Who is ragi-toolkit for?

ragi-toolkit is an open-source project built for developers.

Is ragi-toolkit free?

Yes — ragi-toolkit is open source under the Apache-2.0 license and free to use.

What platforms does ragi-toolkit run on?

ragi-toolkit runs on the command line and API. It can also be self-hosted.

Is ragi-toolkit still maintained?

The GitHub repository shows 11 commits in the last 90 days.

Who develops ragi-toolkit?

ragi-toolkit is developed by Hedy Pamungkas.

When did ragi-toolkit launch?

ragi-toolkit first shipped in 2026.

Is ragi-toolkit open source?

Yes — ragi-toolkit is open source under the Apache-2.0 license, developed on GitHub.

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ragi-toolkit

Name: ragi-toolkit
Author: Hedy Pamungkas

PyPIInfrastructure

ragi-toolkit is a Python library and MCP server that provides an eval-first, agent-agnostic approach to Retrieval-Augmented Generation. It allows developers to define retrieval contracts, measure performance, iterate on results, and ship portable components that any agent can consume. Features support for embeddings, BM25, and comprehensive evaluation tools.

Open SourceApache-2.0CLIAPISelf-hosted

Visit PyPI

Overview

5 features

ragi-toolkit is an AI & ML project. It focuses on building measurable, portable, and evolvable retrieval systems for RAG applications without being tied to specific agents. ragi-toolkit is an open-source project aimed at developers. The project is open source (Apache-2.0). It runs on the command line and API, and it can be self-hosted.

Behind ragi-toolkit is Hedy Pamungkas, and it first shipped in 2026. Development happens publicly on GitHub with 11 commits in the last 90 days. Among its 5 catalogued features are RAG Evaluation, Retrieval Contract, and Embeddings Support. It exposes integrations via an MCP server.

Summary written by a language model from the project’s public pages.

RAG Evaluation
Retrieval Contract
Embeddings Support
BM25 Search
Agent Agnostic

Built with & integrations

Connectors

MCP

Runs on

CLIAPI-onlySelf-hosted

Trust & compliance

License

Apache-2.0

Verified signals

HTTPSOpen SourceFree tierGitHubActive maintenance

Indexing history

What PulseGate has recorded for this listing

Indexed26 Jul · 19:38 UTC
ragi-toolkit verified against its public source
Source: PulseGate · Open

Frequently asked questions about ragi-toolkit

What is ragi-toolkit?: Ragi-toolkit focuses on building measurable, portable, and evolvable retrieval systems for RAG applications without being tied to specific agents. It is catalogued under AI & ML on PulseGate.
Who is ragi-toolkit for?: ragi-toolkit is an open-source project built for developers.
Is ragi-toolkit free?: Yes — ragi-toolkit is open source under the Apache-2.0 license and free to use.
What platforms does ragi-toolkit run on?: ragi-toolkit runs on the command line and API. It can also be self-hosted.
Is ragi-toolkit still maintained?: The GitHub repository shows 11 commits in the last 90 days.
Who develops ragi-toolkit?: ragi-toolkit is developed by Hedy Pamungkas.
When did ragi-toolkit launch?: ragi-toolkit first shipped in 2026.
Is ragi-toolkit open source?: Yes — ragi-toolkit is open source under the Apache-2.0 license, developed on GitHub.

At a glance

Platforms: Cli
Languages: English
Open source: Yes (GitHub)
License: Apache-2.0
First seen: 26 Jul 2026
Built for: developers
Model: Open source
Solves: Building measurable, portable, and evolvable retrieval systems for RAG applications without being tied to specific agents.

Registered as

GitHub: hedypamungkas/ragi
PyPI: ragi-toolkit

Developer

Hedy Pamungkas

Solo developer

GitHub

Open source

View on GitHub

Stars: 0
Forks: 0
Open issues: 4
Last commit: 26 Jul 2026
Commits 90d: 11
Contributors: 1
Authorship: Solo
Default branch: main

Live coverage

Identity confidence: Low · 64
Indexed: 26 Jul 2026
Lifecycle: Alive
First seen: Jul 2026
Last seen: 26 Jul 2026

Identity audit (13)

Slug: ragi-toolkit-pypi-org
Lifecycle state recorded: 26 Jul 2026
Verification state: Indexed for public listing
Listing state: Listed: yes
Index status: Included in index
Latest evidence snapshot: 26 Jul 2026
Timeline basis: Indexed-at chronology (no inferred launch/funding milestones).
Name from: Written by a language model from the project's public pages.
Category from: Assigned by a language model.
Summary from: Written by a language model from public pages.
Languages from: Detected by a language model from page content.
Last updated: 26 Jul 2026
Canonical URL: https://pypi.org/project/ragi-toolkit

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