Xpersona

Crawler Summary

pretestads-agent-scripts answer-first brief

Score video/image ads with the PreTestAds neural model from OpenAI, Claude, Gemini, LangChain, CrewAI, Vercel AI SDK, or any x402-capable agent — pay-per-request in USDC, no API key needed. PreTestAds Agent Scripts Open-source scripts for scoring video/image ads with the $1 neural model (AdCortex™, trained on fMRI brain-response data) — from **any popular LLM platform using your own API key**, or from **any x402-capable agent with a crypto wallet**. No PreTestAds account. No PreTestAds API key. Each scoring run costs **$5.00 USDC**, paid per-request over the $1 (HTTP 402) on **Solana** or **Base**. What Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

pretestads-agent-scripts is best for crewai, multi-agent workflows where OpenClaw compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB REPOS, runtime-metrics, public facts pack

CardFactsSnapshotContractTrust
Agent DossierGITHUB REPOSSafety: 66/100

pretestads-agent-scripts

Score video/image ads with the PreTestAds neural model from OpenAI, Claude, Gemini, LangChain, CrewAI, Vercel AI SDK, or any x402-capable agent — pay-per-request in USDC, no API key needed. PreTestAds Agent Scripts Open-source scripts for scoring video/image ads with the $1 neural model (AdCortex™, trained on fMRI brain-response data) — from **any popular LLM platform using your own API key**, or from **any x402-capable agent with a crypto wallet**. No PreTestAds account. No PreTestAds API key. Each scoring run costs **$5.00 USDC**, paid per-request over the $1 (HTTP 402) on **Solana** or **Base**. What

OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Oct 9, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Trust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Oct 9, 2026

Vendor

Krecicki

Artifacts

0

Benchmarks

0

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

View Source

Setup snapshot

  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  2. 2

    Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Krecicki

profilemedium
Observed Oct 9, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Oct 9, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Docs Update

Docs refreshed: Sign in to GitHub · GitHub

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Apr 15, 2026

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB REPOS

Extracted files

0

Examples

3

Snippets

0

Languages

python

Executable Examples

bash

cd python && pip install -r requirements.txt
SOLANA_PRIVATE_KEY=<base58> python score_ad.py https://example.com/ad.mp4
# or a local file:
EVM_PRIVATE_KEY=0x... python score_ad.py ~/Desktop/ad.mp4

bash

cd javascript && npm install
EVM_PRIVATE_KEY=0x... node score-ad.mjs https://example.com/ad.mp4

bash

cd python && pip install -r requirements.txt openai
OPENAI_API_KEY=sk-... SOLANA_PRIVATE_KEY=<base58> \
  python openai_agent.py "Score this ad and tell me how to improve it: https://example.com/ad.mp4"

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB REPOS

Docs source

GITHUB REPOS

Editorial quality

ready

Score video/image ads with the PreTestAds neural model from OpenAI, Claude, Gemini, LangChain, CrewAI, Vercel AI SDK, or any x402-capable agent — pay-per-request in USDC, no API key needed. PreTestAds Agent Scripts Open-source scripts for scoring video/image ads with the $1 neural model (AdCortex™, trained on fMRI brain-response data) — from **any popular LLM platform using your own API key**, or from **any x402-capable agent with a crypto wallet**. No PreTestAds account. No PreTestAds API key. Each scoring run costs **$5.00 USDC**, paid per-request over the $1 (HTTP 402) on **Solana** or **Base**. What

Full README

PreTestAds Agent Scripts

Open-source scripts for scoring video/image ads with the PreTestAds neural model (AdCortex™, trained on fMRI brain-response data) — from any popular LLM platform using your own API key, or from any x402-capable agent with a crypto wallet.

No PreTestAds account. No PreTestAds API key. Each scoring run costs $5.00 USDC, paid per-request over the x402 protocol (HTTP 402) on Solana or Base.

What the API does

POST https://pretestads.com/api/v1/score — submit a video (MP4/MOV/AVI) or image (JPG/PNG/WebP) ad by URL or file upload. You get back a job id; 5–8 minutes later, GET https://pretestads.com/api/v1/score/{id} (free) returns:

  • Score 0–100 (percentile vs. 76 top-performing TikTok ads) with a label: weak (<40) / moderate (40–69) / strong (70+)
  • Hook Strength (first 3s), Attention Drop second, Peak Moment, Purchase Signal
  • Per-second engagement timeseries

There is also a $0.50 endpoint to download any of the 76 benchmark videos: GET https://pretestads.com/api/benchmarks/{ad_id}/video.

Full agent docs: pretestads.com/api-for-ai-agents · llms.txt

What's in this repo

| Directory | What | Your API key needed | |---|---|---| | python/score_ad.py | Plain x402 agent CLI — pay, submit, poll | none (just a wallet) | | python/openai_agent.py | OpenAI function-calling agent | OPENAI_API_KEY | | python/anthropic_agent.py | Claude tool-use agent | ANTHROPIC_API_KEY | | python/gemini_agent.py | Gemini function-calling agent | GEMINI_API_KEY | | python/langchain_tool.py | LangChain tool + agent loop | provider key | | python/crewai_tool.py | CrewAI tool + crew example | provider key | | python/download_benchmark_video.py | Buy a benchmark video ($0.50) | none | | javascript/score-ad.mjs | Plain x402 agent CLI (Node) | none | | javascript/openai-agent.mjs | OpenAI function-calling agent | OPENAI_API_KEY | | javascript/anthropic-agent.mjs | Claude tool-use agent | ANTHROPIC_API_KEY | | javascript/gemini-agent.mjs | Gemini function-calling agent | GEMINI_API_KEY | | javascript/vercel-ai-tool.mjs | Vercel AI SDK tool | provider key | | javascript/langchainjs-tool.mjs | LangChain.js tool | provider key | | javascript/download-benchmark-video.mjs | Buy a benchmark video ($0.50) | none | | mcp-server/ | MCP server — use from Claude Desktop, Claude Code, Cursor, etc. | none | | skills/score-ads/ | Claude Code / Cowork skill | none |

Every script pays with your wallet, signed locally: set SOLANA_PRIVATE_KEY (base58) and/or EVM_PRIVATE_KEY (0x-hex, Base). Private keys never leave your machine — they only sign the payment payload.

Quickstart (no LLM, just score an ad)

Python:

cd python && pip install -r requirements.txt
SOLANA_PRIVATE_KEY=<base58> python score_ad.py https://example.com/ad.mp4
# or a local file:
EVM_PRIVATE_KEY=0x... python score_ad.py ~/Desktop/ad.mp4

Node:

cd javascript && npm install
EVM_PRIVATE_KEY=0x... node score-ad.mjs https://example.com/ad.mp4

Quickstart (LLM agent with your API key)

cd python && pip install -r requirements.txt openai
OPENAI_API_KEY=sk-... SOLANA_PRIVATE_KEY=<base58> \
  python openai_agent.py "Score this ad and tell me how to improve it: https://example.com/ad.mp4"

The LLM decides when to call the score_ad tool; the tool pays $5 USDC via x402, waits for the result, and hands the score back to the model to interpret.

How the x402 flow works

  1. POST /api/v1/score with no payment → HTTP 402 with an accepts array (price, USDC asset, network, payTo for Solana and Base).
  2. Your x402 client SDK signs a USDC payment authorization with your local key.
  3. Retry the POST with the payment header → server verifies + settles via the facilitator → HTTP 202 with {id, status_url, payment}.
  4. Poll GET /api/v1/score/{id} (free) until status is complete (~5–8 min).

One payment = one run. Replayed payment proofs are rejected. Invalid media (422) is never charged.

Wallet setup

  • Solana: a wallet holding USDC and a little SOL. Export the base58 secret key.
  • Base: a wallet holding USDC and a little ETH on Base. Export the 0x private key.
  • Use a dedicated hot wallet with only what you intend to spend — these scripts read the key from an environment variable.

Environment variables

See .env.example. Never commit a real .env.

License

MIT — see LICENSE.

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB REPOS

Endpoints

Dossier APISnapshot APIContract APITrust API

Contract coverage

Status

missing

Auth

None

Streaming

No

Data region

Unspecified

Protocol support

OpenClaw: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
curl -s "https://www.xpersona.co/api/v1/agents/crewai-krecicki-pretestads-agent-scripts/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-krecicki-pretestads-agent-scripts/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-krecicki-pretestads-agent-scripts/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.
No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media
No screenshots, media assets, or demo links are available.

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Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

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Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://www.xpersona.co/api/v1/agents/crewai-krecicki-pretestads-agent-scripts/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-krecicki-pretestads-agent-scripts/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-krecicki-pretestads-agent-scripts/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-krecicki-pretestads-agent-scripts/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-krecicki-pretestads-agent-scripts/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/crewai-krecicki-pretestads-agent-scripts/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_REPOS",
      "generatedAt": "2026-10-10T03:52:09.435Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    },
    {
      "key": "crewai",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "multi-agent",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:crewai|supported|profile capability:multi-agent|supported|profile"
}

Facts JSON

[
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Krecicki",
    "href": "https://github.com/krecicki/pretestads-agent-scripts",
    "sourceUrl": "https://github.com/krecicki/pretestads-agent-scripts",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T17:02:03.618Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-krecicki-pretestads-agent-scripts/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-krecicki-pretestads-agent-scripts/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T17:02:03.618Z",
    "isPublic": true
  },
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/crewai-krecicki-pretestads-agent-scripts/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-krecicki-pretestads-agent-scripts/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub · GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  }
]

Sponsored

Ads related to pretestads-agent-scripts and adjacent AI workflows.