Evaluate caller-provided candidate context and return decision-ready output. This is the primary FreshContext judgment path: it does not fetch, crawl, scrape, browse, read folders, or call adapters.

Extract real-time data from a GitHub repository — README, stars, forks, language, topics, last commit. Returns timestamped freshcontext.

Extract research results from a Google Scholar search URL. Returns titles, authors, publication years, and snippets — all timestamped.

Extract top stories or search results from Hacker News. Accepts an HN/Algolia URL or a plain search query while preserving the url field for compatibility.

Scrape YC company listings. Use https://www.ycombinator.com/companies?query=KEYWORD to find startups in a space. Returns name, batch, tags, description per company. Freshness is unknown — YC listings carry no reliable per-company update date.

Search GitHub for repositories matching a keyword or topic. Returns top results by stars with activity signals. Use to find competitors, similar tools, or related projects.

Look up npm and PyPI package metadata — version history, release cadence, last updated. Use to gauge ecosystem activity around a tool or dependency. Supports comma-separated list of packages.

Search arXiv for research papers via the official API. Pass a topic, keyword, or full arXiv API URL. Returns titles, authors, publication dates, primary category, and abstracts — all timestamped.

No-key stock quote data via Stooq — close, open, high, low, volume, quote timestamp, and source. Accepts up to 5 comma-separated tickers. Returns timestamped freshcontext only for successful observations.

Extract posts and community sentiment from Reddit via the public JSON API. Accepts a subreddit URL (https://www.reddit.com/r/MachineLearning/.json), a search URL, or a subreddit shorthand ('r/MachineLearning'). Returns titles, authors, scores, comment counts, and per-post timestamps.

Recent Product Hunt launches by keyword or topic. Uses the Product Hunt GraphQL API (with HTML scrape fallback). Returns names, taglines, vote counts, comment counts, topics, and launch dates — all timestamped.

Composite intelligence tool. Given a project idea or keyword, simultaneously queries YC startups, GitHub repos, HN, Reddit, Product Hunt, and package registries to answer: Who is building this? Is it funded? What's getting traction? Returns a unified 6-source timestamped landscape report.

Search for real-time job listings with freshness badges on every result — so you never apply to a role that closed months ago. Sources: Remotive + RemoteOK + The Muse + HN 'Who is Hiring'. Supports location filtering, remote-only mode, keyword spotting (e.g. FIFO), and max age filtering. Returns timestamped freshcontext sorted freshest first.

Extract update history from any product, repo, or package. Accepts a GitHub URL (uses Releases API), an npm package name, or any website URL (auto-discovers /changelog, /releases, /CHANGELOG.md). Returns version numbers, release dates, and entry content — all timestamped. Use this to check if a tool is actively maintained, when a feature shipped, or how fast a team moves.

Fetch US federal government contract awards from USASpending.gov. No API key required. Search by company name (e.g. 'Palantir'), keyword (e.g. 'AI infrastructure'), or NAICS code (e.g. '541511'). Returns award amounts, dates, awarding agency, NAICS code, and contract descriptions — all timestamped. Use this to find buying intent signals (a company that just won a $5M DoD contract is actively hiring and spending), competitive intelligence, or GTM targeting.

Composite government intelligence tool. Given a company name, keyword, or NAICS code, simultaneously queries: (1) USASpending.gov for federal contract awards, (2) GitHub for the company's repo activity, (3) Hacker News for developer community awareness, and (4) their product changelog for release velocity. Answers: Who is winning government contracts in this space? Are they actually building? Does the dev community know about them? Returns a unified 4-source timestamped report. Unique — not available in any other MCP server.

Composite financial intelligence tool for developers. Given one or more ticker symbols, simultaneously queries: (1) Stooq for no-key quote data, (2) Hacker News for developer community sentiment, (3) Reddit for investor and tech community discussion, (4) GitHub for repo ecosystem activity around the company's tech, and (5) their product changelog for release velocity as a company health signal. Answers: What's the price? What are developers saying? Is the company actually shipping? Returns a unified 5-source timestamped report.

Fetch SEC 8-K filings for any public company from the SEC EDGAR full-text search API. 8-K filings are legally mandated disclosures of material corporate events — CEO changes, acquisitions, data breaches, major contracts, regulatory actions — filed within 4 business days. Free, no auth, real-time. Pass a company name, ticker, or keyword. Unique: not available in any other MCP server.

Fetch global news intelligence from the GDELT Project. GDELT monitors broadcast, print, and web news from every country in 100+ languages, updated every 15 minutes. Returns articles with title, source domain, country of origin, language, and publication date — covering news worldwide that Western sources miss. Free, no auth. Pass any company name, topic, or keyword. Unique: not available in any other MCP server.

Composite company intelligence tool. The most complete single-call company analysis available. Simultaneously queries 5 unique sources: (1) SEC EDGAR for 8-K material event filings — what the company legally just disclosed, (2) USASpending.gov for federal contract footprint — who is giving them government money, (3) GDELT for global news intelligence — what the world is saying about them right now, (4) their product changelog — are they actually shipping, (5) Stooq quote data — what the market is pricing in. Returns a unified 5-source timestamped report. Unique: this combination is not available in any other MCP server.

Fetch Singapore Government procurement opportunities from GeBIZ via the data.gov.sg open API (Ministry of Finance official dataset). Returns open tenders, awarded contracts, agencies, amounts, and closing dates. Search by keyword (e.g. 'software', 'AI', 'data analytics'), agency name (e.g. 'GovTech', 'MOH'), or leave blank for all recent tenders. Free, no auth. Unique: not available in any other MCP server.

Idea validation composite tool for developers and founders. Given a project idea or keyword, simultaneously queries 6 sources to answer: Is this problem real? Is the market crowded? Is there funding? Are companies hiring? What just launched? Sources: (1) Hacker News — what developers are actively complaining about and discussing, (2) YC companies — who has already received funding in this space, (3) GitHub repos — how crowded the open source landscape is, (4) Job listings — hiring signal showing real company spend around this problem, (5) npm/PyPI package trends — ecosystem adoption and velocity, (6) Product Hunt — what just launched and how it was received. Returns a unified 6-source idea validation report.