FreshContext

Measured conclusion: Alive, not deep-tested. L2 outcome: not_attempted.

Context integrity for AI agents: evaluate freshness, confidence, provenance, and decision readiness.

Add to your agent

Copy this into your MCP client config:

{
  "mcpServers": {
    "FreshContext": {
      "url": "https://api.freshcontext.dev/mcp",
      "transport": "streamable-http"
    }
  }
}

Measured tools (22)

• evaluate_context read-only

  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.

  Parameters:

  • profile (required) — string — Source Profile id, e.g. academic_research, jobs_opportunities, market_finance, official_docs, local_custom.
  • intent (required) — string — Intent Profile id, e.g. citation_check, student_research, developer_adoption, job_search, market_watch, business_due_diligence, medical_literature_triage.
  • signals (required) — array — Candidate context items provided by the caller. FreshContext evaluates these; it does not retrieve them.
  • now — string — Optional ISO timestamp for deterministic evaluation.

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world no

• extract_github read-only

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

  Parameters:

  • url (required) — string — Full GitHub repo URL e.g. https://github.com/owner/repo

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• extract_hackernews read-only

  Extract top stories or search results from Hacker News. The url field accepts an HN/Algolia URL or a plain search query.

  Parameters:

  • url (required) — string — HN URL e.g. https://news.ycombinator.com/news, Algolia API URL, or search query e.g. 'browser agents'

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• extract_scholar read-only

  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.

  Parameters:

  • url (required) — string — Google Scholar search URL

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• extract_yc read-only

  Withdrawn in 0.5.3 pending review of source terms. Returns an error; kept so existing clients get a clear answer.

  Parameters:

  • url (required) — string — Previously a ycombinator.com/companies URL

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world no

• search_repos read-only

  Search GitHub for repositories matching a keyword. Returns top results by stars.

  Parameters:

  • query (required) — string — Search query e.g. 'mcp server typescript'

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• package_trends read-only

  npm and PyPI package metadata — version history, release cadence, last updated.

  Parameters:

  • packages (required) — string — Package name(s) e.g. 'langchain' or 'npm:zod,pypi:fastapi'

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• extract_reddit read-only

  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.

  Parameters:

  • url (required) — string — Subreddit name e.g. 'r/MachineLearning' or search URL

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• extract_producthunt read-only

  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.

  Parameters:

  • url (required) — string — Search query or PH topic URL

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• extract_finance read-only

  No-key stock quote data via Stooq. Accepts comma-separated ticker symbols and returns quote/OHLC/volume observations with timestamps.

  Parameters:

  • url (required) — string — Ticker symbol(s) e.g. 'AAPL' or 'MSFT,GOOG'

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• search_jobs read-only

  Search for real-time job listings with freshness badges on every result. Sources: Remotive + HN Who is Hiring.

  Parameters:

  • query (required) — string — Job search query e.g. 'typescript remote'
  • max_length — number

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• extract_landscape read-only

  Composite tool. Queries GitHub + HN + npm simultaneously. Returns a unified landscape report with each source's own freshness.

  Parameters:

  • topic (required) — string — Project idea or keyword e.g. 'mcp server'

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• extract_arxiv read-only

  Search arXiv for research papers via the official API. Pass a topic or full arXiv API URL. Returns titles, authors, dates, abstracts.

  Parameters:

  • url (required) — string — Search query e.g. 'temporal retrieval', or a full arXiv API URL

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• extract_changelog read-only

  Update history for any product. Accepts a GitHub repo URL or an npm package name. Returns version numbers, release dates, and entries.

  Parameters:

  • url (required) — string — GitHub repo URL or npm package name e.g. 'react'

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• extract_gdelt read-only

  Global news intelligence from GDELT. Monitors news from every country in 100+ languages, updated every 15 minutes. Returns articles with source country, language, date.

  Parameters:

  • url (required) — string — Query: company name, topic, or keyword

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• extract_gebiz read-only

  Singapore Government procurement opportunities (GeBIZ via data.gov.sg). Search by keyword, agency name, or empty for all recent tenders.

  Parameters:

  • url (required) — string — Keyword, agency, or empty for latest tenders

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• extract_govcontracts read-only

  US federal contract awards from USASpending.gov. Search by company name (e.g. 'Palantir'), keyword, or NAICS code. Returns amounts, dates, agencies.

  Parameters:

  • url (required) — string — Company name, keyword, or NAICS code

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• extract_sec_filings read-only

  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.

  Parameters:

  • url (required) — string — Company name, ticker, or keyword

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• extract_gov_landscape read-only

  Composite government intelligence: federal contract awards (USASpending) + dev community awareness (HN) + GitHub repo activity + product release velocity (changelog). 4-source unified report.

  Parameters:

  • query (required) — string — Company name, keyword, or NAICS code
  • github_url — string — Optional GitHub repo URL for the company

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• extract_finance_landscape read-only

  Composite financial intelligence: Stooq quote data + HN sentiment + Reddit discussion + GitHub ecosystem + product changelog. 5-source unified report.

  Parameters:

  • tickers (required) — string — One or more ticker symbols e.g. 'PLTR' or 'PLTR,MSFT'
  • company_name — string — Company name for HN/Reddit/GitHub searches
  • github_query — string — GitHub search query or repo URL

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• extract_company_landscape read-only

  Most complete single-call company intelligence: SEC 8-K filings + USASpending federal contracts + GDELT global news + product changelog + Stooq quote data. 5 unique sources.

  Parameters:

  • company (required) — string — Company name e.g. 'Palantir', 'Anthropic'
  • ticker — string — Stock ticker for finance data
  • github_url — string — Optional GitHub repo or org URL for changelog accuracy

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

• extract_idea_landscape read-only

  Idea validation composite: HN pain signals + YC funded competitors + GitHub crowding + jobs market signal + npm/PyPI ecosystem + Product Hunt launches. 6 sources.

  Parameters:

  • idea (required) — string — Your idea, problem space, or keyword

  Hints: read-only yes · destructive not declared · idempotent not declared · open-world yes

Publisher website Repository

Measured by MCPYP probing. Untested fields are omitted, never estimated. Listing is always free; MCPYP never proxies calls or stores user tokens.