ZBS Index What actually exists in applied AI, with the source next to it

mcp server

freshcontext

Freshness-aware AI retrieval with 21 MCP tools for timestamped, decay-ranked live signals.

Description as published by the maintainer. Source

  • version 0.3.17
  • active
  • retrieval
  • evaluation

active — Registry entry last updated 2026-05-13. Dashed tags are derived by ZBS Index from the published description, not stated by the maintainer.

What this server can do

22 functions, named and described by the server itself. Parameter names are shown because they say more about what a function does than its name usually does.

evaluate_context(now, intent, profile, signals)
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. Required: profile, intent, signals.
extract_arxiv(url)
Search arXiv for research papers via the official API. Pass a topic or full arXiv API URL. Returns titles, authors, dates, abstracts. Required: url.
extract_changelog(url)
Update history for any product. Accepts a GitHub repo URL or an npm package name. Returns version numbers, release dates, and entries. Required: url.
extract_company_landscape(ticker, company, github_url)
Most complete single-call company intelligence: SEC 8-K filings + USASpending federal contracts + GDELT global news + product changelog + Stooq quote data. 5 unique sources. Required: company.
extract_finance(url)
No-key stock quote data via Stooq. Accepts comma-separated ticker symbols and returns quote/OHLC/volume observations with timestamps. Required: url.
extract_finance_landscape(tickers, company_name, github_query)
Composite financial intelligence: Stooq quote data + HN sentiment + Reddit discussion + GitHub ecosystem + product changelog. 5-source unified report. Required: tickers.
extract_gdelt(url)
Global news intelligence from GDELT. Monitors news from every country in 100+ languages, updated every 15 minutes. Returns articles with source country, language, date. Required: url.
extract_gebiz(url)
Singapore Government procurement opportunities (GeBIZ via data.gov.sg). Search by keyword, agency name, or empty for all recent tenders. Required: url.
extract_github(url)
Extract real-time data from a GitHub repository — README, stars, forks, last commit, topics. Returns timestamped freshcontext. Required: url.
extract_gov_landscape(query, github_url)
Composite government intelligence: federal contract awards (USASpending) + dev community awareness (HN) + GitHub repo activity + product release velocity (changelog). 4-source unified report. Required: query.
extract_govcontracts(url)
US federal contract awards from USASpending.gov. Search by company name (e.g. 'Palantir'), keyword, or NAICS code. Returns amounts, dates, agencies. Required: url.
extract_hackernews(url)
Extract top stories or search results from Hacker News. The url field accepts an HN/Algolia URL or a plain search query. Required: url.
extract_idea_landscape(idea)
Idea validation composite: HN pain signals + YC funded competitors + GitHub crowding + jobs market signal + npm/PyPI ecosystem + Product Hunt launches. 6 sources. Required: idea.
extract_landscape(topic)
Composite tool. Queries GitHub + HN + npm simultaneously. Returns a unified landscape report with each source's own freshness. Required: topic.
extract_producthunt(url)
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. Required: url.
extract_reddit(url)
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. Required: url.
extract_scholar(url)
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. Required: url.
extract_sec_filings(url)
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. Required: url.
extract_yc(url)
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. Required: url.
package_trends(packages)
npm and PyPI package metadata — version history, release cadence, last updated. Required: packages.
search_jobs(query, max_length)
Search for real-time job listings with freshness badges on every result. Sources: Remotive + HN Who is Hiring. Required: query.
search_repos(query)
Search GitHub for repositories matching a keyword. Returns top results by stars. Required: query.

Last successful function declaration observed on . Source: https://freshcontext-mcp.gimmanuel73.workers.dev/mcp. We list what the server declared; we do not call any of these functions.

Endpoint status observed on . Source: https://freshcontext-mcp.gimmanuel73.workers.dev/mcp.

Signals

These are separate measurements of different things. They are deliberately not combined into one score, because a popularity number that mixes website traffic with saves and stars cannot be checked or acted on.

Signal Value What it measures Window Observed Source
Latest published version 0.3.17 Latest version string the maintainer published to the registry. as of fetch Model Context Protocol
Registry record last updated 2026-05-13 When the registry record was last updated by its maintainer. point in time Model Context Protocol
First listed in the MCP Registry 2026-05-13 Date this server was first published to the official MCP Registry. Not a usage or quality measure. point in time Model Context Protocol
mcp tools declared 22 tools Number of functions the server itself declared when asked to list them. This is what the server offers an agent, not a measure of how well any of them work. as of probe freshcontext-mcp.gimmanuel73.workers.dev
mcp endpoint status ok The server listed 22 functions when asked. as of probe freshcontext-mcp.gimmanuel73.workers.dev

Where to get it

This record as data

Every field on this page, with its source and observation date, is in the catalog JSON. Fetch the whole kind at once instead of parsing this HTML.

GET /api/v1/entries/mcp_server.json

Sources

  1. Tools declared by the MCP server at https://freshcontext-mcp.gimmanuel73.workers.dev/mcp — freshcontext-mcp.gimmanuel73.workers.dev, observed , trust tier 1.
  2. Official MCP Registry — Model Context Protocol, observed , trust tier 1.