Zleap-AI / SAG
A new SOTA for RAG — an original retrieval architecture and an open-source knowledge base for humans and agents.
- Stars
- 2,793 stars
- Forks
- 201 forks
- Language
- Python
- License
- MIT
- Created
- Nov 7, 2025
- Last push
- Nov 1, 2026
- Updated
- Nov 8, 2026
Why these Tags: an agent read the README and quoted it
- RAG framework from the readme:
Multi-turn answers grounded in selected sources, with clickable citations
- Paper implementation from the readme:
SAG: SQL-Retrieval Augmented Generation with Query-Time Dynamic Hyperedges
An agent gave these Tags from the fixed Tag list in the AwesomeRepos source code. A code check kept each Tag only when its quote is in the text. A wrong Tag? Report an error with the form at the end of this page.
Admitted to the Repository Index on Nov 7, 2026: +112 stars in 7 days.
Star History
185 days recorded, May 8, 2026 – Nov 8, 2026 (UTC). Net change +1,694 stars.
The star count of each day is the latest count minus the net stars of the later days.
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Star History chart
[](https://awesomerepos.com/Zleap-AI/SAG) Badge
[](https://awesomerepos.com/Zleap-AI/SAG) Timeline
It gained stars on 150 of the 185 days recorded since May 8, 2026.
Its largest 7 days were Jun 22, 2026 to Jun 28, 2026: 441 stars.
In the 30 days to Nov 8, 2026 it got 262 stars, 173% more than in the 30 days before.
It had 1,099 stars before May 8, 2026 and has 2,793 stars now: 2,207 fewer than 5,000.
- Created on the Repository Host
- +117 stars in one day
- Largest star day recorded: +124 stars
- Release v1.9.1
- Release v1.9.0
- Release fnos-v1.5.12-fnos: SAG fnOS Native x86 1.5.12-fnos
- Release v1.9.2
- Release fnos-v1.5.13-fnos: SAG fnOS Native x86 1.5.13-fnos
- Latest push
- +79 stars in one day
- Entered the Repository Index: +112 stars in 7 days
The timeline comes from the creation date and the releases on the Repository Host, the Admission, the Star History, and the Observations. Star milestones show only when the Star History records the day. The list shows up to 5 stable releases from the latest 10 releases recorded. When none of them is stable, one item counts the pre-releases. On the chart of net stars each day, a solid line marks each recorded release.
Forks and pushes
From 2 Observations, Nov 8, 2026 – Nov 9, 2026. Forks +1. AwesomeRepos saw a new push on 0 of 1 days.
- Nov 9, 2026: no new push
A filled day: the last push time changed since the Observation before it.
Health facts
Measured facts in four separate dimensions, each with a date and a source. AwesomeRepos does not add them into one score. AwesomeRepos last read these facts from GitHub on Nov 9, 2026. How AwesomeRepos defines each check
Copies a prompt for a coding agent. It has 2 tasks for the maintainers of Zleap-AI/SAG.
Improve the Health Facts of the GitHub repository Zleap-AI/SAG. AwesomeRepos measures facts about how a repository is maintained, released, secured, and documented. Its page for this repository is https://awesomerepos.com/Zleap-AI/SAG. A change to the repository can improve each of the 2 items below. Each item gives the measured fact or score, and a task. 1. A security policy Fact: GitHub finds no security policy (GitHub, 2026-11-09). Rule: GitHub finds a security policy (SECURITY.md in the repository or in the owner's .github repository). Task: Add SECURITY.md at the root or in .github/. Say which versions get security fixes and how to report a vulnerability privately. If GitHub private vulnerability reporting is on, point to it. Ask me for the contact; do not invent one. 2. A code of conduct Fact: GitHub finds no code of conduct (GitHub, 2026-11-09). Rule: GitHub finds a code of conduct in the repository or in the owner's .github repository. Task: Add CODE_OF_CONDUCT.md at the root with the Contributor Covenant 2.1 text. Change only the contact method. Ask me for the contact; do not invent one. Rules for this work: - Each file must be true for this project. Do not copy text that does not apply to it. - Do not choose a licence, a contact, or a release version for me. Ask me. - Do not publish a release, change a repository setting, or push to the default branch. Make the changes on a new branch. - Keep each change small, and run the checks of this repository before you finish. - At the end, list each item as DONE, SKIPPED (with the reason), or NEEDS A DECISION (with the question). AwesomeRepos reads these facts again in its next scan. The definitions of the checks: https://awesomerepos.com/health-facts
Maintenance
3 of 4 checks-
Yes: Not archived
GitHub does not mark the repository as archived. Source
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Yes: A push in the last 90 days
Last push on 2026-11-01, 8 days ago. Source
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Yes: Commits in the last 13 weeks
188 commits on the default branch in the last 13 weeks (GitHub, 2026-11-09). Source
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No: Commits in 26 or more of the last 52 weeks
Commits in 15 of the last 52 weeks (GitHub, 2026-11-09). Source
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Releases
3 of 3 checks-
Yes: A release in the last 365 days
Newest release v1.9.2 on 2026-10-22, 18 days ago. 10 or more releases in the last 365 days. Source
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Yes: The newest release tag is a semantic version
The newest release tag is v1.9.2. Source
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Yes: A changelog file at the root
CHANGELOG.md at the root (GitHub, 2026-11-09). Source
Security practice
0 of 1 check-
No: A security policy
GitHub finds no security policy (GitHub, 2026-11-09).
OpenSSF Scorecard has no result for this repository from the last 90 days.
Community files
2 of 3 checksDependencies in the index
This section shows the packages that connect this repository to other repositories in the index.
GitHub has no dependency graph for this repository (scanned on Nov 9, 2026).
No scanned repository names a package from this repository.
Uses (in the index) · 0
None.
Used by (in the index) · 0
None.
Sources: the GitHub dependency graph of each repository, and deps.dev for the source repository of each package . A dependency graph also names development packages. deps.dev takes most source repositories from package metadata. How the dependency graph is made
Observations
Latest Observation, Nov 9, 2026: 2,793 stars, 201 forks, last push Nov 1, 2026, not archived. One of 2 Observations since Nov 8, 2026.