Context integrity before reasoning

Context that earns its place.

FreshContext decides what context deserves to reach the model. Raw retrieval results become freshness-ranked, explained, decision-ready context for agents and apps.

context gateway Core evaluation active source profiles decision layer
Decision pass raw signals -> model-ready context
raw fresh arXiv paper with clear date cite primary
rank older source, still useful foundation supporting
warn missing publication date verify
guard blocked/error response exclude

The context gateway before reasoning.

FreshContext sits between retrieval and reasoning. It does not replace the model; it turns candidate context into decisions about what should be used, cited, refreshed, verified, backgrounded, watched, or excluded.

1

Context Gateway

Accept candidate context from MCP tools, app code, local demos, or future adapters.

2

Core Evaluation

Normalize signals, score freshness, preserve confidence, and explain uncertainty.

3

Source Profiles

Apply source-aware aging policy for docs, code, research, finance, jobs, social, and local context.

4

Decision Layer

Return useful actions: use first, cite, refresh, verify, watch, background, or exclude.

Run the published package when you need an MCP interface.

FreshContext is the context judgment layer. The current public npm package is the easiest way to run that layer through an MCP stdio client.

Install globally

Use this when configuring Claude Desktop, Codex, or another MCP stdio client.

npm install -g freshcontext-mcp
freshcontext-mcp

Try the source demos

Clone the repo for bring-your-own-context demos, arXiv signal proof, Trust Scanner, and release integrity checks.

The local REST handler, Operator mode, retrieval orchestration, browser crawling, dashboards, billing, and webhooks are not presented here as deployed product surfaces.

Live today. Staged honestly.

This section is where implementation surfaces belong. FreshContext itself is the judgment layer; MCP/npm are current ways to run it, while broader hosted and orchestration surfaces remain roadmap.

MCP live

Agent interface

Install `freshcontext-mcp` and expose named read-only reference adapters through MCP stdio clients.

Core proof local

Evaluation and decisions

Source Profiles, BYOC JSON demos, and the arXiv signal path prove adapter output can reach Core decisions.

Roadmap planned

REST, SDK, CLI, Operator

A local REST handler exists in source. Public REST, retrieval orchestration, crawling, dashboards, billing, and webhooks are not live product claims.

Show the decision layer, not a pile of links.

For a live talk, each scroll has one job: explain the judgment layer, show the current npm/MCP path, separate live surfaces from roadmap, then offer contact.

Demo static

Context integrity demo

Shows fresh, stale, unknown-date, and failed context before and after FreshContext evaluation.

Docs source

Source proof

Use the public repo for implementation evidence, release notes, Core docs, and source-profile boundaries. Private demo material stays private.

Contact founder

Talk, demo, or integration

Use the contact page for outreach. A dedicated FreshContext email is planned.