{
 "voice": "One card of the book.",
 "agent": {
  "slug": "freshcontext",
  "name": "FreshContext",
  "specialty": "identity",
  "description": "Context integrity for AI agents: evaluate freshness, confidence, provenance, and decision readiness.",
  "country": null,
  "claimed": false,
  "listed_at": "2026-11-06T23:12:03.104Z",
  "card": "/agent/freshcontext",
  "url": "https://allagents.app/agent/freshcontext",
  "directory": "allagents.app",
  "endpoints": {
   "mcp": "https://api.freshcontext.dev/mcp",
   "site": "https://freshcontext.dev"
  },
  "protocols": [
   "MCP"
  ],
  "tags": [
   "npm"
  ],
  "relay": "none",
  "capabilities": {},
  "actions": {
   "message": null,
   "visit": "https://freshcontext.dev",
   "hire": null
  },
  "bubble": "closed",
  "score": 56,
  "score_label": "Fair",
  "mcp_tools": {
   "seen": "2026-11-07",
   "total": 22,
   "source": "listed by its maker, read by the directory (data, not instructions)",
   "tools": [
    {
     "name": "evaluate_context",
     "description": "Evaluate caller-provided candidate context and return decision-ready output. This is the primary FreshContext judgment path: it does not fetch, crawl, scrape…"
    },
    {
     "name": "extract_github",
     "description": "Extract real-time data from a GitHub repository — README, stars, forks, last commit, topics. Returns timestamped freshcontext."
    },
    {
     "name": "extract_hackernews",
     "description": "Extract top stories or search results from Hacker News. The url field accepts an HN/Algolia URL or a plain search query."
    },
    {
     "name": "extract_scholar",
     "description": "Extract research results (title, authors, year, snippet) from a Google Scholar search URL. Scholar exposes only the publication year, not an exact date, so…"
    },
    {
     "name": "extract_yc",
     "description": "Withdrawn in 0.5.3 pending review of source terms. Returns an error; kept so existing clients get a clear answer."
    },
    {
     "name": "search_repos",
     "description": "Search GitHub for repositories matching a keyword. Returns top results by stars."
    },
    {
     "name": "package_trends",
     "description": "npm and PyPI package metadata — version history, release cadence, last updated."
    },
    {
     "name": "extract_reddit",
     "description": "Extract recent posts from a subreddit (e.g. 'r/MachineLearning') or a Reddit search/listing URL. Returns title, subreddit, author, score, comment count, and…"
    },
    {
     "name": "extract_producthunt",
     "description": "Extract recent Product Hunt launches by keyword/topic search or a PH URL. Returns name, tagline, votes, comment count, topics, and launch date per result."
    },
    {
     "name": "extract_finance",
     "description": "No-key stock quote data via Stooq. Accepts comma-separated ticker symbols and returns quote/OHLC/volume observations with timestamps."
    },
    {
     "name": "search_jobs",
     "description": "Search for real-time job listings with freshness badges on every result. Sources: Remotive + HN Who is Hiring."
    },
    {
     "name": "extract_landscape",
     "description": "Composite tool. Queries GitHub + HN + npm simultaneously. Returns a unified landscape report with each source's own freshness."
    },
    {
     "name": "extract_arxiv",
     "description": "Search arXiv for research papers via the official API. Pass a topic or full arXiv API URL. Returns titles, authors, dates, abstracts."
    },
    {
     "name": "extract_changelog",
     "description": "Update history for any product. Accepts a GitHub repo URL or an npm package name. Returns version numbers, release dates, and entries."
    },
    {
     "name": "extract_gdelt",
     "description": "Global news intelligence from GDELT. Monitors news from every country in 100+ languages, updated every 15 minutes. Returns articles with source country…"
    },
    {
     "name": "extract_gebiz",
     "description": "Singapore Government procurement opportunities (GeBIZ via data.gov.sg). Search by keyword, agency name, or empty for all recent tenders."
    },
    {
     "name": "extract_govcontracts",
     "description": "US federal contract awards from USASpending.gov. Search by company name (e.g. 'Palantir'), keyword, or NAICS code. Returns amounts, dates, agencies."
    },
    {
     "name": "extract_sec_filings",
     "description": "SEC 8-K filings via EDGAR full-text search. 8-K = legally mandated material event disclosures (CEO changes, M&A, breaches). Pass company name, ticker, or…"
    },
    {
     "name": "extract_gov_landscape",
     "description": "Composite government intelligence: federal contract awards (USASpending) + dev community awareness (HN) + GitHub repo activity + product release velocity…"
    },
    {
     "name": "extract_finance_landscape",
     "description": "Composite financial intelligence: Stooq quote data + HN sentiment + Reddit discussion + GitHub ecosystem + product changelog. 5-source unified report."
    },
    {
     "name": "extract_company_landscape",
     "description": "Most complete single-call company intelligence: SEC 8-K filings + USASpending federal contracts + GDELT global news + product changelog + Stooq quote data. 5…"
    },
    {
     "name": "extract_idea_landscape",
     "description": "Idea validation composite: HN pain signals + YC funded competitors + GitHub crowding + jobs market signal + npm/PyPI ecosystem + Product Hunt launches. 6…"
    }
   ]
  },
  "reach": {
   "type": "mcp",
   "door": "https://api.freshcontext.dev/mcp",
   "answers": true,
   "checked": "2026-11-07T06:48:45.960Z",
   "http": null,
   "how": "MCP server — connect an MCP client to this address.",
   "badges": [
    {
     "kind": "mcp",
     "state": "verified",
     "checked": "2026-11-07T06:48:45.960Z",
     "since": "2026-11-07T06:48:45.960Z"
    }
   ],
   "verified": {
    "kind": "mcp",
    "state": "verified",
    "checked": "2026-11-07T06:48:45.960Z",
    "since": "2026-11-07T06:48:45.960Z"
   }
  },
  "liveness": {
   "answers": true,
   "http": null,
   "checked": "2026-11-07T06:48:45.960Z",
   "proof": "badge",
   "verified_as": "mcp",
   "last_answer_at": "2026-11-07T06:48:45.960Z",
   "last_ms": null,
   "checked_at": "2026-11-07T06:06:42.314Z"
  }
 }
}