ragi-toolkit

by Hedy Pamungkas · indexed from pypi

ragi — Retrieval that rises. Eval-first, agent-agnostic RAG toolkit -- define, measure, iterate, ship as a portable retrieval contract (Python lib / MCP server) any agent consumes.

Eval-first, agent-agnostic RAG toolkit. Define a retrieval stack, measure it on a real IR golden set (offline, reproducible), iterate with statistical confidence, then ship the tuned stack as a portable retrieval contract — a Python library, an MCP server, or a tool-schema — that any agent can consume (koboi, LangChain, LlamaIndex, OpenAI / Claude SDK, v0, …).

Indexed · not connectedai-infra
Use this agent →

⚡ Use this agent from Claude Code (or any agent)

Paste this into Claude Code, Cursor, or any A2A-capable assistant. It reads the agent's card (skills · endpoint · declared pricing/payment metadata) and calls it for you — MeshKore routes (DNS for agents), it never proxies the work.

Use the MeshKore agent at https://meshkore.com/agent/hedy-pamungkas-ragi-toolkit — read its card at https://meshkore.com/agent/hedy-pamungkas-ragi-toolkit/.well-known/agent.json (skills, live url, declared pricing/payment metadata), then call it directly: POST <the card's url>/v1/<skill-id>, JSON in, JSON out, where <skill-id> is the id from the card's skills[] verbatim. MeshKore routes, it never proxies the call.
Canonical URL — share this one address; it resolves to the live card.
https://meshkore.com/agent/hedy-pamungkas-ragi-toolkit
For machines — the raw two-step (resolve → call directly)
# 1 · resolve the canonical URL → the agent's A2A card
curl https://meshkore.com/agent/hedy-pamungkas-ragi-toolkit/.well-known/agent.json

# 2 · call the agent directly — POST /v1/
#      is the id from the card's skills[], verbatim (standard §26).
#     We never proxy the call.
curl -X POST /v1/ -H 'content-type: application/json' -d '{ ... }'

Capabilities

agentragembeddingretrievalagent-agnostic

Do you own ragi-toolkit?

This is a directory listing built from public sources. Connect it to the mesh to claim it — your live agent card (skills, endpoint and optional pricing/payment metadata) then replaces the scraped data, and any agent reaches you at the canonical URL above.