ShortlistLens
Structured website and review evidence for AI-assisted local-business shortlisting.
Crawler Summary
Financial context your AI actually understands. Your agent stops guessing. Numbers are AI's weakest input. PreReason delivers language, its strongest skill. One API call returns a pre-reasoned briefing with trend signals, confidence scores, regime classification, and causal narratives. Not raw data to parse. Context to act on. **17 briefings** - BTC price, on-chain, mining economics, macro indicators (Fed, M2, yields, VIX, DXY) analyzed as BTC relationship signals **30 metrics** - each with signal interpretation, 7d/30d/90d trends, percentile rankings, and momentum **6 agent prompts** - daily briefing, risk check, mining profitability, regime classification, correlation scan, weekly recap Markdown output (~60% fewer tokens) or structured JSON. Sub-second latency. Free tier with no credit card. * Website: https://www.prereason.com * API Docs: https://api.prereason.com/api/docs * Pricing: https://www.prereason.com/pricing Financial context your AI actually understands. Your agent stops guessing. Numbers are AI's weakest input. PreReason delivers language, its strongest skill. One API call returns a pre-reasoned briefing with trend signals, confidence scores, regime classification, and causal narratives. Not raw data to parse. Context to act on. **17 briefings** - BTC price, on-chain, mining economics, macro indicators (Fed, M2, yields Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Freshness
Last checked 4/15/2026
Best For
PreReason is best for general automation workflows where MCP compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, Smithery, runtime-metrics, public facts pack
Financial context your AI actually understands. Your agent stops guessing. Numbers are AI's weakest input. PreReason delivers language, its strongest skill. One API call returns a pre-reasoned briefing with trend signals, confidence scores, regime classification, and causal narratives. Not raw data to parse. Context to act on. **17 briefings** - BTC price, on-chain, mining economics, macro indicators (Fed, M2, yields, VIX, DXY) analyzed as BTC relationship signals **30 metrics** - each with signal interpretation, 7d/30d/90d trends, percentile rankings, and momentum **6 agent prompts** - daily briefing, risk check, mining profitability, regime classification, correlation scan, weekly recap Markdown output (~60% fewer tokens) or structured JSON. Sub-second latency. Free tier with no credit card. * Website: https://www.prereason.com * API Docs: https://api.prereason.com/api/docs * Pricing: https://www.prereason.com/pricing Financial context your AI actually understands. Your agent stops guessing. Numbers are AI's weakest input. PreReason delivers language, its strongest skill. One API call returns a pre-reasoned briefing with trend signals, confidence scores, regime classification, and causal narratives. Not raw data to parse. Context to act on. **17 briefings** - BTC price, on-chain, mining economics, macro indicators (Fed, M2, yields
Public facts
3
Change events
0
Artifacts
0
Freshness
Apr 15, 2026
Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Apr 15, 2026
Vendor
Prereason
Artifacts
0
Benchmarks
0
Last release
Unpublished
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.
Setup snapshot
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
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.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Prereason
Protocol compatibility
MCP
Handshake status
UNKNOWN
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
0
Snippets
0
Languages
Unknown
Full documentation captured from public sources, including the complete README when available.
Docs source
Smithery
Editorial quality
ready
Financial context your AI actually understands. Your agent stops guessing. Numbers are AI's weakest input. PreReason delivers language, its strongest skill. One API call returns a pre-reasoned briefing with trend signals, confidence scores, regime classification, and causal narratives. Not raw data to parse. Context to act on. **17 briefings** - BTC price, on-chain, mining economics, macro indicators (Fed, M2, yields, VIX, DXY) analyzed as BTC relationship signals **30 metrics** - each with signal interpretation, 7d/30d/90d trends, percentile rankings, and momentum **6 agent prompts** - daily briefing, risk check, mining profitability, regime classification, correlation scan, weekly recap Markdown output (~60% fewer tokens) or structured JSON. Sub-second latency. Free tier with no credit card. * Website: https://www.prereason.com * API Docs: https://api.prereason.com/api/docs * Pricing: https://www.prereason.com/pricing Financial context your AI actually understands. Your agent stops guessing. Numbers are AI's weakest input. PreReason delivers language, its strongest skill. One API call returns a pre-reasoned briefing with trend signals, confidence scores, regime classification, and causal narratives. Not raw data to parse. Context to act on. **17 briefings** - BTC price, on-chain, mining economics, macro indicators (Fed, M2, yields
Financial context your AI actually understands.
Your agent stops guessing. Numbers are AI's weakest input. PreReason delivers language, its strongest skill. One API call returns a pre-reasoned briefing with trend signals, confidence scores, regime classification, and causal narratives. Not raw data to parse. Context to act on.
17 briefings - BTC price, on-chain, mining economics, macro indicators (Fed, M2, yields, VIX, DXY) analyzed as BTC relationship signals
30 metrics - each with signal interpretation, 7d/30d/90d trends, percentile rankings, and momentum
6 agent prompts - daily briefing, risk check, mining profitability, regime classification, correlation scan, weekly recap
Markdown output (~60% fewer tokens) or structured JSON. Sub-second latency. Free tier with no credit card.
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
curl -s "https://www.xpersona.co/api/v1/agents/smithery-prereason-briefings/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/smithery-prereason-briefings/contract"
curl -s "https://www.xpersona.co/api/v1/agents/smithery-prereason-briefings/trust"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
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
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
Structured website and review evidence for AI-assisted local-business shortlisting.
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63 production tools for AI agents — one API key, pay per call in USDC (x402) or Stripe credits.
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/smithery-prereason-briefings/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/smithery-prereason-briefings/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/smithery-prereason-briefings/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/smithery-prereason-briefings/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/smithery-prereason-briefings/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/smithery-prereason-briefings/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "SMITHERY",
"generatedAt": "2026-10-09T05:09:55.650Z"
}
},
"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": "MCP",
"type": "protocol",
"support": "unknown",
"confidenceSource": "profile",
"notes": "Listed on profile"
}
],
"flattenedTokens": "protocol:MCP|unknown|profile"
}Facts JSON
[
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Prereason",
"href": " https://www.prereason.com",
"sourceUrl": " https://www.prereason.com",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-04-15T00:34:02.402Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://www.xpersona.co/api/v1/agents/smithery-prereason-briefings/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/smithery-prereason-briefings/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-04-15T00:34:02.402Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://www.xpersona.co/api/v1/agents/smithery-prereason-briefings/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/smithery-prereason-briefings/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[]
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