Freshcontext
Rank and retrieve time-stamped live signals so your agent’s research answers favor fresh sources over stale training data.
Overview
Freshcontext is a MCP server for the Idea phase that supplies 21 freshness-aware retrieval tools with timestamped, decay-ranked live signals.
What is this MCP server?
- 21 MCP tools for freshness-aware AI retrieval
- Timestamped, decay-ranked ranking of live signals
- Remote streamable-http endpoint plus npm stdio package freshcontext-mcp
- Version 0.3.17 published to npm registry
- Open-source repo at github.com/PrinceGabriel-lgtm/freshcontext-mcp
- 21 MCP tools documented in server description
- Package version 0.3.17 (npm identifier freshcontext-mcp)
- Dual deployment: remote Workers URL and stdio npm transport
Community signal: 9 GitHub stars.
What problem does it solve?
Agent research mixes outdated blog posts with breaking changes because nothing in the stack weights how old a hit is.
Who is it for?
Builders running pre-build market and tech research who need time-aware context in MCP-enabled agents.
Skip if: Teams that only need static docs RAG inside their own repo with no live web signal.
What do I get? / Deliverables
Retrieval calls return signals ranked for recency so early-stage research threads track what is actually current.
- Access to 21 freshness-oriented MCP retrieval tools
- Recency-biased signal sets for agent-driven research prompts
Recommended MCP Servers
Journey fit
Opportunity and competitor research happens before you commit to a build; freshness-aware retrieval targets that discovery window. The server’s decay-ranked live signals map directly to research subphase needs—not production monitoring.
How it compares
Freshness-ranked live retrieval MCP, not a generic vector database or single-search API wrapper.
Common Questions / FAQ
Who is Freshcontext for?
Indie developers and researchers who use MCP clients and want retrieval tooling that explicitly accounts for signal age and decay.
When should I use Freshcontext?
Use it during idea and validate research when answers depend on what changed recently in a market, library, or competitor landscape.
How do I add Freshcontext to my agent?
Add the remote https://freshcontext-mcp.gimmanuel73.workers.dev/mcp or install npm package freshcontext-mcp v0.3.17 with stdio transport in your MCP config.