Source: https://seerepo.com/r/HKUDS/LightRAG/ai
Markdown source: https://seerepo.com/r/HKUDS/LightRAG/ai.md
Description: AI signed 19.8% of the 8,260 commits of LightRAG. Each AI tool with its commits, and the last ones it signed.

# How much of LightRAG did AI write?

AI signed 19.8% of the 8,260 commits of LightRAG. Signed by Claude (1,516), Codex (51), GitHub Copilot (45), Cursor (34), and Jules (6).

Since its first commit, on October 7, 2024.

## Who signed the commits

- Claude: 1,516 commits (18.4%)
- Codex: 51 commits (0.6%)
- GitHub Copilot: 45 commits (0.5%)
- Cursor: 34 commits (0.4%)
- Jules: 6 commits (0.1%)
- People: 80.2%

## Commits per month

Each month's commits up to its last one, with those an AI signed. Merges don't count.

- 2024-11: 178 commits, 0 signed by AI (0%)
- 2024-12: 174 commits, 0 signed by AI (0%)
- 2025-01: 344 commits, 0 signed by AI (0%)
- 2025-02: 643 commits, 0 signed by AI (0%)
- 2025-03: 608 commits, 0 signed by AI (0%)
- 2025-04: 540 commits, 10 signed by AI (1.9%)
- 2025-05: 181 commits, 0 signed by AI (0%)
- 2025-06: 130 commits, 0 signed by AI (0%)
- 2025-07: 352 commits, 0 signed by AI (0%)
- 2025-08: 261 commits, 0 signed by AI (0%)
- 2025-09: 322 commits, 0 signed by AI (0%)
- 2025-10: 230 commits, 0 signed by AI (0%)
- 2025-11: 370 commits, 10 signed by AI (2.7%)
- 2025-12: 162 commits, 0 signed by AI (0%)
- 2026-01: 65 commits, 1 signed by AI (1.5%)
- 2026-02: 67 commits, 31 signed by AI (46.3%)
- 2026-03: 417 commits, 36 signed by AI (8.6%)
- 2026-04: 294 commits, 48 signed by AI (16.3%)
- 2026-05: 593 commits, 209 signed by AI (35.2%)
- 2026-06: 404 commits, 247 signed by AI (61.1%)
- 2026-07: 482 commits, 306 signed by AI (63.5%)
- 2026-08: 584 commits, 337 signed by AI (57.7%)
- 2026-09: 566 commits, 389 signed by AI (68.7%)
- 2026-10: 12 commits, 10 signed by AI (83.3%)

## The last commits an AI signed

- 2026-10-14 · Claude · [5a9200a](https://github.com/HKUDS/LightRAG/commit/5a9200a74fba9fcf89ec0946d1f2f448deb2f633): docs(postgres): the outer transient retry still applies to the vector query
- 2026-10-14 · Claude · [ff314f3](https://github.com/HKUDS/LightRAG/commit/ff314f3376055f5e7bf1768bab94d7f9c9276785): refactor(postgres): keep the resort docstring to rules, restore a moved comment
- 2026-10-14 · Claude · [eca55b1](https://github.com/HKUDS/LightRAG/commit/eca55b1a8fcd7eaa2a2f0e9f448ed317d1f7248b): refactor(postgres): keep iterative-scan docstrings to the caller rules
- 2026-10-14 · Claude · [f272c54](https://github.com/HKUDS/LightRAG/commit/f272c54d7cb7dc9b0bffbc7652ab7b9118a6f4cc): docs(postgres): point the design note at the implemented helpers
- 2026-10-14 · Claude · [fe14064](https://github.com/HKUDS/LightRAG/commit/fe14064459ef0a437177b69820a58e9a0abd1d11): fix(postgres): apply iterative scan with SET LOCAL in the query transaction
- 2026-10-14 · Claude · [b0df2fa](https://github.com/HKUDS/LightRAG/commit/b0df2fa7db0e267018bbed3f87f0caf19f80def0): docs(postgres): point many-workspace deployments at tenant-local Qdrant
- 2026-10-14 · Claude · [62d932d](https://github.com/HKUDS/LightRAG/commit/62d932d6599605fe026087a29caf1c7884f3886b): fix(postgres): iterative scan for IVFFlat, re-sorted; document index choice
- 2026-10-14 · Claude · [8ea255f](https://github.com/HKUDS/LightRAG/commit/8ea255fd0d725052383e5764ac853b3393225e2f): fix(postgres): decide hnsw iterative scan support from the pgvector version
- 2026-10-14 · Claude · [19969b0](https://github.com/HKUDS/LightRAG/commit/19969b0cfe4c504e9a1dcec22f79f91a345a040f): fix(postgres): apply hnsw iterative scan with a plain SET, HNSW only
- 2026-10-02 · Claude · [b10d0b5](https://github.com/HKUDS/LightRAG/commit/b10d0b55dac7a9693da2b781711ad6132d591506): fix(milvus): an initialization error never drops an existing collection

## How we know

Every AI coding tool leaves its signature in the commits it makes: a Co-Authored-By line, its own author name, or the merge of its branch. SeeRepo reads those signatures in the repo's history; a commit without one counts as made by people, and merges don't count.

Every AI tool SeeRepo recognizes: https://seerepo.com/agents

## Frequently asked questions

### Which AI tool signed the most commits in LightRAG?

Claude, with 1,516 of the 8,260 commits of LightRAG.

The proof: [its last signed commit, 5a9200a](https://github.com/HKUDS/LightRAG/commit/5a9200a74fba9fcf89ec0946d1f2f448deb2f633)

### Since when does AI sign commits in LightRAG?

Since April 2025: the first month an AI tool signed a commit of LightRAG.

### How many commits does LightRAG have?

LightRAG has 8,260 commits since October 7, 2024. Merges don’t count.

## What is your repo built with?

Any public repo, with no account: https://seerepo.com/r/owner/repo/built, with the owner and name it has on GitHub.