freshcontext
Freshness-aware AI retrieval with 21 MCP tools for timestamped, decay-ranked live signals.
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What it can do
What data it sees
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Freshness-aware AI retrieval with 21 MCP tools for timestamped, decay-ranked live signals.
Server tool list (22)
Raw names from tools/list. Only developers need these.
| evaluate_context | 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_github | Extract real-time data from a GitHub repository — README, stars, forks, last commit, topics. Returns timestamped freshcontext. |
| extract_hackernews | Extract top stories or search results from Hacker News. The url field accepts an HN/Algolia URL or a plain search query. |
| extract_scholar | Extract research results (title, authors, year, snippet) from a Google Scholar search URL. Scholar exposes only the publication year, not an exact date, so freshness confidence is capped at medium. |
| extract_yc | Scrape YC company listings from a ycombinator.com/companies search URL. Returns name, batch, status, tags, and description per company. Freshness is unknown — YC listings carry no reliable per-company update date. |
| search_repos | Search GitHub for repositories matching a keyword. Returns top results by stars. |
| package_trends | npm and PyPI package metadata — version history, release cadence, last updated. |
| extract_reddit | Extract recent posts from a subreddit (e.g. 'r/MachineLearning') or a Reddit search/listing URL. Returns title, subreddit, author, score, comment count, and post date per result. |
| extract_producthunt | 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. |
| extract_finance | No-key stock quote data via Stooq. Accepts comma-separated ticker symbols and returns quote/OHLC/volume observations with timestamps. |
| search_jobs | Search for real-time job listings with freshness badges on every result. Sources: Remotive + HN Who is Hiring. |
| extract_landscape | Composite tool. Queries GitHub + HN + npm simultaneously. Returns a unified landscape report with each source's own freshness. |
| extract_arxiv | Search arXiv for research papers via the official API. Pass a topic or full arXiv API URL. Returns titles, authors, dates, abstracts. |
| extract_changelog | Update history for any product. Accepts a GitHub repo URL or an npm package name. Returns version numbers, release dates, and entries. |
| extract_gdelt | Global news intelligence from GDELT. Monitors news from every country in 100+ languages, updated every 15 minutes. Returns articles with source country, language, date. |
| extract_gebiz | Singapore Government procurement opportunities (GeBIZ via data.gov.sg). Search by keyword, agency name, or empty for all recent tenders. |
| extract_govcontracts | US federal contract awards from USASpending.gov. Search by company name (e.g. 'Palantir'), keyword, or NAICS code. Returns amounts, dates, agencies. |
| extract_sec_filings | 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 keyword. |
| extract_gov_landscape | Composite government intelligence: federal contract awards (USASpending) + dev community awareness (HN) + GitHub repo activity + product release velocity (changelog). 4-source unified report. |
| extract_finance_landscape | Composite financial intelligence: Stooq quote data + HN sentiment + Reddit discussion + GitHub ecosystem + product changelog. 5-source unified report. |
| extract_company_landscape | Most complete single-call company intelligence: SEC 8-K filings + USASpending federal contracts + GDELT global news + product changelog + Stooq quote data. 5 unique sources. |
| extract_idea_landscape | Idea validation composite: HN pain signals + YC funded competitors + GitHub crowding + jobs market signal + npm/PyPI ecosystem + Product Hunt launches. 6 sources. |