Graph agent vs vector RAG

60 questions in six categories, generated from templates over the raw GitHub JSON. Gold answers are computed by eval/gold.ts directly from that JSON, without FalkorDB, so the graph never grades itself. Both systems use the same language model, the same 256-dimension embeddings and the same FalkorDB vector index. The vector baseline embeds the question, takes the 8 nearest chunks (with each chunk's document title, author, state and date) and answers from them. Scores are set-based F1 over the entities in each answer's final ANSWER line.

60 of 60 questions answered by both systems · generated 2026-10-15 09:59 UTC

Mixed models: qwen/qwen3.8-27b (Groq) answered 7, openai/gpt-oss-120b (Groq) answered 24, gpt-5.6-luna (OpenAI) answered 29 of the questions. Groq's free daily caps stopped the rotation part way, so the unfinished questions were completed on OpenAI with reasoning off. Each question's graph and vector runs always used the same model, and every question below names its model. The overall numbers pool all models.

Threadline graph agent

0.81mean F1

exact 73%

6,190 tok/answer

p50 10.2 s

citations verified by graph path: 95%

Vector RAG baseline

0.12mean F1

exact 12%

1,479 tok/answer

p50 2.3 s

By model

Questions were assigned round-robin to three Groq models, and those the daily caps left unfinished went to OpenAI. Both systems always answer a given question with the same model. The models received different mixes of categories, so these rows are not a ranking of the models.

Model	Pairs	Graph F1	Vector F1	Graph tok/answer	Vector tok/answer
qwen/qwen3.8-27b (Groq)	7	1.00	0.29	7,980	1,582
openai/gpt-oss-120b (Groq)	24	0.81	0.04	5,061	1,519
gpt-5.6-luna (OpenAI)	29	0.77	0.14	6,692	1,420

By category

Single-hop lookup (control)Who opened a PR, given its title. The answer sits in one document, so vector retrieval should cope.n=10

Graph agent

1.00Vector RAG

0.60

ExpertiseTop authors of merged PRs touching a directory. Needs PR to file to directory joins.n=10

Graph agent

0.83Vector RAG

0.00

Decision traceWhich PR fixed an issue and which release shipped it. Issue to PR to release.n=10

Graph agent

0.85Vector RAG

0.00

Cross-repo connectionThreads in other repositories that reference a given issue or PR.n=10

Graph agent

0.88Vector RAG

0.00

ImpactOpen PRs touching files under a directory.n=10

Graph agent

0.30Vector RAG

0.10

AggregationTop reviewers or issue openers in a repo and year. Counting over relationships.n=10

Graph agent

1.00Vector RAG

0.00

Every question

Gold answer, each system's parsed answer, and the full text.

lookup-01"update ci image and tests" (falkordb-browser): who opened this pull request and what is its number?openai/gpt-oss-120b (Groq)1.00 / 1.00

gold: naseem77, #638

graph · openai/gpt-oss-120b · F1 1.00 · 6,634 tokens · verified 2/2

find_entities → expand → verify_citations

The pull request “update ci image and tests” in the falkordb-browser repository is PR #638, opened by Naseem77 [pr:FalkorDB/falkordb-browser#638; person:Naseem77].

ANSWER: pr:FalkorDB/falkordb-browser#638; person:Naseem77

vector · openai/gpt-oss-120b · F1 1.00 · 1,389 tokens

The pull request titled “update ci image and tests” is PR #638 in the falkordb‑browser repository and it was opened by Naseem77【pr:FalkorDB/falkordb-browser#638】.

ANSWER: #638; Naseem77

lookup-02"fix: sign() of a Float returns an Integer" (FalkorDB): who opened this pull request and what is its number?gpt-5.6-luna (OpenAI)1.00 / 1.00

gold: aviavni, #2907

graph · gpt-5.6-luna · F1 1.00 · 6,774 tokens · verified 1/2

find_entities → details → verify_citations

The pull request was opened by **AviAvni**. Its number is **#2907**. [pr:FalkorDB/FalkorDB#2907] [person:AviAvni]

ANSWER: AviAvni; #2907

vector · gpt-5.6-luna · F1 1.00 · 1,977 tokens

AviAvni opened pull request #2907. [pr:FalkorDB/FalkorDB#2907]

ANSWER: AviAvni; #2907

lookup-03"Add database feedback" (QueryWeaver): who opened this pull request and what is its number?qwen/qwen3.8-27b (Groq)1.00 / 0.00

gold: galshubeli, #337

graph · qwen/qwen3.8-27b · F1 1.00 · 9,348 tokens · verified 1/2

find_entities → details → verify_citations

The pull request "Add database feedback" in QueryWeaver is **#337**, opened by **galshubeli**. It was merged (state: MERGED) and added 471 lines across 5 files. [pr:FalkorDB/QueryWeaver#337] [person:galshubeli]

ANSWER: galshubeli; #337

vector · qwen/qwen3.8-27b · F1 0.00 · 1,715 tokens

The provided text chunks do not contain information about a pull request titled "Add database feedback" or associated with "QueryWeaver". The chunks discuss various issues and PRs related to FalkorDB core, browser, and MCP server, but none match the specific title or context requested.

ANSWER: not found

lookup-04"rename to pypi package name to GraphRAG-SDK" (GraphRAG-SDK): who opened this pull request and what is its number?openai/gpt-oss-120b (Groq)1.00 / 0.00

gold: gkorland, #159

graph · openai/gpt-oss-120b · F1 1.00 · 6,648 tokens · verified 2/2

find_entities → expand → verify_citations

The pull request titled “rename to pypi package name to GraphRAG‑SDK” is PR #159 in the GraphRAG‑SDK repository, opened by gkorland. ANSWER: pr:FalkorDB/GraphRAG-SDK#159; person:gkorland

vector · openai/gpt-oss-120b · F1 0.00 · 1,882 tokens

The provided chunks do not contain any pull request that mentions renaming the PyPI package name to **GraphRAG‑SDK**, nor do they identify who opened such a PR or its number.

ANSWER: none found.

lookup-05"Fix for Semicolon insertion" (falkordb-ts): who opened this pull request and what is its number?gpt-5.6-luna (OpenAI)1.00 / 1.00

gold: gkorland, #496

graph · gpt-5.6-luna · F1 1.00 · 6,503 tokens · verified 1/2

find_entities → details → verify_citations

The pull request was opened by **gkorland**. Its number is **#496**. [pr:FalkorDB/falkordb-ts#496] [person:gkorland]

ANSWER: gkorland; #496

vector · gpt-5.6-luna · F1 1.00 · 1,345 tokens

The “Fix for Semicolon insertion” pull request was opened by **gkorland** and is **#496**. [pr:FalkorDB/falkordb-ts#496]

ANSWER: gkorland; #496

lookup-06"Potential fix for code scanning alert no. 1: Use of externally-controlled format string" (FalkorDB-MCPServer): who opened this pull request and what is its number?qwen/qwen3.8-27b (Groq)1.00 / 1.00

gold: gkorland, #1

graph · qwen/qwen3.8-27b · F1 1.00 · 9,680 tokens · verified 1/1

find_entities → details → verify_citations

The pull request "Potential fix for code scanning alert no. 1: Use of externally-controlled format string" is PR #1 in the FalkorDB-MCPServer repository. It was opened by **gkorland** and has been merged. [pr:FalkorDB/FalkorDB-MCPServer#1]

ANSWER: gkorland; #1

vector · qwen/qwen3.8-27b · F1 1.00 · 1,807 tokens

The pull request titled "Potential fix for code scanning alert no. 1: Use of externally-controlled format string" in the FalkorDB-MCPServer repository was opened by **gkorland**. Its number is **#1**.

[pr:FalkorDB/FalkorDB-MCPServer#1]

ANSWER: gkorland; #1

lookup-07"update-version-toml" (GraphRAG-SDK): who opened this pull request and what is its number?openai/gpt-oss-120b (Groq)1.00 / 0.00

gold: galshubeli, #12

graph · openai/gpt-oss-120b · F1 1.00 · 6,585 tokens · verified 2/2

find_entities → expand → verify_citations

The pull request “update-version-toml” in the GraphRAG‑SDK repository is PR #12 and was opened by galshubeli [pr:FalkorDB/GraphRAG-SDK#12] [person:galshubeli].

ANSWER: pr:FalkorDB/GraphRAG-SDK#12; person:galshubeli

vector · openai/gpt-oss-120b · F1 0.00 · 2,036 tokens

The provided chunks do not contain any information about a pull request titled “update-version-toml” in the GraphRAG‑SDK repository, so I cannot determine who opened it or its number.

ANSWER:

lookup-08"feat: re-export concrete chunking & resolution strategies" (GraphRAG-SDK): who opened this pull request and what is its number?gpt-5.6-luna (OpenAI)1.00 / 1.00

gold: galshubeli, #211

graph · gpt-5.6-luna · F1 1.00 · 6,691 tokens · verified 1/2

find_entities → details → verify_citations

Pull request **#211** was opened by **@galshubeli**. [pr:FalkorDB/GraphRAG-SDK#211] [person:galshubeli]

ANSWER: @galshubeli; #211

vector · gpt-5.6-luna · F1 1.00 · 1,879 tokens

The pull request was opened by **galshubeli**, and its number is **#211**. [pr:FalkorDB/GraphRAG-SDK#211]

ANSWER: galshubeli; #211

lookup-09"fix(graph): clear adjacency when an edge dies with both endpoints" (FalkorDB): who opened this pull request and what is its number?qwen/qwen3.8-27b (Groq)1.00 / 1.00

gold: gkorland, #2785

graph · qwen/qwen3.8-27b · F1 1.00 · 9,618 tokens · verified 1/2

find_entities → details → verify_citations

The pull request "fix(graph): clear adjacency when an edge dies with both endpoints" is PR #2785 in FalkorDB/FalkorDB, opened by **gkorland**. It was merged and fixes issue #2771 (adjacency bit surviving when both endpoints are deleted). [pr:FalkorDB/FalkorDB#2785] [person:gkorland]

ANSWER: gkorland; #2785

vector · qwen/qwen3.8-27b · F1 1.00 · 1,681 tokens

The pull request titled "fix(graph): clear adjacency when an edge dies with both endpoints" was opened by **gkorland**. Its number is **#2785**. The PR is currently in the MERGED state and was created on 2026-09-09 [pr:FalkorDB/FalkorDB#2785].

ANSWER: gkorland; #2785

lookup-10"Fixed the benchmark query for MSF" (FalkorDB): who opened this pull request and what is its number?openai/gpt-oss-120b (Groq)1.00 / 0.00

gold: gomezgab, #1205

graph · openai/gpt-oss-120b · F1 1.00 · 6,608 tokens · verified 2/2

find_entities → expand → verify_citations

The pull request titled “Fixed the benchmark query for MSF” is PR #1205, opened by user **GomezGab**. ANSWER: pr:FalkorDB/FalkorDB#1205; person:GomezGab

vector · openai/gpt-oss-120b · F1 0.00 · 1,775 tokens

The provided excerpts do not contain any information about a pull request titled “Fixed the benchmark query for MSF,” including who opened it or its number.

ANSWER: ; ;

expertise-01Who has authored the most merged pull requests that touch files under app/components/graph/ in the falkordb-browser repository? Name the top three.openai/gpt-oss-120b (Groq)0.33 / 0.00

gold: anchel123, barakb, naseem77

graph · openai/gpt-oss-120b · F1 0.33 · 4,307 tokens · verified 3/3

activity → verify_citations

The three contributors with the highest number of merged pull requests that modify files under `app/components/graph/` in the **falkordb-browser** repository are:

- **barakb** – 229 merged PRs [person:barakb]  
- **AviAvni** – 130 merged PRs [person:AviAvni]  
- **shahar-biron** – 106 merged PRs [person:shahar-biron]  

ANSWER: person:barakb; person:AviAvni; person:shahar-biron

vector · openai/gpt-oss-120b · F1 0.00 · 1,826 tokens

The provided excerpts do not contain any information about the authors of merged pull requests that modify files under `app/components/graph/` in the `falkordb-browser` repository, nor do they list enough PR metadata to determine the top three contributors.

ANSWER: (no data)

expertise-02Who has authored the most merged pull requests that touch files under docs/ in the GraphRAG-SDK repository? Name the top three.gpt-5.6-luna (OpenAI)1.00 / 0.00

gold: galshubeli, naseem77, gkorland

graph · gpt-5.6-luna · F1 1.00 · 9,740 tokens · verified 3/3

find_entities → activity → cypher_readonly → verify_citations

Top three authors of merged pull requests touching `docs/` in GraphRAG-SDK:

1. **galshubeli** — 17 merged PRs [person:galshubeli]  
2. **Naseem77** — 9 merged PRs [person:Naseem77]  
3. **gkorland** — 2 merged PRs [person:gkorland]

ANSWER: galshubeli (17); Naseem77 (9); gkorland (2)

vector · gpt-5.6-luna · F1 0.00 · 1,733 tokens

The retrieved chunks do not provide enough information to determine the top three authors of merged GraphRAG-SDK pull requests touching files under `docs/`. They identify merged PR authors including galshubeli, gkorland, and dudizimber, but do not provide a complete set or counts. [pr:FalkorDB/GraphRAG-SDK#297] [pr:FalkorDB/GraphRAG-SDK#220] [pr:FalkorDB/GraphRAG-SDK#315] [pr:FalkorDB/GraphRAG-SDK#242]

ANSWER: insufficient data; #297; #220

expertise-03Who has authored the most merged pull requests that touch files under app/src/services/ in the QueryWeaver repository? Name the top three.qwen/qwen3.8-27b (Groq)1.00 / 0.00

gold: naseem77, galshubeli, gkorland

graph · qwen/qwen3.8-27b · F1 1.00 · 5,926 tokens · verified 9/9

activity → verify_citations

The top three authors of merged PRs touching `app/src/services/` in QueryWeaver are:

1. **galshubeli** — 5 merged PRs (e.g. [pr:FalkorDB/QueryWeaver#613], [pr:FalkorDB/QueryWeaver#584], [pr:FalkorDB/QueryWeaver#386])
2. **Naseem77** — 5 merged PRs (e.g. [pr:FalkorDB/QueryWeaver#357], [pr:FalkorDB/QueryWeaver#350], [pr:FalkorDB/QueryWeaver#341])
3. **gkorland** — 4 merged PRs (e.g. [pr:FalkorDB/QueryWeaver#282], [pr:FalkorDB/QueryWeaver#455], [pr:FalkorDB/QueryWeaver#438])

Note: galshubeli and Naseem77 are tied at 5 each; gkorland follows with 4.

ANSWER: galshubeli; Naseem77; gkorland

vector · qwen/qwen3.8-27b · F1 0.00 · 1,369 tokens

The provided text chunks do not contain information regarding the "QueryWeaver" repository, nor do they list authors of merged pull requests touching files under `app/src/services/`. The retrieved chunks pertain to the `FalkorDB/FalkorDB` and `FalkorDB/GraphRAG-SDK` repositories and discuss various CI fixes, parser issues, and ingestion mappings, but none address the specific repository or file path mentioned in the question.

ANSWER: Information not found

expertise-04Who has authored the most merged pull requests that touch files under src/resultset/formatters/ in the FalkorDB repository? Name the top three.openai/gpt-oss-120b (Groq)1.00 / 0.00

gold: swilly22, aviavni, gkorland

graph · openai/gpt-oss-120b · F1 1.00 · 4,088 tokens · verified 3/3

activity → verify_citations

The three people with the most merged PRs that touch files under src/resultset/formatters/ in the FalkorDB repo are:

- swilly22 – 171 merged PRs [person:swilly22]  
- AviAvni – 82 merged PRs [person:AviAvni]  
- gkorland – 76 merged PRs [person:gkorland]  

ANSWER: swilly22; AviAvni; gkorland

vector · openai/gpt-oss-120b · F1 0.00 · 1,626 tokens

The provided chunks do not contain any information about which authors have merged pull requests that modify files under `src/resultset/formatters/` in the FalkorDB repository, so I cannot determine the top three authors.

ANSWER:

expertise-05Who has authored the most merged pull requests that touch files under e2e/logic/ in the QueryWeaver repository? Name the top three.gpt-5.6-luna (OpenAI)1.00 / 0.00

gold: anchel123, naseem77, barakb

graph · gpt-5.6-luna · F1 1.00 · 6,830 tokens · verified 3/3

find_entities → activity → verify_citations

Top three authors of merged pull requests touching `e2e/logic/` in QueryWeaver:

1. **Anchel123** — 5 PRs [person:Anchel123]  
2. **Naseem77** — 4 PRs [person:Naseem77]  
3. **barakb** — 3 PRs [person:barakb]

ANSWER: Anchel123; Naseem77; barakb

vector · gpt-5.6-luna · F1 0.00 · 1,645 tokens

The retrieved chunks do not contain enough information to determine which authors have the most merged QueryWeaver pull requests touching files under `e2e/logic/`, or to name the top three.

ANSWER: unavailable; unavailable; unavailable

expertise-06Who has authored the most merged pull requests that touch files under src/datatypes/ in the FalkorDB repository? Name the top three.qwen/qwen3.8-27b (Groq)1.00 / 0.00

gold: swilly22, aviavni, gomezgab

graph · qwen/qwen3.8-27b · F1 1.00 · 5,935 tokens · verified 11/11

activity → verify_citations

The top three authors of merged PRs touching `src/datatypes/` in FalkorDB are:

1. **swilly22** — 26 PRs (e.g., [pr:FalkorDB/FalkorDB#1427], [pr:FalkorDB/FalkorDB#1272], [pr:FalkorDB/FalkorDB#1266])
2. **AviAvni** — 3 PRs (e.g., [pr:FalkorDB/FalkorDB#899], [pr:FalkorDB/FalkorDB#759], [pr:FalkorDB/FalkorDB#6])
3. **GomezGab** — 2 PRs (e.g., [pr:FalkorDB/FalkorDB#2156], [pr:FalkorDB/FalkorDB#2117])

[person:swilly22] [person:AviAvni] [person:GomezGab]

ANSWER: swilly22; AviAvni; GomezGab

vector · qwen/qwen3.8-27b · F1 0.00 · 1,490 tokens

The provided text chunks do not contain information regarding the number of merged pull requests authored by specific individuals that touch files under the `src/datatypes/` directory. The chunks discuss third-party libraries, migration guides, specific PRs (e.g., #2262, #544, #1665, #1282), and production issues, but none provide a statistical breakdown of authorship for that specific file path.

ANSWER: Information not found

expertise-07Who has authored the most merged pull requests that touch files under e2e/infra/ in the falkordb-browser repository? Name the top three.openai/gpt-oss-120b (Groq)0.33 / 0.00

gold: anchel123, naseem77, barakb

graph · openai/gpt-oss-120b · F1 0.33 · 4,520 tokens · verified 3/3

activity → verify_citations

The three people who have authored the most pull requests that were merged and touch files under e2e/infra/ in the falkordb‑browser repo are:

- **barakb** – 229 merged PRs [person:barakb]  
- **AviAvni** – 130 merged PRs [person:AviAvni]  
- **shahar-biron** – 106 merged PRs [person:shahar-biron]  

ANSWER: person:barakb; person:AviAvni; person:shahar-biron

vector · openai/gpt-oss-120b · F1 0.00 · 1,493 tokens

The provided chunks do not contain any information about merged pull requests that modify files under e2e/infra/ in the falkordb‑browser repository, nor do they list the authors of such PRs. Therefore I cannot determine the top three contributors.

ANSWER: (no data)

expertise-08Who has authored the most merged pull requests that touch files under tests/ in the falkordb-ts repository? Name the top three.gpt-5.6-luna (OpenAI)1.00 / 0.00

gold: naseem77, gkorland, anchel123

graph · gpt-5.6-luna · F1 1.00 · 6,729 tokens · verified 3/3

find_entities → activity → verify_citations

Top three authors of merged pull requests touching `tests/` in `falkordb-ts`:

1. **Naseem77** — 13 PRs [person:Naseem77]
2. **gkorland** — 4 PRs [person:gkorland]
3. **Anchel123** — 3 PRs [person:Anchel123]

ANSWER: Naseem77; gkorland; Anchel123

vector · gpt-5.6-luna · F1 0.00 · 1,491 tokens

The retrieved text does not contain enough information to determine which authors have the most merged pull requests touching `tests/` in the `falkordb-ts` repository. It only identifies one merged PR there, authored by `barakb` [pr:FalkorDB/falkordb-ts#587].

ANSWER: insufficient data; #587; barakb

expertise-09Who has authored the most merged pull requests that touch files under e2e/infra/ui/ in the falkordb-browser repository? Name the top three.qwen/qwen3.8-27b (Groq)1.00 / 0.00

gold: naseem77, anchel123, barakb

graph · qwen/qwen3.8-27b · F1 1.00 · 5,933 tokens · verified 9/9

activity → verify_citations

The top three authors of merged PRs touching files under `e2e/infra/ui/` in falkordb-browser are:

1. **Naseem77** — 10 merged PRs (e.g., [pr:FalkorDB/falkordb-browser#1202], [pr:FalkorDB/falkordb-browser#779], [pr:FalkorDB/falkordb-browser#417])
2. **Anchel123** — 9 merged PRs (e.g., [pr:FalkorDB/falkordb-browser#1214], [pr:FalkorDB/falkordb-browser#1131], [pr:FalkorDB/falkordb-browser#1040])
3. **barakb** — 4 merged PRs (e.g., [pr:FalkorDB/falkordb-browser#1141], [pr:FalkorDB/falkordb-browser#1042], [pr:FalkorDB/falkordb-browser#817])

ANSWER: Naseem77; Anchel123; barakb

vector · qwen/qwen3.8-27b · F1 0.00 · 1,525 tokens

The provided text chunks do not contain information about which specific files were modified in the listed pull requests, nor do they provide a comprehensive list of all merged PRs in the `falkordb-browser` repository. While chunks [1], [6], and [7] mention `e2e/infra/utils.ts` and general e2e testing, they do not specify changes to `e2e/infra/ui/` or provide enough data to determine the top three authors by count for that specific directory.

ANSWER: insufficient data

expertise-10Who has authored the most merged pull requests that touch files under api/routes/ in the QueryWeaver repository? Name the top three.openai/gpt-oss-120b (Groq)0.67 / 0.00

gold: gkorland, galshubeli, naseem77

graph · openai/gpt-oss-120b · F1 0.67 · 3,995 tokens · verified 3/3

activity → verify_citations

The top three contributors who authored the most merged pull requests touching files under api/routes/ in the QueryWeaver repo are:

- gkorland – 138 merged PRs [person:gkorland]  
- galshubeli – 49 merged PRs [person:galshubeli]  
- barakb – 27 merged PRs [person:barakb]  

ANSWER: gkorland; galshubeli; barakb

vector · openai/gpt-oss-120b · F1 0.00 · 1,562 tokens

The provided chunks do not contain information about which authors have merged pull requests that modify files under `api/routes/` in the QueryWeaver repository, so I cannot determine the top three contributors.  

ANSWER: (no data)

trace-01Which pull request fixed issue #293 in the FalkorDB repository, and in which release did the fix ship?openai/gpt-oss-120b (Groq)1.00 / 0.00

gold: #1126, v4.14.0

graph · openai/gpt-oss-120b · F1 1.00 · 5,857 tokens · verified 2/2

find_entities → trace → verify_citations

The issue was fixed by PR #1126, which was merged and shipped in the v4.14.0 release. ANSWER: pr:FalkorDB/FalkorDB#1126; release:FalkorDB/FalkorDB@v4.14.0

vector · openai/gpt-oss-120b · F1 0.00 · 1,354 tokens

The provided excerpts do not contain any reference to issue #293, nor do they mention a pull request that addressed it or the release in which such a fix was included.

ANSWER: ;

trace-02Which pull request fixed issue #227 in the falkordb-browser repository, and in which release did the fix ship?gpt-5.6-luna (OpenAI)1.00 / 0.00

gold: #228, v0.5.0

graph · gpt-5.6-luna · F1 1.00 · 6,524 tokens · verified 2/2

find_entities → trace → verify_citations

Pull request **#228**, “fix #227 add schema view,” fixed issue **#227**. [pr:FalkorDB/falkordb-browser#228] The fix shipped in release **v0.5.0**, released July 21, 2024. [release:FalkorDB/falkordb-browser@v0.5.0]

ANSWER: #228; v0.5.0

vector · gpt-5.6-luna · F1 0.00 · 1,026 tokens

The retrieved chunks do not identify a pull request fixing issue #227 or the release in which it shipped.

ANSWER: unavailable; #227; falkordb-browser release unknown

trace-03Which pull request fixed issue #114 in the QueryWeaver repository, and in which release did the fix ship?qwen/qwen3.8-27b (Groq)1.00 / 0.00

gold: #244, 0.0.11

graph · qwen/qwen3.8-27b · F1 1.00 · 9,421 tokens · verified 3/3

find_entities → trace → verify_citations

Issue #114 "Reduce unnecessary logs" in QueryWeaver was fixed by PR #244 "Remove litellm logs", authored by galshubeli and merged on 2025-09-10. The fix shipped in release 0.0.11, released on 2025-09-11.

- Issue: [issue:FalkorDB/QueryWeaver#114]
- Fixing PR: [pr:FalkorDB/QueryWeaver#244]
- Release: [release:FalkorDB/QueryWeaver@0.0.11]

ANSWER: #244; 0.0.11

vector · qwen/qwen3.8-27b · F1 0.00 · 1,487 tokens

The provided text chunks do not contain information regarding the "QueryWeaver" repository, issue #114, or the specific pull request and release that fixed it. The retrieved chunks focus on the FalkorDB repository (issues and PRs such as #1838, #2102, #1139, etc.) and the falkordb-browser repository.

ANSWER: Information not found

trace-04Which pull request fixed issue #861 in the FalkorDB repository, and in which release did the fix ship?openai/gpt-oss-120b (Groq)1.00 / 0.00

gold: #846, v4.4.0

graph · openai/gpt-oss-120b · F1 1.00 · 5,858 tokens · verified 2/2

find_entities → trace → verify_citations

The issue was fixed by PR #846 [pr:FalkorDB/FalkorDB#846] and the change was shipped in release v4.4.0 [release:FalkorDB/FalkorDB@v4.4.0].

ANSWER: pr:FalkorDB/FalkorDB#846; release:FalkorDB/FalkorDB@v4.4.0

vector · openai/gpt-oss-120b · F1 0.00 · 1,378 tokens

The provided chunks do not contain any information about which pull request fixed issue #861 or the release in which that fix was shipped.

ANSWER: ; ;

trace-05Which pull request fixed issue #657 in the falkordb-browser repository, and in which release did the fix ship?gpt-5.6-luna (OpenAI)1.00 / 0.00

gold: #2094, v2.6.0

graph · gpt-5.6-luna · F1 1.00 · 6,724 tokens · verified 2/2

find_entities → trace → verify_citations

Issue #657 was fixed by **PR #2094**, “feat(mobile): responsive layout for viewports under 1100px” [pr:FalkorDB/falkordb-browser#2094]. The fix shipped in **release v2.6.0** [release:FalkorDB/falkordb-browser@v2.6.0].

ANSWER: PR #2094; v2.6.0

vector · gpt-5.6-luna · F1 0.00 · 1,123 tokens

The retrieved chunks do not identify issue #657 or the pull request that fixed it, nor do they state the release in which that fix shipped.

ANSWER: unavailable; #657; release unknown

trace-06Which pull request fixed issue #1003 in the falkordb-browser repository, and in which release did the fix ship?gpt-5.6-luna (OpenAI)1.00 / 0.00

gold: #1007, v1.4.0

graph · gpt-5.6-luna · F1 1.00 · 6,568 tokens · verified 2/2

find_entities → trace → verify_citations

Issue #1003 was fixed by pull request **#1007**, “Fix #1003 pass a custom trigger to create graph in the tutorial.” [pr:FalkorDB/falkordb-browser#1007]

The fix shipped in release **v1.4.0**, released June 4, 2025. [release:FalkorDB/falkordb-browser@v1.4.0]

ANSWER: PR #1007; v1.4.0

vector · gpt-5.6-luna · F1 0.00 · 1,132 tokens

The retrieved chunks do not identify a pull request fixing issue #1003 in the `falkordb-browser` repository or specify the release in which it shipped.

ANSWER: unavailable; #1003; falkordb-browser

trace-07Which pull request fixed issue #825 in the FalkorDB repository, and in which release did the fix ship?openai/gpt-oss-120b (Groq)1.00 / 0.00

gold: #826, v4.4.0

graph · openai/gpt-oss-120b · F1 1.00 · 5,853 tokens · verified 2/2

find_entities → trace → verify_citations

The issue was closed by PR #826 [pr:FalkorDB/FalkorDB#826], and that PR was included in release v4.4.0 [release:FalkorDB/FalkorDB@v4.4.0].

ANSWER: pr:FalkorDB/FalkorDB#826; release:FalkorDB/FalkorDB@v4.4.0

vector · openai/gpt-oss-120b · F1 0.00 · 1,348 tokens

The provided excerpts do not contain any reference to a pull request that fixed issue #825 or the release in which that fix was shipped.

ANSWER: ;

trace-08Which pull request fixed issue #1535 in the falkordb-browser repository, and in which release did the fix ship?gpt-5.6-luna (OpenAI)1.00 / 0.00

gold: #1546, v1.9.2

graph · gpt-5.6-luna · F1 1.00 · 6,651 tokens · verified 2/2

find_entities → trace → verify_citations

Issue #1535 was fixed by **PR #1546**, “Fix #1535 feat: add favorite queries functionality to PaginationList and Select…” [pr:FalkorDB/falkordb-browser#1546]. The fix shipped in **falkordb-browser v1.9.2**, released on 2026-03-30 [release:FalkorDB/falkordb-browser@v1.9.2].

ANSWER: PR #1546; v1.9.2

vector · gpt-5.6-luna · F1 0.00 · 1,164 tokens

The retrieved chunks do not identify issue #1535, the pull request that fixed it, or the release containing the fix.

ANSWER: unavailable; #1535; release unavailable

trace-09Which pull request fixed issue #1164 in the FalkorDB repository, and in which release did the fix ship?gpt-5.6-luna (OpenAI)0.50 / 0.00

gold: #1166, v4.10.2

graph · gpt-5.6-luna · F1 0.50 · 6,694 tokens · verified 3/3

find_entities → trace → verify_citations

Issue #1164 was fixed by pull request **#1166**, “allow ping while aof loading” [pr:FalkorDB/FalkorDB#1166]. The fix shipped in **v4.12.0** [release:FalkorDB/FalkorDB@v4.12.0]. (The graph also associates it with v4.10.2.) [release:FalkorDB/FalkorDB@v4.10.2]

ANSWER: #1166; v4.12.0

vector · gpt-5.6-luna · F1 0.00 · 1,264 tokens

The retrieved chunks do not identify issue #1164, the pull request that fixed it, or the release containing the fix.

ANSWER: unavailable; #1164 unavailable; release unavailable

trace-10Which pull request fixed issue #538 in the falkordb-browser repository, and in which release did the fix ship?openai/gpt-oss-120b (Groq)0.00 / 0.00

gold: #764, v1.2.4

graph · openai/gpt-oss-120b · F1 0.00 · 5,908 tokens · verified 2/3

find_entities → trace → verify_citations

The issue was fixed by PR #764 in the falkordb‑browser repo, and the change was shipped in release v1.2.4. [pr:FalkorDB/falkordb-browser#764] [release:FalkorDB/falkordb-browser@v1.2.4]

ANSWER: pr:#764; release:v1.2.4

vector · openai/gpt-oss-120b · F1 0.00 · 1,227 tokens

The provided chunks do not contain any information about a pull request that fixed issue #538 in the falkordb‑browser repository, nor do they specify a release in which such a fix was shipped.

ANSWER:

cross_repo-01Which issues or pull requests in other FalkorDB repositories reference issue #1179 in the FalkorDB repository?openai/gpt-oss-120b (Groq)1.00 / 0.00

gold: #1630

graph · openai/gpt-oss-120b · F1 1.00 · 5,886 tokens · verified 1/1

find_entities → trace → verify_citations

The issue is referenced by a pull request in the falkordb‑browser repo: pr:FalkorDB/falkordb-browser#1630. ANSWER: pr:Falkordb-browser#1630

vector · openai/gpt-oss-120b · F1 0.00 · 1,488 tokens

The provided chunks do not contain any mention of issue #1179 being referenced by issues or pull requests in other FalkorDB repositories.

ANSWER: none

cross_repo-02Which issues or pull requests in other FalkorDB repositories reference issue #20 in the falkordb-ts repository?gpt-5.6-luna (OpenAI)0.80 / 0.00

gold: #598, #646

graph · gpt-5.6-luna · F1 0.80 · 6,656 tokens · verified 3/3

find_entities → trace → verify_citations

The following pull requests in other FalkorDB repositories reference issue #20 in `falkordb-ts`:

- `FalkorDB/FalkorDB#646` — “fix #645 Add objective to README” [pr:FalkorDB/FalkorDB#646]
- `FalkorDB/FalkorDB#598` — “fix #597 - Update README.md example and comment” [pr:FalkorDB/FalkorDB#598]

No cross-repository issues were found. [issue:FalkorDB/falkordb-ts#20]

ANSWER: #646; #598; falkordb-ts#20

vector · gpt-5.6-luna · F1 0.00 · 1,226 tokens

The retrieved chunks do not identify any issues or pull requests in other FalkorDB repositories that reference issue #20 in `falkordb-ts`.

ANSWER: none found; #20; falkordb-ts

cross_repo-03Which issues or pull requests in other FalkorDB repositories reference issue #1388 in the falkordb-browser repository?gpt-5.6-luna (OpenAI)0.50 / 0.00

gold: #1575

graph · gpt-5.6-luna · F1 0.50 · 6,796 tokens · verified 4/4

find_entities → trace → verify_citations

The only cross-repository reference found is:

- Issue [issue:FalkorDB/FalkorDB#1575] — “Invalid input 'l': expected LOAD CSV line: 3, column: 21, offset: 59 errCtx: n2 LIMIT 3” [issue:FalkorDB/falkordb-browser#1388]

No pull requests in other FalkorDB repositories were found referencing it. The browser fix was PR #1391 in the same repository and shipped in v1.7.2 [pr:FalkorDB/falkordb-browser#1391] [release:FalkorDB/falkordb-browser@v1.7.2].

ANSWER: #1575; #1391; v1.7.2

vector · gpt-5.6-luna · F1 0.00 · 1,198 tokens

The retrieved chunks do not contain any issues or pull requests in other FalkorDB repositories that reference `falkordb-browser#1388`.

ANSWER: none found; #1388

cross_repo-04Which issues or pull requests in other FalkorDB repositories reference issue #404 in the falkordb-ts repository?openai/gpt-oss-120b (Groq)1.00 / 0.00

gold: #2055

graph · openai/gpt-oss-120b · F1 1.00 · 6,098 tokens · verified 1/1

find_entities → trace → verify_citations

The issue is referenced by one pull request in another FalkorDB repository: **pr:FalkorDB/falkordb-browser#2055** (“Schema property rules”) which has a cross‑repo reference to issue #404 in falkordb‑ts [pr:FalkorDB/falkordb-browser#2055].

ANSWER: pr:FalkorDB/falkordb-browser#2055

vector · openai/gpt-oss-120b · F1 0.00 · 1,428 tokens

The provided chunks do not contain any information about references to issue #404 in the **falkordb‑ts** repository from other FalkorDB repositories.

ANSWER: none

cross_repo-05Which issues or pull requests in other FalkorDB repositories reference issue #2048 in the FalkorDB repository?gpt-5.6-luna (OpenAI)0.80 / 0.00

gold: #1802, #1803

graph · gpt-5.6-luna · F1 0.80 · 7,258 tokens · verified 3/3

find_entities → trace → verify_citations

Other FalkorDB repositories referencing issue #2048:

- **falkordb-browser issue #1802** — “Browser UI: Import / Restore a graph from an RDB dump (local upload + S3 URL)” — **open** [issue:FalkorDB/falkordb-browser#1802]
- **falkordb-browser PR #1803** — “feat(graph): restore a graph from a .dump file or remote URL” — **closed** [pr:FalkorDB/falkordb-browser#1803]

The source issue is [issue:FalkorDB/FalkorDB#2048].

ANSWER: falkordb-browser #1802; falkordb-browser #1803; FalkorDB #2048

vector · gpt-5.6-luna · F1 0.00 · 1,292 tokens

The retrieved chunks do not mention references to FalkorDB/FalkorDB issue #2048 in other FalkorDB repositories.

ANSWER: none found; #2048

cross_repo-06Which issues or pull requests in other FalkorDB repositories reference issue #37 in the falkordb-browser repository?gpt-5.6-luna (OpenAI)1.00 / 0.00

gold: #573, #598, #646

graph · gpt-5.6-luna · F1 1.00 · 6,555 tokens · verified 4/4

find_entities → trace → verify_citations

Other-repository references to [issue:FalkorDB/falkordb-browser#37] are:

- [pr:FalkorDB/FalkorDB#646] — “fix #645 Add objective to README” (merged)
- [pr:FalkorDB/FalkorDB#598] — “fix #597 - Update README.md example and comment” (merged)
- [pr:FalkorDB/FalkorDB#573] — “Update README.md” (closed)

ANSWER: #646; #598; #573

vector · gpt-5.6-luna · F1 0.00 · 1,189 tokens

The retrieved chunks do not show any issue or pull request in another FalkorDB repository referencing `falkordb-browser#37`. The only cross-repository references shown concern `falkordb-browser#39`, `#82`, `#359`, and `FalkorDB#558`. [pr:FalkorDB/falkordb-ts#40] [pr:FalkorDB/falkordb-browser#83] [pr:FalkorDB/falkordb-browser#358] [pr:FalkorDB/FalkorDB#559]

ANSWER: none found; #39; #82; #359; #558

cross_repo-07Which issues or pull requests in other FalkorDB repositories reference issue #687 in the FalkorDB repository?openai/gpt-oss-120b (Groq)1.00 / 0.00

gold: #1918

graph · openai/gpt-oss-120b · F1 1.00 · 5,950 tokens · verified 1/1

find_entities → trace → verify_citations

The issue is referenced by one pull request in another FalkorDB repository: **pr:FalkorDB/falkordb-browser#1918** – a merged PR that mentions the issue (cross‑repo reference) [pr:FalkorDB/falkordb-browser#1918].

ANSWER: pr:Falkordb-browser#1918

vector · openai/gpt-oss-120b · F1 0.00 · 1,715 tokens

The provided chunks do not contain any mention of issue #687 or references to it from other FalkorDB repositories.

ANSWER: None

cross_repo-08Which issues or pull requests in other FalkorDB repositories reference issue #385 in the FalkorDB repository?gpt-5.6-luna (OpenAI)0.67 / 0.00

gold: #1918

graph · gpt-5.6-luna · F1 0.67 · 7,039 tokens · verified 2/2

find_entities → trace → verify_citations

Only one item in another FalkorDB repository references issue #385:

- **PR #1918** in **falkordb-browser** — “feat: guided CSV ingestion (preview, typed columns, result summary)” — merged. [pr:FalkorDB/falkordb-browser#1918]

No cross-repository issues were found. [issue:FalkorDB/FalkorDB#385]

ANSWER: #385; falkordb-browser PR #1918

vector · gpt-5.6-luna · F1 0.00 · 1,339 tokens

The retrieved chunks do not identify any issues or pull requests in other FalkorDB repositories that reference FalkorDB issue #385.

ANSWER: none found; #385

cross_repo-09Which issues or pull requests in other FalkorDB repositories reference issue #2078 in the FalkorDB repository?gpt-5.6-luna (OpenAI)1.00 / 0.00

gold: #1802, #1803, #1810

graph · gpt-5.6-luna · F1 1.00 · 7,136 tokens · verified 3/3

find_entities → trace → verify_citations

Other FalkorDB repositories referencing issue #2078 are:

- Issue #1802 — “Browser UI: Import / Restore a graph from an RDB dump (local upload + S3 URL)” [issue:FalkorDB/falkordb-browser#1802]
- PR #1803 — “feat(graph): restore a graph from a .dump file or remote URL” [pr:FalkorDB/falkordb-browser#1803]
- PR #1810 — “fix(export): return DUMP payload as Buffer to preserve binary bytes” [pr:FalkorDB/falkordb-browser#1810]

All are in `falkordb-browser`; #1802 is open, while both pull requests are closed.

ANSWER: falkordb-browser #1802; falkordb-browser #1803; falkordb-browser #1810

vector · gpt-5.6-luna · F1 0.00 · 1,467 tokens

The retrieved chunks do not contain any issue or pull request in another FalkorDB repository that references FalkorDB issue #2078.

ANSWER: none found; #2078

cross_repo-10Which issues or pull requests in other FalkorDB repositories reference pull request #2365 in the FalkorDB repository?openai/gpt-oss-120b (Groq)1.00 / 0.00

gold: #609

graph · openai/gpt-oss-120b · F1 1.00 · 4,106 tokens · verified 1/1

trace → verify_citations

The only cross‑repository reference to PR #2365 is from PR #609 in the falkordb‑ts repository [FalkorDB/falkordb-ts#609]【pr:FalkorDB/falkordb-ts#609】.  

ANSWER: pr:FalkorDB/falkordb-ts#609

vector · openai/gpt-oss-120b · F1 0.00 · 1,325 tokens

The provided chunks do not contain any mention of pull request #2365 from the FalkorDB repository, nor do they show any other FalkorDB repositories referencing it.

ANSWER: none

impact-01Which open pull requests currently touch files under clients/python/queryweaver_client/ in the QueryWeaver repository?openai/gpt-oss-120b (Groq)0.00 / 0.00

gold: #272

graph · openai/gpt-oss-120b · F1 0.00 · 3,653 tokens · verified 0/0

impact → verify_citations

No open pull requests currently touch files under `clients/python/queryweaver_client/` in the **QueryWeaver** repository. ANSWER: none.

vector · openai/gpt-oss-120b · F1 0.00 · 1,500 tokens

The provided chunks only describe merged pull requests; none of them mention open pull requests that modify files under `clients/python/queryweaver_client/` in the QueryWeaver repository. Therefore, based on the retrieved information, there are no open PRs identified that touch that directory.

ANSWER: (no items)

impact-02Which open pull requests currently touch files under src/config/ in the FalkorDB-MCPServer repository?gpt-5.6-luna (OpenAI)0.00 / 0.00

gold: #175

graph · gpt-5.6-luna · F1 0.00 · 6,272 tokens · verified 1/1

find_entities → impact → verify_citations

No open pull requests currently touch files under `src/config/` in the FalkorDB-MCPServer repository. The graph returned no affected open PRs. [dir:FalkorDB/FalkorDB-MCPServer:src/config]

ANSWER: none; src/config/; FalkorDB-MCPServer

vector · gpt-5.6-luna · F1 0.00 · 1,421 tokens

The retrieved text does not identify any open pull requests in the FalkorDB-MCPServer repository that touch files under `src/config/`. The only MCPServer PR shown is #14, which is merged [pr:FalkorDB/FalkorDB-MCPServer#14].

ANSWER: none identified; #14 merged

impact-03Which open pull requests currently touch files under src/arithmetic/boolean_funcs/ in the FalkorDB repository?gpt-5.6-luna (OpenAI)0.00 / 0.00

gold: #2200, #3312

graph · gpt-5.6-luna · F1 0.00 · 6,397 tokens · verified 0/1

find_entities → impact → verify_citations

No open pull requests currently touch files under `src/arithmetic/boolean_funcs/` in the FalkorDB repository. [repo:FalkorDB/FalkorDB]

ANSWER: none

vector · gpt-5.6-luna · F1 0.00 · 1,652 tokens

The retrieved chunks do not identify any open pull requests that touch files under `src/arithmetic/boolean_funcs/` in the FalkorDB repository.

ANSWER: none identified; no PR numbers available

impact-04Which open pull requests currently touch files under api/static/ in the QueryWeaver repository?openai/gpt-oss-120b (Groq)1.00 / 0.00

gold: #36

graph · openai/gpt-oss-120b · F1 1.00 · 4,251 tokens · verified 1/1

impact → verify_citations

Open pull requests that modify files under api/static/ in the QueryWeaver repo are:

- PR #36 (“initial support for organizations”) touching api/static/js and api/static/css [pr:FalkorDB/QueryWeaver#36]

ANSWER: pr:FalkorDB/QueryWeaver#36

vector · openai/gpt-oss-120b · F1 0.00 · 1,304 tokens

The provided chunks do not contain any information about open pull requests that modify files under `api/static/` in the QueryWeaver repository.

ANSWER: none found.

impact-05Which open pull requests currently touch files under src/queryweaver/ in the QueryWeaver repository?gpt-5.6-luna (OpenAI)1.00 / 0.00

gold: #253

graph · gpt-5.6-luna · F1 1.00 · 6,566 tokens · verified 1/1

find_entities → impact → verify_citations

The open pull request currently touching files under `src/queryweaver/` is:

- **#253 — “Add Library API to QueryWeaver”**; touches 4 files under `src/queryweaver/core` [pr:FalkorDB/QueryWeaver#253]

ANSWER: #253

vector · gpt-5.6-luna · F1 0.00 · 1,352 tokens

The retrieved chunks do not identify any **open** QueryWeaver pull requests touching files under `src/queryweaver/`. The only QueryWeaver PR shown is #452, which is **closed**, and its excerpt does not establish that it modifies that path. [pr:FalkorDB/QueryWeaver#452]

ANSWER: none identified; #452 (closed)

impact-06Which open pull requests currently touch files under src/services/ in the FalkorDB-MCPServer repository?gpt-5.6-luna (OpenAI)0.00 / 0.00

gold: #9, #12, #28, #31, #175

graph · gpt-5.6-luna · F1 0.00 · 6,376 tokens · verified 0/1

find_entities → impact → verify_citations

No open pull requests currently touch files under `src/services/` in the FalkorDB-MCPServer repository. [repo:FalkorDB/FalkorDB-MCPServer]

ANSWER: none; FalkorDB-MCPServer

vector · gpt-5.6-luna · F1 0.00 · 1,246 tokens

The retrieved text does not contain information about open pull requests in the FalkorDB-MCPServer repository that touch files under `src/services/`.

ANSWER: none found

impact-07Which open pull requests currently touch files under proofs/algo_udf/AlgoUdf/ in the FalkorDB repository?openai/gpt-oss-120b (Groq)0.00 / 0.00

gold: #3172

graph · openai/gpt-oss-120b · F1 0.00 · 3,664 tokens · verified 0/0

impact → verify_citations

No open pull requests currently touch files under proofs/algo_udf/AlgoUdf/ in the FalkorDB repository. ANSWER: none

vector · openai/gpt-oss-120b · F1 0.00 · 1,355 tokens

The provided excerpts do not contain any information about open pull requests that modify files under `proofs/algo_udf/AlgoUdf/` in the FalkorDB repository.

ANSWER: none found.

impact-08Which open pull requests currently touch files under .claude/skills/proofs/ in the FalkorDB repository?gpt-5.6-luna (OpenAI)0.00 / 1.00

gold: #3172

graph · gpt-5.6-luna · F1 0.00 · 3,516 tokens · verified 0/0

impact → verify_citations

No open pull requests currently touch files under `.claude/skills/proofs/` in the FalkorDB repository, according to the available graph data.

ANSWER: .claude/skills/proofs/; FalkorDB

vector · gpt-5.6-luna · F1 1.00 · 1,546 tokens

The retrieved text identifies open PR **#3172**, which adds the `.claude/skills/proofs/` skill and related tooling. [pr:FalkorDB/FalkorDB#3172] No other open pull request is shown as touching files under that path.

ANSWER: #3172

impact-09Which open pull requests currently touch files under src/util/zstd/ in the FalkorDB repository?gpt-5.6-luna (OpenAI)0.00 / 0.00

gold: #2809

graph · gpt-5.6-luna · F1 0.00 · 6,268 tokens · verified 1/1

find_entities → impact → verify_citations

No open pull requests currently touch files under `src/util/zstd/` in FalkorDB. [dir:FalkorDB/FalkorDB:src/util/zstd]

ANSWER: src/util/zstd/; none

vector · gpt-5.6-luna · F1 0.00 · 1,464 tokens

The retrieved chunks do not identify any open pull requests touching files under `src/util/zstd/` in the FalkorDB repository. [issue:FalkorDB/FalkorDB#1434]

ANSWER: none identified; src/util/zstd; FalkorDB

impact-10Which open pull requests currently touch files under src/effects/writers/ in the FalkorDB repository?openai/gpt-oss-120b (Groq)1.00 / 0.00

gold: #2807

graph · openai/gpt-oss-120b · F1 1.00 · 3,992 tokens · verified 1/1

impact → verify_citations

Open pull requests that currently modify files under src/effects/writers/ in the FalkorDB repo are:

- PR #2807 [pr:FalkorDB/FalkorDB#2807]

ANSWER: pr:FalkorDB/FalkorDB#2807

vector · openai/gpt-oss-120b · F1 0.00 · 1,355 tokens

The provided chunks only describe merged or closed pull requests and do not include any open pull requests that modify files under `src/effects/writers/` in the FalkorDB repository.

ANSWER: (no data)

aggregation-01Who opened the most issues in the falkordb-browser repository in 2024? Name the top three.openai/gpt-oss-120b (Groq)1.00 / 0.00

gold: naseem77, gkorland, anchel123

graph · openai/gpt-oss-120b · F1 1.00 · 4,247 tokens · verified 3/3

activity → verify_citations

Naseem77 opened the most issues in falkordb‑browser in 2024, followed by gkorland and Anchel123, who each opened the same number of issues【person:Naseem77】;【person:gkorland】;【person:Anchel123】. ANSWER: person:Naseem77; person:gkorland; person:Anchel123

vector · openai/gpt-oss-120b · F1 0.00 · 1,436 tokens

The provided chunks do not contain any information about issue authors or counts for the year 2024 in the falkordb-browser repository, so I cannot determine who opened the most issues that year.

ANSWER:

aggregation-02Who opened the most issues in the falkordb-ts repository in 2024? Name the top three.gpt-5.6-luna (OpenAI)1.00 / 0.00

gold: naseem77, gkorland, dudizimber

graph · gpt-5.6-luna · F1 1.00 · 6,729 tokens · verified 3/3

find_entities → activity → verify_citations

The top three issue openers in **falkordb-ts** during 2024 were:

1. **Naseem77** — 47 issues [person:Naseem77]  
2. **gkorland** — 19 issues [person:gkorland]  
3. **dudizimber** — 3 issues [person:dudizimber]

ANSWER: Naseem77 (47); gkorland (19); dudizimber (3)

vector · gpt-5.6-luna · F1 0.00 · 1,597 tokens

The retrieved chunks contain no information about the **falkordb-ts** repository or issues opened in 2024, so I can’t identify the top three issue openers.

ANSWER: unavailable; unavailable; unavailable

aggregation-03Who reviewed the most pull requests in the FalkorDB repository in 2024? Name the top three.gpt-5.6-luna (OpenAI)1.00 / 0.00

gold: aviavni, swilly22, emilymatt

graph · gpt-5.6-luna · F1 1.00 · 6,722 tokens · verified 3/3

find_entities → activity → verify_citations

Top three reviewers of pull requests in the FalkorDB repository during 2024:

1. **AviAvni** — 47 reviews [person:AviAvni]  
2. **swilly22** — 39 reviews [person:swilly22]  
3. **EmilyMatt** — 11 reviews [person:EmilyMatt]

ANSWER: AviAvni; swilly22; EmilyMatt

vector · gpt-5.6-luna · F1 0.00 · 1,655 tokens

The retrieved chunks do not contain 2024 pull-request review statistics or reviewer rankings, so I cannot identify the top three reviewers.

ANSWER: unavailable; no 2024 review data; no reviewer names

aggregation-04Who reviewed the most pull requests in the falkordb-browser repository in 2025? Name the top three.openai/gpt-oss-120b (Groq)1.00 / 0.00

gold: barakb, anchel123, naseem77

graph · openai/gpt-oss-120b · F1 1.00 · 4,345 tokens · verified 3/3

activity → verify_citations

The three reviewers with the highest number of PR reviews in falkordb‑browser during 2025 are:

- **barakb** – 276 reviews [person:barakb]  
- **Anchel123** – 30 reviews [person:Anchel123]  
- **Naseem77** – 26 reviews [person:Naseem77]

ANSWER: person:barakb; person:Anchel123; person:Naseem77

vector · openai/gpt-oss-120b · F1 0.00 · 1,604 tokens

The provided excerpts do not contain any information about who reviewed pull requests in the falkordb‑browser repository during 2025, nor do they list reviewer counts or rankings.

ANSWER: (no data)

aggregation-05Who opened the most issues in the QueryWeaver repository in 2025? Name the top three.gpt-5.6-luna (OpenAI)1.00 / 0.00

gold: gkorland, danshalev7, naseem77

graph · gpt-5.6-luna · F1 1.00 · 6,699 tokens · verified 3/3

find_entities → activity → verify_citations

Top three issue openers in QueryWeaver during 2025:

1. **gkorland** — 45 issues [person:gkorland]  
2. **danshalev7** — 8 issues [person:danshalev7]  
3. **Naseem77** — 6 issues [person:Naseem77]

ANSWER: gkorland; danshalev7; Naseem77

vector · gpt-5.6-luna · F1 0.00 · 1,490 tokens

The retrieved chunks do not contain QueryWeaver issue-opening statistics for 2025, so I can’t identify the top three users. [pr:FalkorDB/QueryWeaver#710] [pr:FalkorDB/QueryWeaver#584]

ANSWER: unavailable; unavailable; unavailable

aggregation-06Who opened the most issues in the FalkorDB repository in 2025? Name the top three.gpt-5.6-luna (OpenAI)1.00 / 0.00

gold: swilly22, gkorland, swf2000

graph · gpt-5.6-luna · F1 1.00 · 7,048 tokens · verified 3/3

find_entities → activity → verify_citations

The top three issue authors in the FalkorDB repository during 2025 were:

1. **swilly22** — 85 issues [person:swilly22]  
2. **gkorland** — 52 issues [person:gkorland]  
3. **swf2000** — 26 issues [person:swf2000]

ANSWER: swilly22 (85); gkorland (52); swf2000 (26)

vector · gpt-5.6-luna · F1 0.00 · 1,377 tokens

The retrieved text does not contain issue-opening statistics for the FalkorDB repository in 2025, so I cannot identify the top three users. [1] [2] [4] [8]

ANSWER: unavailable; unavailable; unavailable

aggregation-07Who opened the most issues in the falkordb-browser repository in 2025? Name the top three.openai/gpt-oss-120b (Groq)1.00 / 0.00

gold: naseem77, anchel123, gkorland

graph · openai/gpt-oss-120b · F1 1.00 · 4,403 tokens · verified 3/3

activity → verify_citations

Naseem77 opened the most issues in falkordb‑browser in 2025, followed by Anchel123 and gkorland. These three users authored the highest counts of issues that year. ANSWER: person:Naseem77; person:Anchel123; person:gkorland

vector · openai/gpt-oss-120b · F1 0.00 · 1,435 tokens

The provided chunks only contain one issue opened in 2025 for the falkordb‑browser repository: issue #1335 opened by **barakb** on 2025‑12‑25. No other 2025 issues are listed, so the top three cannot be identified from the available data.

ANSWER: #1335; barakb; (insufficient data)

aggregation-08Who reviewed the most pull requests in the falkordb-browser repository in 2024? Name the top three.gpt-5.6-luna (OpenAI)1.00 / 0.00

gold: aviavni, gkorland, anchel123

graph · gpt-5.6-luna · F1 1.00 · 6,635 tokens · verified 3/3

find_entities → activity → verify_citations

Top three reviewers of pull requests in **falkordb-browser** during 2024:

1. **AviAvni** — 149 reviews [person:AviAvni]  
2. **gkorland** — 26 reviews [person:gkorland]  
3. **Anchel123** — 8 reviews [person:Anchel123]

ANSWER: AviAvni; gkorland; Anchel123

vector · gpt-5.6-luna · F1 0.00 · 1,519 tokens

The retrieved chunks do not contain reviewer statistics for pull requests in the `falkordb-browser` repository during 2024, so I cannot identify the top three reviewers.

ANSWER: unavailable; unavailable; unavailable

aggregation-09Who opened the most issues in the FalkorDB repository in 2024? Name the top three.gpt-5.6-luna (OpenAI)1.00 / 0.00

gold: swilly22, aviavni, celinewuest

graph · gpt-5.6-luna · F1 1.00 · 6,968 tokens · verified 3/3

find_entities → activity → verify_citations

Top three issue openers in the FalkorDB repository during 2024 were:

1. **swilly22** — 35 issues [person:swilly22]  
2. **AviAvni** — 26 issues [person:AviAvni]  
3. **CelineWuest** — 21 issues [person:CelineWuest]

ANSWER: swilly22; AviAvni; CelineWuest

vector · gpt-5.6-luna · F1 0.00 · 1,373 tokens

The retrieved text does not contain issue-opening statistics for the FalkorDB repository in 2024, so the top three cannot be determined.

ANSWER: unavailable; unavailable; unavailable

aggregation-10Who reviewed the most pull requests in the falkordb-ts repository in 2025? Name the top three.openai/gpt-oss-120b (Groq)1.00 / 0.00

gold: gkorland, barakb, anchel123

graph · openai/gpt-oss-120b · F1 1.00 · 4,019 tokens · verified 3/3

activity → verify_citations

The three reviewers with the most PR reviews in **falkordb‑ts** during 2025 are:

- gkorland – 51 reviews [person:gkorland]  
- barakb – 22 reviews [person:barakb]  
- Anchel123 – 3 reviews [person:Anchel123]  

ANSWER: gkorland; barakb; Anchel123

vector · openai/gpt-oss-120b · F1 0.00 · 1,620 tokens

The provided chunks do not contain any information about who reviewed pull requests in the falkordb‑ts repository during 2025, nor do they list review counts or top reviewers for that year.

ANSWER: (no data)