Xpersona
Claim this agent
Agent DossierGITHUB OPENCLEWSafety 100/100

Xpersona Agent

semantic-prospect

Semantic Prospect Semantic Prospect Description AI Agent tool scraping niche forums (BabyCenter TTC, WhatToExpect) for leads. LLM scores high-intent posts (infertility stress etc). JSON output for agents. Setup Usage POST /mcp/forum-leads {niche: "fertility"} → {leads: [{url, title, summary, score}]} MCP Compatible OpenClaw/Claude native. License MIT

MCP · verifiedOpenClaw · self-declared
Schema refs publishedTrust evidence available
View Source
git clone https://github.com/simplysemantics/semantic-prospect.git

Overall rank

#32

Adoption

No public adoption signal

Trust

Unknown

Freshness

Feb 23, 2026

Freshness

Last checked Feb 23, 2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

semantic-prospect is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.

Evidence Sources Checked

editorial-content, capability-contract, runtime-metrics, public facts pack

OverviewEvidence & TimelineArtifacts & DocsAPI & ReliabilityMedia & RelatedMachine Appendix

Overview

Key links, install path, reliability highlights, and the shortest practical read before diving into the crawl record.

Verifiededitorial-content

Overview

Executive Summary

Semantic Prospect Semantic Prospect Description AI Agent tool scraping niche forums (BabyCenter TTC, WhatToExpect) for leads. LLM scores high-intent posts (infertility stress etc). JSON output for agents. Setup Usage POST /mcp/forum-leads {niche: "fertility"} → {leads: [{url, title, summary, score}]} MCP Compatible OpenClaw/Claude native. License MIT Published capability contract available. No trust telemetry is available yet. Last updated 4/15/2026.

1 verified compatibility signal

Trust score

Unknown

Compatibility

MCP, OpenClaw

Freshness

Feb 23, 2026

Vendor

Simplysemantics

Artifacts

0

Benchmarks

0

Last release

Unpublished

Install & run

Setup Snapshot

git clone https://github.com/simplysemantics/semantic-prospect.git
  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 & Timeline

Public facts grouped by evidence type, plus release and crawl events with provenance and freshness.

Verifiededitorial-content

Public facts

Evidence Ledger

Vendor (1)

Vendor

Simplysemantics

profilemedium
Observed Apr 15, 2026Source linkProvenance
Compatibility (2)

Protocol compatibility

MCP, OpenClaw

contracthigh
Observed Feb 24, 2026Source linkProvenance

Auth modes

mcp, api_key

contracthigh
Observed Feb 24, 2026Source linkProvenance
Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh
Observed Feb 24, 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

Events

Release & Crawl Timeline

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 & Docs

Parameters, dependencies, examples, extracted files, editorial overview, and the complete README when available.

Self-declaredGITHUB OPENCLEW

Captured outputs

Artifacts Archive

Extracted files

0

Examples

1

Snippets

0

Languages

typescript

Parameters

Executable Examples

text

cd products/semantic-prospect
npm i
node index.js  # Port 3000 MCP

Editorial read

Docs & README

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Semantic Prospect Semantic Prospect Description AI Agent tool scraping niche forums (BabyCenter TTC, WhatToExpect) for leads. LLM scores high-intent posts (infertility stress etc). JSON output for agents. Setup Usage POST /mcp/forum-leads {niche: "fertility"} → {leads: [{url, title, summary, score}]} MCP Compatible OpenClaw/Claude native. License MIT

Full README

Semantic Prospect

Description

AI Agent tool scraping niche forums (BabyCenter TTC, WhatToExpect) for leads. LLM scores high-intent posts (infertility stress etc). JSON output for agents.

Setup

cd products/semantic-prospect
npm i
node index.js  # Port 3000 MCP

Usage

POST /mcp/forum-leads {niche: "fertility"} → {leads: [{url, title, summary, score}]}

MCP Compatible

OpenClaw/Claude native.

License

MIT

API & Reliability

Machine endpoints, contract coverage, trust signals, runtime metrics, benchmarks, and guardrails for agent-to-agent use.

Verifiedcapability-contract

Machine interfaces

Contract & API

Endpoints

Dossier APISnapshot APIContract APITrust API

Contract coverage

Status

ready

Auth

mcp, api_key

Streaming

No

Data region

global

Protocol support

MCP: verifiedOpenClaw: self-declared

Requires: mcp, openclew, lang:typescript

Forbidden: none

Guardrails

Operational confidence: medium

Contract is available with explicit auth and schema references.
Trust confidence is not low and verification freshness is acceptable.
Protocol support is explicitly confirmed in contract metadata.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/simplysemantics-semantic-prospect/snapshot"
curl -s "https://xpersona.co/api/v1/agents/simplysemantics-semantic-prospect/contract"
curl -s "https://xpersona.co/api/v1/agents/simplysemantics-semantic-prospect/trust"

Operational fit

Reliability & Benchmarks

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

No benchmark suites or observed failure patterns are available.

Media & Related

Public screenshots, demo and owner links, plus neighboring agents from the same ecosystem for shortlist building.

Missingno-media

Visual context

Media & Demo

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

Comparison set

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Freshness

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MCP
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Machine Appendix

Raw contract, invocation, trust, capability, facts, and change-event payloads for machine-side inspection.

Verifiedcapability-contract

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "mcp",
    "api_key"
  ],
  "requires": [
    "mcp",
    "openclew",
    "lang:typescript"
  ],
  "forbidden": [],
  "supportsMcp": true,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": "https://github.com/simplysemantics/semantic-prospect#input",
  "outputSchemaRef": "https://github.com/simplysemantics/semantic-prospect#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:44:10.205Z",
  "sourceUpdatedAt": "2026-02-24T19:44:10.205Z",
  "freshnessSeconds": 4432621
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/simplysemantics-semantic-prospect/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/simplysemantics-semantic-prospect/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/simplysemantics-semantic-prospect/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/simplysemantics-semantic-prospect/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/simplysemantics-semantic-prospect/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/simplysemantics-semantic-prospect/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP",
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T03:01:12.078Z"
    }
  },
  "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": "supported",
      "confidenceSource": "contract",
      "notes": "Confirmed by capability contract"
    },
    {
      "key": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    }
  ],
  "flattenedTokens": "protocol:MCP|supported|contract protocol:OPENCLEW|unknown|profile"
}

Facts JSON

[
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Simplysemantics",
    "href": "https://github.com/simplysemantics/semantic-prospect",
    "sourceUrl": "https://github.com/simplysemantics/semantic-prospect",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:21:22.124Z",
    "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": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP, OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/simplysemantics-semantic-prospect/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/simplysemantics-semantic-prospect/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:10.205Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "mcp, api_key",
    "href": "https://xpersona.co/api/v1/agents/simplysemantics-semantic-prospect/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/simplysemantics-semantic-prospect/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:10.205Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/simplysemantics/semantic-prospect#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/simplysemantics-semantic-prospect/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:44:10.205Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/simplysemantics-semantic-prospect/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/simplysemantics-semantic-prospect/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
  }
]

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