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@SaiSandeepKantareddy SaiSandeepKantareddy released this 29 Apr 05:44
· 35 commits to main since this release
v0.4.1
325f7e5

MARE v0.4.1

MARE v0.4.1 is a focused follow-up release that tightens the agent and app integration story introduced in v0.4.0.

The goal of this release is simple:

  • make MCP usage clearer for developers
  • make remote MCP deployment more practical
  • make ChatGPT/Create App style integrations less brittle
  • keep the human-facing and agent-facing entrypoints easier to evaluate

Highlights

  • Added a human-friendly workflow CLI:
    • mare-workflow
    • supports single-PDF, corpus, and multi-PDF evaluation
    • supports pretty terminal output and structured JSON payloads
  • Improved mare-mcp usability:
    • clearer guidance when run interactively
    • safer stdio messaging
    • remote MCP transport support
  • Added compatibility fixes for older FastMCP SDK versions:
    • older run() signatures
    • older streamable HTTP transport behavior
  • Added remote host/origin allowlist support for tunneling and remote MCP testing
    • useful for ngrok and similar workflows
  • Added URL-based MCP PDF tools for remote app platforms:
    • ingest_pdf_url
    • query_pdf_url
    • lets the MARE server fetch PDFs over HTTP(S) instead of depending on local file paths from another runtime
  • Improved MCP and publishing docs:
    • clearer interface guidance for mare-ui, mare-workflow, and mare-mcp
    • clearer PyPI trusted publisher setup guidance

Why this release matters

v0.4.0 established MARE as a stronger PDF evidence layer for developers and agents.

v0.4.1 makes that layer easier to:

  • test locally
  • expose remotely
  • connect to app platforms
  • evaluate in a more enterprise-friendly way

The core idea stays the same:

user question -> agent/app -> MARE -> page + snippet + highlight + proof

This release improves the operational path around that architecture.

Install

pip install mare-retrieval

Useful extras:

pip install "mare-retrieval[ui]"
pip install "mare-retrieval[mcp]"

Notes

  • Python import remains import mare
  • GitHub repo remains MARE
  • PyPI distribution name remains mare-retrieval
  • mare-workflow is now the recommended terminal entrypoint for human and enterprise evaluation
  • mare-mcp remains the protocol-facing entrypoint for MCP-capable clients and remote app integrations

Docs

Assets 2
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