# run-llama/llama_index — health index 94/100 (Excellent)

> Inspection of the public repository run-llama/llama_index by inspect.software. It holds a health index of 94 out of 100, placing it in the Excellent band. The index is a signal derived from publicly visible practice, not a warranty, a security audit, or an endorsement, and it is independent of payment.

- Repository: https://github.com/run-llama/llama_index
- Report page: https://inspect.software/software/run-llama/llama_index
- Full JSON report: https://inspect.software/api/repositories/run-llama/llama_index/report
- Badge: https://raw.githubusercontent.com/inspect-software/badges/main/v1/r/run-llama/llama_index.svg
- Inspected: 2026-07-18
- Methodology: metrics 1.13.0, report schema 0.12.0 (https://inspect.software/methodology.md)

## Category summary

| Category | Weight | Index | Band |
|---|---|---|---|
| Vitality | 22% | 99/100 | Excellent |
| Community & Adoption | 18% | 97/100 | Excellent |
| Sustainability & Governance | 24% | 84/100 | Good |
| Engineering Quality | 20% | 91/100 | Excellent |
| Security | 16% | 100/100 | Excellent |
| AI Readiness | not counted | 90/100 | Excellent |

## Repository facts

| Field | Value |
|---|---|
| Description | LlamaIndex is the leading document agent and OCR platform |
| Homepage | https://developers.llamaindex.ai |
| Primary language | Python |
| License | MIT |
| Stars | 50,927 |
| Forks | 7,772 |
| Created | 2022-11-02 |
| Last push | 2026-07-16 |
| Latest release | v0.14.23 |
| Commits (last year) | 1,018 |
| Bus factor | 3 |
| Topics | agents, application, data, fine-tuning, framework, llamaindex, llm, rag, vector-database, multi-agents |

## Published packages

| Registry | Package | Latest | Monthly downloads |
|---|---|---|---|
| pypi | llama-index-core | 0.14.23 | 15,754,137 |
| pypi | llama-index-instrumentation | 0.5.0 | — |
| pypi | llama-index | 0.14.23 | 7,189,570 |

## Vitality — 99/100 (Excellent)

Is the project alive — is code being written and are releases shipping? Weight: 22% of the overall index.

### Development activity — 99/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Push recency | met | 36 / 36 | last push 2 days ago |
| Commit cadence | partial | 35.3 / 36 | 51/52 weeks with commits |
| Commit volume | met | 18 / 18 | 1018 commits in the last year |
| OpenSSF Scorecard: Maintained | excluded | 0 / 10 | OpenSSF Scorecard unavailable |

### Release discipline — 100/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Ships releases | met | 27 / 27 | 100 releases published |
| Release recency | met | 36 / 36 | latest release 23 days ago |
| Release cadence | met | 27 / 27 | a release every ~17.1 days |
| OpenSSF Scorecard: Signed-Releases | excluded | 0 / 10 | OpenSSF Scorecard unavailable |

### Abandonment — 100/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Project is still maintained | met | 100 / 100 | maintenance record not established from the collected data |

## Community & Adoption — 97/100 (Excellent)

Does the project have users, downloads, attention, and a welcoming setup for contributors? Weight: 18% of the overall index.

### Popularity & adoption — 99/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Stars | met | 60 / 60 | 50,927 stars |
| Forks | met | 25 / 25 | 7,772 forks |
| Watchers | partial | 13.6 / 15 | 281 watchers |

### Community health — 92/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| README | met | 22.5 / 22.5 | — |
| License | met | 22.5 / 22.5 | recognized license (MIT) |
| CONTRIBUTING guide | met | 18 / 18 | — |
| Code of conduct | met | 13.5 / 13.5 | — |
| Issue template | not met | 0 / 7.2 | — |
| PR template | met | 6.3 / 6.3 | — |

### Ecosystem adoption (downloads) — 100/100 (Excellent)

Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Monthly downloads | met | 80 / 80 | 22,943,707 downloads/month across pypi |
| Registry dependents | excluded | 0 / 20 | not reported by this ecosystem |

## Sustainability & Governance — 84/100 (Good)

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep? Weight: 24% of the overall index.

### Maintainer resilience (bus factor) — 74/100 (Good)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Bus factor | partial | 36 / 54 | 3 contributor(s) cover half of all commits |
| Commit distribution | partial | 16.7 / 22.5 | top contributor authored 26% of commits |
| Contributor breadth | met | 13.5 / 13.5 | 100 contributors |
| OpenSSF Scorecard: Contributors | excluded | 0 / 10 | OpenSSF Scorecard unavailable |

### Issue & PR responsiveness — 92/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Issue resolution | partial | 45.4 / 46.8 | 97% of issues closed |
| PR acceptance | partial | 32.4 / 38.2 | 7904/9325 decided PRs merged |
| OpenSSF Scorecard: Code-Review | excluded | 0 / 15 | OpenSSF Scorecard unavailable |

### Ownership & stewardship — 74/100 (Good)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Ownership backing | met | 30 / 30 | organization-owned |
| Verified domain | not met | 0 / 20 | — |
| Owner reach | met | 25 / 25 | 4,070 followers of run-llama |
| Track record | partial | 19.5 / 25 | 139 public repos, account ~3 yr old |

### Package maintenance — 100/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Published & resolvable | met | 25 / 25 | 3 package(s) on pypi |
| Publish recency | met | 35 / 35 | latest publish 23 days ago |
| Version history | met | 20 / 20 | 503 published versions |
| Not deprecated | met | 20 / 20 | active, not deprecated or yanked |

## Engineering Quality — 91/100 (Excellent)

Are baseline engineering and documentation practices in place? Weight: 20% of the overall index.

### Engineering practices — 92/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| CI workflows | met | 24 / 24 | 14 workflow(s) |
| Tests present | met | 24 / 24 | — |
| Linter config | met | 16 / 16 | ruff.toml |
| Pre-commit hooks | met | 9.6 / 9.6 | — |
| .editorconfig | not met | 0 / 6.4 | — |
| OpenSSF Scorecard: CI-Tests | excluded | 0 / 20 | OpenSSF Scorecard unavailable |

### Documentation — 90/100 (Excellent)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| README | met | 30 / 30 | — |
| Documentation directory | met | 25 / 25 | — |
| Documentation / homepage site | met | 15 / 15 | https://developers.llamaindex.ai |
| Repository description | met | 10 / 10 | — |
| Topics | met | 10 / 10 | 10 topics |
| Wiki | not met | 0 / 10 | — |

## Security — 100/100 (Excellent)

Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure? Weight: 16% of the overall index.

### Security posture — 100/100 (Excellent)

Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Security policy (SECURITY.md) | met | 30 / 30 | — |
| Dependabot config | met | 25 / 25 | — |
| Dependency lockfiles | excluded | 0 / 25 | published library — lockfiles are an application concern, not expected |
| CodeQL workflow | met | 20 / 20 | — |

### High-Risk Jurisdiction Exposure — 100/100 (Excellent)

Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Policy exposure multiplier | met | 100 / 100 | no confirmed policy-scope location match |

## AI Readiness — 90/100 (Excellent)

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

### Agent context & guidance — 100/100 (Excellent)

Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Agent instructions | met | 45 / 45 | docs/src/content/docs/framework/understanding/putting_it_all_together/agents.md, docs/src/content/docs/framework/use_cases/agents.md |
| Machine-readable docs (llms.txt) | met | 15 / 15 | llms.txt present |
| Legible commit history | excluded | 0 / 40 | no data |

### Verify loop (build / test / typecheck) — 96/100 (Excellent)

Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.

| Criterion | Status | Points | Detail |
|---|---|---|---|
| One-command bootstrap | met | 18 / 18 | Makefile, llama-index-core/Makefile, llama-index-integrations/agent/llama-index-agent-azure/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-agentops/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-aim/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-argilla/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-arize-phoenix/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-honeyhive/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-langfuse/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-literalai/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-openinference/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-opik/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-promptlayer/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-uptrain/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-wandb/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-adapter/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-alephalpha/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-alibabacloud-aisearch/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-anyscale/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-autoembeddings/MAKEFILE, llama-index-integrations/embeddings/llama-index-embeddings-azure-inference/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-azure-openai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-baseten/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-bedrock/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-clarifai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-clip/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-cloudflare-workersai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-cohere/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-dashscope/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-databricks/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-deepinfra/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-elasticsearch/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-fastembed/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-fireworks/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-gaudi/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-gigachat/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-google-genai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-heroku/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-huggingface-api/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-huggingface-openvino/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-huggingface-optimum-intel/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-huggingface-optimum/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-huggingface/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-ibm/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-instructor/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-ipex-llm/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-isaacus/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-jinaai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-langchain/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-litellm/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-llamafile/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-llm-rails/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-mistralai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-mixedbreadai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-modelscope/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-nebius/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-netmind/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-nomic/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-nvidia/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-oci-data-science/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-oci-genai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-ollama/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-opea/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-openai-like/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-openai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-openvino-genai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-oracleai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-premai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-sagemaker-endpoint/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-siliconflow/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-text-embeddings-inference/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-textembed/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-together/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-upstage/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-vertex-endpoint/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-vertex/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-vllm/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-voyageai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-xinference/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-yandexgpt/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-zhipuai/Makefile, llama-index-integrations/evaluation/llama-index-evaluation-tonic-validate/Makefile, llama-index-integrations/extractors/llama-index-extractors-entity/Makefile, llama-index-integrations/extractors/llama-index-extractors-marvin/Makefile, llama-index-integrations/extractors/llama-index-extractors-relik/Makefile, llama-index-integrations/graph_rag/llama-index-graph-rag-cognee/Makefile, llama-index-integrations/graph_stores/llama-index-graph-stores-ApertureDB/Makefile, llama-index-integrations/graph_stores/llama-index-graph-stores-falkordb/Makefile, llama-index-integrations/graph_stores/llama-index-graph-stores-memgraph/Makefile, llama-index-integrations/graph_stores/llama-index-graph-stores-nebula/Makefile, llama-index-integrations/graph_stores/llama-index-graph-stores-neo4j/Makefile, llama-index-integrations/graph_stores/llama-index-graph-stores-neptune/Makefile, llama-index-integrations/graph_stores/llama-index-graph-stores-tidb/Makefile, llama-index-integrations/indices/llama-index-indices-managed-bge-m3/Makefile, llama-index-integrations/indices/llama-index-indices-managed-colbert/Makefile, llama-index-integrations/indices/llama-index-indices-managed-dashscope/Makefile, llama-index-integrations/indices/llama-index-indices-managed-google/Makefile, llama-index-integrations/indices/llama-index-indices-managed-lancedb/Makefile, llama-index-integrations/indices/llama-index-indices-managed-llama-cloud/Makefile, llama-index-integrations/indices/llama-index-indices-managed-postgresml/Makefile, llama-index-integrations/indices/llama-index-indices-managed-vectara/Makefile, llama-index-integrations/indices/llama-index-indices-managed-vertexai/Makefile, llama-index-integrations/ingestion/llama-index-ingestion-ray/Makefile, llama-index-integrations/llms/llama-index-llms-ai21/Makefile, llama-index-integrations/llms/llama-index-llms-aibadgr/Makefile, llama-index-integrations/llms/llama-index-llms-alephalpha/Makefile, llama-index-integrations/llms/llama-index-llms-alibabacloud-aisearch/Makefile, llama-index-integrations/llms/llama-index-llms-anthropic/Makefile, llama-index-integrations/llms/llama-index-llms-anyscale/Makefile, llama-index-integrations/llms/llama-index-llms-apertis/Makefile, llama-index-integrations/llms/llama-index-llms-asi/Makefile, llama-index-integrations/llms/llama-index-llms-azure-inference/Makefile, llama-index-integrations/llms/llama-index-llms-azure-openai/Makefile, llama-index-integrations/llms/llama-index-llms-baseten/Makefile, llama-index-integrations/llms/llama-index-llms-bedrock-converse/Makefile, llama-index-integrations/llms/llama-index-llms-bedrock/Makefile, llama-index-integrations/llms/llama-index-llms-cerebras/Makefile, llama-index-integrations/llms/llama-index-llms-clarifai/Makefile, llama-index-integrations/llms/llama-index-llms-cleanlab/Makefile, llama-index-integrations/llms/llama-index-llms-cloudflare-ai-gateway/Makefile, llama-index-integrations/llms/llama-index-llms-cohere/Makefile, llama-index-integrations/llms/llama-index-llms-cometapi/Makefile, llama-index-integrations/llms/llama-index-llms-cortex/Makefile, llama-index-integrations/llms/llama-index-llms-dashscope/Makefile, llama-index-integrations/llms/llama-index-llms-databricks/Makefile, llama-index-integrations/llms/llama-index-llms-deepinfra/Makefile, llama-index-integrations/llms/llama-index-llms-deepseek/Makefile, llama-index-integrations/llms/llama-index-llms-everlyai/Makefile, llama-index-integrations/llms/llama-index-llms-featherlessai/Makefile, llama-index-integrations/llms/llama-index-llms-fireworks/Makefile, llama-index-integrations/llms/llama-index-llms-friendli/Makefile, llama-index-integrations/llms/llama-index-llms-gaudi/Makefile, llama-index-integrations/llms/llama-index-llms-gigachat/Makefile, llama-index-integrations/llms/llama-index-llms-google-genai/Makefile, llama-index-integrations/llms/llama-index-llms-groq/Makefile, llama-index-integrations/llms/llama-index-llms-helicone/Makefile, llama-index-integrations/llms/llama-index-llms-heroku/Makefile, llama-index-integrations/llms/llama-index-llms-huggingface-api/Makefile, llama-index-integrations/llms/llama-index-llms-huggingface/Makefile, llama-index-integrations/llms/llama-index-llms-ibm/Makefile, llama-index-integrations/llms/llama-index-llms-ipex-llm/Makefile, llama-index-integrations/llms/llama-index-llms-keywordsai/Makefile, llama-index-integrations/llms/llama-index-llms-konko/Makefile, llama-index-integrations/llms/llama-index-llms-langchain/Makefile, llama-index-integrations/llms/llama-index-llms-litellm/Makefile, llama-index-integrations/llms/llama-index-llms-llama-api/Makefile, llama-index-integrations/llms/llama-index-llms-llama-cpp/Makefile, llama-index-integrations/llms/llama-index-llms-llamafile/Makefile, llama-index-integrations/llms/llama-index-llms-lmstudio/Makefile, llama-index-integrations/llms/llama-index-llms-localai/Makefile, llama-index-integrations/llms/llama-index-llms-maritalk/Makefile, llama-index-integrations/llms/llama-index-llms-meta/Makefile, llama-index-integrations/llms/llama-index-llms-minimax/Makefile, llama-index-integrations/llms/llama-index-llms-mistral-rs/Makefile, llama-index-integrations/llms/llama-index-llms-mistralai/Makefile, llama-index-integrations/llms/llama-index-llms-mlx/Makefile, llama-index-integrations/llms/llama-index-llms-modelscope/Makefile, llama-index-integrations/llms/llama-index-llms-monsterapi/Makefile, llama-index-integrations/llms/llama-index-llms-mymagic/Makefile, llama-index-integrations/llms/llama-index-llms-nebius/Makefile, llama-index-integrations/llms/llama-index-llms-netmind/Makefile, llama-index-integrations/llms/llama-index-llms-neutrino/Makefile, llama-index-integrations/llms/llama-index-llms-novita/Makefile, llama-index-integrations/llms/llama-index-llms-nvidia-tensorrt/Makefile, llama-index-integrations/llms/llama-index-llms-nvidia-triton/Makefile, llama-index-integrations/llms/llama-index-llms-nvidia/Makefile, llama-index-integrations/llms/llama-index-llms-oci-data-science/Makefile, llama-index-integrations/llms/llama-index-llms-oci-genai/Makefile, llama-index-integrations/llms/llama-index-llms-octoai/Makefile, llama-index-integrations/llms/llama-index-llms-ollama/Makefile, llama-index-integrations/llms/llama-index-llms-opea/Makefile, llama-index-integrations/llms/llama-index-llms-openai-like/Makefile, llama-index-integrations/llms/llama-index-llms-openai/Makefile, llama-index-integrations/llms/llama-index-llms-openrouter/Makefile, llama-index-integrations/llms/llama-index-llms-openvino-genai/Makefile, llama-index-integrations/llms/llama-index-llms-openvino/Makefile, llama-index-integrations/llms/llama-index-llms-optimum-intel/Makefile, llama-index-integrations/llms/llama-index-llms-ovhcloud/Makefile, llama-index-integrations/llms/llama-index-llms-paieas/Makefile, llama-index-integrations/llms/llama-index-llms-palm/Makefile, llama-index-integrations/llms/llama-index-llms-perplexity/Makefile, llama-index-integrations/llms/llama-index-llms-pipeshift/Makefile, llama-index-integrations/llms/llama-index-llms-portkey/Makefile, llama-index-integrations/llms/llama-index-llms-predibase/Makefile, llama-index-integrations/llms/llama-index-llms-premai/Makefile, llama-index-integrations/llms/llama-index-llms-qianfan/Makefile, llama-index-integrations/llms/llama-index-llms-reka/Makefile, llama-index-integrations/llms/llama-index-llms-replicate/Makefile, llama-index-integrations/llms/llama-index-llms-rungpt/Makefile, llama-index-integrations/llms/llama-index-llms-sagemaker-endpoint/Makefile, llama-index-integrations/llms/llama-index-llms-sambanovasystems/Makefile, llama-index-integrations/llms/llama-index-llms-sarvam/Makefile, llama-index-integrations/llms/llama-index-llms-sglang/Makefile, llama-index-integrations/llms/llama-index-llms-siliconflow/Makefile, llama-index-integrations/llms/llama-index-llms-stepfun/Makefile, llama-index-integrations/llms/llama-index-llms-together/Makefile, llama-index-integrations/llms/llama-index-llms-upstage/Makefile, llama-index-integrations/llms/llama-index-llms-vercel-ai-gateway/Makefile, llama-index-integrations/llms/llama-index-llms-vertex/Makefile, llama-index-integrations/llms/llama-index-llms-vllm/Makefile, 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llama-index-integrations/storage/index_store/llama-index-storage-index-store-dynamodb/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-elasticsearch/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-firestore/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-gel/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-mongodb/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-postgres/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-redis/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-tablestore/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-azure/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-azurecosmosnosql/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-couchbase/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-duckdb/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-dynamodb/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-elasticsearch/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-firestore/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-gel/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-mongodb/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-postgres/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-redis/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-s3/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-tablestore/Makefile, llama-index-integrations/tools/llama-index-tools-agentql/Makefile, llama-index-integrations/tools/llama-index-tools-airweave/Makefile, llama-index-integrations/tools/llama-index-tools-artifact-editor/Makefile, llama-index-integrations/tools/llama-index-tools-arxiv/Makefile, llama-index-integrations/tools/llama-index-tools-aws-bedrock-agentcore/Makefile, llama-index-integrations/tools/llama-index-tools-azure-code-interpreter/Makefile, llama-index-integrations/tools/llama-index-tools-azure-cv/Makefile, llama-index-integrations/tools/llama-index-tools-azure-speech/Makefile, llama-index-integrations/tools/llama-index-tools-azure-translate/Makefile, llama-index-integrations/tools/llama-index-tools-bing-search/Makefile, llama-index-integrations/tools/llama-index-tools-box/Makefile, llama-index-integrations/tools/llama-index-tools-brave-search/Makefile, llama-index-integrations/tools/llama-index-tools-brightdata/Makefile, llama-index-integrations/tools/llama-index-tools-cassandra/Makefile, llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/Makefile, llama-index-integrations/tools/llama-index-tools-code-interpreter/Makefile, llama-index-integrations/tools/llama-index-tools-cogniswitch/Makefile, llama-index-integrations/tools/llama-index-tools-dappier/Makefile, llama-index-integrations/tools/llama-index-tools-database/Makefile, llama-index-integrations/tools/llama-index-tools-desearch/Makefile, llama-index-integrations/tools/llama-index-tools-duckduckgo/Makefile, llama-index-integrations/tools/llama-index-tools-elevenlabs/Makefile, llama-index-integrations/tools/llama-index-tools-exa/Makefile, llama-index-integrations/tools/llama-index-tools-finance/Makefile, llama-index-integrations/tools/llama-index-tools-google/Makefile, llama-index-integrations/tools/llama-index-tools-graphql/Makefile, llama-index-integrations/tools/llama-index-tools-ionic-shopping/Makefile, llama-index-integrations/tools/llama-index-tools-jina/Makefile, llama-index-integrations/tools/llama-index-tools-jira-issue/Makefile, llama-index-integrations/tools/llama-index-tools-jira/Makefile, llama-index-integrations/tools/llama-index-tools-linkup-research/Makefile, llama-index-integrations/tools/llama-index-tools-mcp-discovery/Makefile, llama-index-integrations/tools/llama-index-tools-mcp/Makefile, llama-index-integrations/tools/llama-index-tools-measurespace/Makefile, llama-index-integrations/tools/llama-index-tools-metaphor/Makefile, llama-index-integrations/tools/llama-index-tools-moss/Makefile, llama-index-integrations/tools/llama-index-tools-multion/Makefile, llama-index-integrations/tools/llama-index-tools-neo4j/Makefile, llama-index-integrations/tools/llama-index-tools-notion/Makefile, llama-index-integrations/tools/llama-index-tools-openai/Makefile, llama-index-integrations/tools/llama-index-tools-openapi/Makefile, llama-index-integrations/tools/llama-index-tools-parallel-web-systems/Makefile, llama-index-integrations/tools/llama-index-tools-playgrounds/Makefile, llama-index-integrations/tools/llama-index-tools-playwright/Makefile, llama-index-integrations/tools/llama-index-tools-python-file/Makefile, llama-index-integrations/tools/llama-index-tools-requests/Makefile, llama-index-integrations/tools/llama-index-tools-salesforce/Makefile, llama-index-integrations/tools/llama-index-tools-seltz/Makefile, llama-index-integrations/tools/llama-index-tools-serpex/Makefile, llama-index-integrations/tools/llama-index-tools-shopify/Makefile, llama-index-integrations/tools/llama-index-tools-slack/Makefile, llama-index-integrations/tools/llama-index-tools-tavily-research/Makefile, llama-index-integrations/tools/llama-index-tools-text-to-image/Makefile, llama-index-integrations/tools/llama-index-tools-typecast/Makefile, llama-index-integrations/tools/llama-index-tools-valyu/Makefile, llama-index-integrations/tools/llama-index-tools-vectara-query/Makefile, llama-index-integrations/tools/llama-index-tools-vector-db/Makefile, llama-index-integrations/tools/llama-index-tools-waii/Makefile, llama-index-integrations/tools/llama-index-tools-weather/Makefile, llama-index-integrations/tools/llama-index-tools-wikipedia/Makefile, llama-index-integrations/tools/llama-index-tools-wolfram-alpha/Makefile, llama-index-integrations/tools/llama-index-tools-yahoo-finance/Makefile, llama-index-integrations/tools/llama-index-tools-yelp/Makefile, llama-index-integrations/tools/llama-index-tools-zapier/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-ApertureDB/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-alibabacloud-mysql/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-alibabacloud-opensearch/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-analyticdb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-astra-db/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-awadb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-awsdocdb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-azureaisearch/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-azurecosmosmongo/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-azurecosmosnosql/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-azurepostgresql/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-bagel/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-baiduvectordb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-bigquery/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-cassandra/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-chroma/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-clickhouse/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-couchbase/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-dashvector/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-databricks/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-db2/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-deeplake/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-docarray/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-duckdb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-dynamodb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-elasticsearch/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-epsilla/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-faiss/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-firestore/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-gel/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-google/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-hnswlib/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-hologres/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-jaguar/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-kdbai/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-lancedb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-lantern/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-lindorm/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-mariadb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-milvus/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-mongodb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-moorcheh/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-neo4jvector/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-neptune/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-nile/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-objectbox/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-oceanbase/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-openGauss/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-opensearch/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-oracledb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-pgvecto-rs/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-pinecone/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-postgres/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-qdrant/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-redis/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-relyt/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-rocksetdb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-s3/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-singlestoredb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-solr/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-supabase/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-tablestore/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-tair/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-tencentvectordb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-tidbvector/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-timescalevector/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-txtai/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-typesense/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-upstash/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-vearch/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-vectorx/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-vertexaivectorsearch/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-vespa/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-volcenginemysql/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-weaviate/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-yugabytedb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-zep/Makefile, llama-index-integrations/voice_agents/llama-index-voice-agents-elevenlabs/Makefile, llama-index-integrations/voice_agents/llama-index-voice-agents-gemini-live/Makefile, llama-index-integrations/voice_agents/llama-index-voice-agents-openai/Makefile, llama-index-utils/llama-index-utils-azure/Makefile, llama-index-utils/llama-index-utils-huggingface/Makefile, llama-index-utils/llama-index-utils-oracleai/Makefile, llama-index-utils/llama-index-utils-qianfan/Makefile |
| Automated tests | met | 22 / 22 | — |
| Lint / format config | met | 11 / 11 | ruff.toml |
| Static type checking | met | 11 / 11 | llama-index-core/llama_index/core/py.typed, llama-index-instrumentation/src/llama_index_instrumentation/py.typed, llama-index-integrations/indices/llama-index-indices-managed-lancedb/llama_index/py.typed, llama-index-integrations/llms/llama-index-llms-anthropic/llama_index/llms/anthropic/py.typed, llama-index-integrations/llms/llama-index-llms-apertis/llama_index/llms/apertis/py.typed, llama-index-integrations/llms/llama-index-llms-google-genai/llama_index/llms/google_genai/py.typed, llama-index-integrations/llms/llama-index-llms-helicone/llama_index/llms/helicone/py.typed, llama-index-integrations/llms/llama-index-llms-openai/llama_index/llms/openai/py.typed, llama-index-integrations/llms/llama-index-llms-openrouter/llama_index/llms/openrouter/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-ApertureDB/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-alibabacloud-opensearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-analyticdb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-astra-db/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-awadb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-awsdocdb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-azureaisearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-azurecosmosmongo/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-bagel/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-baiduvectordb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-bigquery/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-cassandra/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-chroma/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-clickhouse/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-couchbase/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-dashvector/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-databricks/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-deeplake/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-docarray/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-duckdb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-dynamodb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-elasticsearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-epsilla/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-faiss/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-firestore/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-gel/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-google/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-hnswlib/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-hologres/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-jaguar/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-kdbai/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-lancedb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-lantern/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-lindorm/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-mariadb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-milvus/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-mongodb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-moorcheh/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-neo4jvector/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-neptune/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-nile/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-oceanbase/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-openGauss/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-opensearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-pgvecto-rs/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-pinecone/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-postgres/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-qdrant/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-redis/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-relyt/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-rocksetdb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-s3/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-singlestoredb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-solr/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-supabase/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-tair/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-tencentvectordb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-tidbvector/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-timescalevector/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-txtai/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-typesense/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-upstash/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-vearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-vectorx/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-vertexaivectorsearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-vespa/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-volcenginemysql/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-weaviate/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-yugabytedb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-zep/llama_index/py.typed |
| Reproducible environment | met | 10 / 10 | Dockerfile, lockfile |
| Demonstrated agent practice | excluded | 0 / 10 | no data |
| Automated maintenance | partial | 5 / 8 | dependency automation configured, none observed in the sampled commits |
| OpenSSF Scorecard: Pinned-Dependencies | excluded | 0 / 10 | OpenSSF Scorecard unavailable |

### Code legibility for models — 82/100 (Good)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| Type-checkable code | partial | 27 / 45 | Python with type-check config (llama-index-core/llama_index/core/py.typed, llama-index-instrumentation/src/llama_index_instrumentation/py.typed, llama-index-integrations/indices/llama-index-indices-managed-lancedb/llama_index/py.typed, llama-index-integrations/llms/llama-index-llms-anthropic/llama_index/llms/anthropic/py.typed, llama-index-integrations/llms/llama-index-llms-apertis/llama_index/llms/apertis/py.typed, llama-index-integrations/llms/llama-index-llms-google-genai/llama_index/llms/google_genai/py.typed, llama-index-integrations/llms/llama-index-llms-helicone/llama_index/llms/helicone/py.typed, llama-index-integrations/llms/llama-index-llms-openai/llama_index/llms/openai/py.typed, llama-index-integrations/llms/llama-index-llms-openrouter/llama_index/llms/openrouter/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-ApertureDB/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-alibabacloud-opensearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-analyticdb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-astra-db/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-awadb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-awsdocdb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-azureaisearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-azurecosmosmongo/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-bagel/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-baiduvectordb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-bigquery/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-cassandra/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-chroma/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-clickhouse/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-couchbase/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-dashvector/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-databricks/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-deeplake/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-docarray/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-duckdb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-dynamodb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-elasticsearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-epsilla/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-faiss/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-firestore/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-gel/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-google/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-hnswlib/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-hologres/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-jaguar/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-kdbai/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-lancedb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-lantern/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-lindorm/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-mariadb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-milvus/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-mongodb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-moorcheh/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-neo4jvector/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-neptune/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-nile/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-oceanbase/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-openGauss/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-opensearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-pgvecto-rs/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-pinecone/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-postgres/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-qdrant/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-redis/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-relyt/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-rocksetdb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-s3/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-singlestoredb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-solr/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-supabase/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-tair/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-tencentvectordb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-tidbvector/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-timescalevector/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-txtai/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-typesense/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-upstash/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-vearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-vectorx/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-vertexaivectorsearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-vespa/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-volcenginemysql/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-weaviate/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-yugabytedb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-zep/llama_index/py.typed) |
| Manageable file sizes | partial | 54.8 / 55 | 14/3836 source files over 60KB |

### Machine-readable interfaces — 60/100 (Moderate)

| Criterion | Status | Points | Detail |
|---|---|---|---|
| API schema (OpenAPI/GraphQL/proto) | not met | 0 / 40 | — |
| MCP server | met | 20 / 20 | — |
| Runnable examples | met | 40 / 40 | examples, notebooks |

## Collection warnings

- Could not fetch pypi package 'llama-dev' from its registry
- GitHub dependency-graph SBOM request failed: GitHub API error 500 for /repos/run-llama/llama_index/dependency-graph/sbom
- OpenSSF Scorecard timed out after 240s; skipping Scorecard checks

## What this report is

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- Methodology, formulas and weights: https://inspect.software/methodology.md
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- Rating bands: https://inspect.software/wiki/scoring-bands.md
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