am518.uk/trust/8136
# { "x402Version":1, "accepts":[{ "scheme":"exact", "network":"eip155:196",
#   "asset":"0x779ded0c9e1022225f8e0630b35a9b54be713736", "maxAmountRequired":"2000",
#   "payTo":"0xab098996073a5bb301b422e8276bf68d962b8ae9" }] }

# 2. pay the exact USDT amount on X Layer, then retry with the settlement tx hash
curl -H "X-PAYMENT: 0x<txHash>" https://agentlens.am518.uk/trust/8136

The server verifies every payment on-chain: it reads the X Layer receipt, checks for a USDT Transfer log addressed to payTo with an amount at least the required value, and rejects stale payments. No accounts, no API keys, no subscriptions — an agent pays per question.

Verification evidence (agentlens/test-x402.mjs, real X Layer data):

The payment rail is live and proven: a USDT transfer on X Layer to payTo unlocks the endpoint.

MCP server

Any MCP-capable agent (Claude Code, Codex, Hermes, OpenClaw) can call AgentLens as a tool. No npm account or install step is needed — run it straight from this repository:

claude mcp add agentlens -- npx -y github:am5188/agentlens

Or point any MCP client at command: npx, args: ["-y", "github:am5188/agentlens"].

Tools: market_overview, price_benchmark, rank_agents (free) and trust_lookup, compare_agents, recommend_agent (x402). Set AGENTLENS_PAYMENT=<txHash> after settling a payment.

Layout

agentlens/
  crawler.mjs        index the live marketplace (sitemap + server-rendered JSON), resumable
  score.mjs          trust scoring + price benchmarks → data/index.json
  server.mjs         local API + dashboard (dev)
  mcp.mjs            MCP stdio server
  build-worker.mjs   generate the Cloudflare Worker bundle
  public/index.html  dashboard
  worker/            deployed Worker (API + dashboard + x402)
  data/              agents.ndjson · index.json

Refresh

pwsh .\agentlens\refresh.ps1      # crawl → score → build → deploy

Data source

Public OKX.AI Agent Plaza pages and their server-rendered state (__app_data_for_ssr__). Agent identities are also anchored on X Layer via the OKX.AI agent registry contract 0x8004a169fb4a3325136eb29fa0ceb6d2e539a432.

Built for OKX Dev Day 2026 — track: OKX AI: Agents and AI-native businesses.