AgenticMarketFreshContext
ECOSYSTEM REFERENCENO AUTHMITOpen SourceSource: @princegabriel73· community reference
Freshness-aware MCP server with 21 tools for timestamped, decay-ranked retrieval signals across GitHub, HN, jobs, research, market data, and more.
Setup Guide
{
"mcpServers": {
"freshcontext": {
"command": "npx",
"args": [
"-y",
"mcp-remote",
"https://freshcontext-mcp.gimmanuel73.workers.dev/mcp"
]
}
}
}Tools
extract_github
Extract real-time GitHub repository data including README, stars, forks, topics, and latest commits.
extract_hackernews
Extract top stories, discussions, or search results from Hacker News.
extract_scholar
Extract research paper results from Google Scholar with publication metadata.
extract_yc
Search Y Combinator startup listings by keyword and return company metadata.
search_repos
Search GitHub repositories by keyword and rank them by popularity and activity.
package_trends
Fetch npm and PyPI package metadata including versions, updates, and release cadence.
extract_reddit
Extract Reddit posts, discussions, engagement metrics, and community sentiment.
extract_producthunt
Fetch recent Product Hunt launches by keyword, category, or topic.
extract_finance
Fetch stock quotes, OHLC data, trading volume, and timestamps from Stooq.
search_jobs
Search real-time job listings from Remotive and Hacker News Who is Hiring.
extract_landscape
Generate a unified ecosystem landscape report using YC, GitHub, Hacker News, and package ecosystems.
extract_arxiv
Search arXiv research papers and return titles, authors, abstracts, and publication dates.
extract_changelog
Fetch version history and release notes for GitHub repositories or npm packages.
extract_gdelt
Monitor global news intelligence from GDELT across countries and languages.
extract_gebiz
Search Singapore government procurement opportunities from GeBIZ.
extract_govcontracts
Fetch US federal contract award data from USASpending.gov.
extract_sec_filings
Search SEC 8-K filings and material corporate event disclosures via EDGAR.
extract_gov_landscape
Generate a government intelligence report combining contracts, GitHub activity, changelogs, and HN discussions.
extract_finance_landscape
Generate financial intelligence using market data, Reddit sentiment, GitHub activity, and changelogs.
extract_company_landscape
Generate comprehensive company intelligence using SEC filings, contracts, news, product updates, and financial data.
extract_idea_landscape
Validate startup ideas using YC competitors, HN pain signals, GitHub crowding, jobs data, package ecosystems, and Product Hunt launches.
Compatibility
About
FreshContext is a freshness-aware MCP server for AI agents and retrieval workflows.
It helps agents stop treating stale retrieved context as current truth. Each result is wrapped with source, timestamp, retrieval time, confidence metadata, and freshness scoring, then ranked by temporal relevance before it reaches the model.
The server currently exposes 21 read-only MCP tools across sources such as GitHub, Hacker News, Google Scholar, arXiv, Reddit, Product Hunt, Y Combinator companies, npm and PyPI package trends, finance quotes, remote jobs, SEC filings, government contracts, and GDELT global news.
FreshContext is not meant to replace retrieval. It adds a context integrity layer on top of retrieved signals so agents can reason with better temporal awareness.
Use cases include:
- finding recent technical discussions
- checking whether packages or repos are still active
- ranking job listings by freshness
- comparing ecosystem signals
- researching fast-moving developer tools
- avoiding stale documentation in agent context
FreshContext is open source, MIT licensed, and available through a hosted streamable HTTP MCP endpoint, npm package, MCP Registry listing, Agentic Market listing, and live demo.
Install and Troubleshooting Intent Coverage
Developer-install and troubleshooting intent for community MCP server listings.
install mcp server / mcp server setup guide
mcp json config example / vscode mcp setup
mcp server not working / mcp tools not showing
mcp server compatibility matrix / cursor vs vscode mcp compatibility
mcp server monetization options / convert community mcp server to paid listing
Related Setup, Debug, and Learning Links
CLI installation guide
Install baseline for all IDEs before listing-specific setup.
Using servers guide
Covers runtime usage patterns and auth flow.
Cursor setup walkthrough
High-intent setup path for developer troubleshooting journeys.
Troubleshooting: server not working
Common failure modes for install and runtime issues.
Troubleshooting: tools not showing
Covers discovery/listing failures across major IDEs.
Related explore entry: Memory
Keeps same-intent users on matched category and tool shape.
Related explore entry: Roundtable MCP
Keeps same-intent users on matched category and tool shape.
Related explore entry: Sequential Thinking
Keeps same-intent users on matched category and tool shape.
Related explore entry: Everything MCP Server
Keeps same-intent users on matched category and tool shape.
Install this server instantly with the AgenticMarket CLI — zero config, auto-detects your IDE.
$npx agenticmarket install freshcontextMemory
Give your AI assistant persistent memory across conversations. The Memory server stores entities, relations, and observations in a local knowledge graph that persists between sessions.
Roundtable MCP
Multi-model AI council MCP server that enables collaborative reasoning for architecture, debugging, code review, and engineering decisions.
Sequential Thinking
Enhance your AI assistant's reasoning with structured, step-by-step thinking. Supports revisions, branching, and dynamic adjustment of reasoning depth.
Everything MCP Server
The official MCP reference server that exercises every protocol feature — prompts, tools, resources, sampling, and all transports. Built for MCP client developers and testing.