Public recordExceptional
Software health reportschema 0.31.0 · metrics 2.10.0 · 2026-08-04 23:58 UTC
run-llama / llama_index
LlamaIndex is the leading document agent and OCR platform
run-llama/llama_index holds a health index of 100 out of 100, placing it in the Exceptional band. It scores highest on Security (100/100) and lowest on Sustainability & Governance (85/100). It was last updated today. 3 contributors account for most of its recent work.
100
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.
100
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
The weighted overall 94 is calibrated to 100 on the published index scale (record calibration 2026-08-02).
Ownership
LlamaIndexOrganization
4,117 followers144 public repossince Apr 2023
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | llama-index | 0.14.23 | - | 503 | 41 days ago | llmnlpragdatadevtoolsindexretrieval |
| PyPI | llama-index-core | 0.14.23 | - | 256 | 41 days ago | llmnlpragdatadevtoolsindexretrieval |
| PyPI | llama-index-instrumentation | 0.5.0 | - | 9 | 145 days ago | — |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
99
Development activity
99Exceptional
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 35.3/36 | Commit cadence — 51/52 weeks with commits |
| 18/18 | Commit volume — 979 commits in the last year |
| 0/10 | OpenSSF Scorecard: Maintained — no data |
Inputs used
| commits_last_year | 979 |
| human_commit_share | 0.83 |
| days_since_last_push | 0 |
| active_weeks_last_year | 51 |
Release discipline
100Exceptional
How it's scored
| 27/27 | Ships releases — 100 releases published |
| 36/36 | Release recency — latest release 41 days ago |
| 27/27 | Release cadence — a release every ~17.1 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 100 |
| latest_release_tag | v0.14.23 |
| releases_from_tags | no |
| days_since_latest_release | 41 |
| mean_days_between_releases | 17.1 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
96
Popularity & adoption
99Exceptional
How it's scored
| 60/60 | Stars — 51,375 stars |
| 25/25 | Forks — 7,872 forks |
| 13.6/15 | Watchers — 281 watchers |
Inputs used
| forks | 7,872 |
| stars | 51,375 |
| watchers | 281 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
92Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| readme_badges | 7 |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| readme_badge_services | github.com, shields.io |
| has_pull_request_template | yes |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
85
How it's scored
| 36/54 | Bus factor — 3 contributor(s) cover half of all commits |
| 16/22.5 | Commit distribution — top contributor authored 29% of commits |
| 13.5/13.5 | Contributor breadth — 98 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — no data |
Inputs used
| bus_factor | 3 |
| contributors_sampled | 98 |
| top_contributor_share | 0.288 |
How it's scored
| 40.8/42 | Issue resolution — 97% of issues closed |
| 25.2/30 | PR acceptance — 7,931/9,430 decided PRs merged |
| 0.7/13 | Newcomer PR acceptance — 1/20 first-time contributors' PRs merged in 30d |
| 0/15 | OpenSSF Scorecard: Code-Review — no data |
Inputs used
| merged_prs | 7,931 |
| open_issues | 201 |
| closed_issues | 7,030 |
| prs_merged_7d | 12 |
| prs_decided_7d | 46 |
| prs_merged_30d | 12 |
| prs_decided_30d | 49 |
| issue_closed_ratio | 0.972 |
| closed_unmerged_prs | 1,499 |
| first_time_authors_30d | 12 |
| first_time_prs_merged_30d | 1 |
| first_time_prs_decided_30d | 20 |
Ownership & stewardship
93Exceptional
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain — verified-domain status not read for this organization |
| 25/25 | Owner reach — 4,117 followers of run-llama |
| 19.6/25 | Track record — 144 public repos, account ~3 yr old |
Inputs used
| followers | 4,117 |
| owner_type | Organization |
| is_verified | — |
| owner_login | run-llama |
| public_repos | 144 |
| account_age_days | 1,208 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Exceptional
How it's scored
| 25/25 | Published & resolvable — 3 package(s) on pypi |
| 35/35 | Publish recency — latest publish 41 days ago |
| 20/20 | Version history — 503 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | llama-index, llama-index-core, llama-index-instrumentation |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 41 |
Engineering Quality
Are baseline engineering and documentation practices in place?
91
Engineering practices
92Excellent
How it's scored
| 24/24 | CI workflows — 14 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — ruff.toml |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — no data |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://developers.llamaindex.ai |
| 10/10 | Repository description |
| 10/10 | Topics — 10 topics |
| 0/10 | Wiki |
Inputs used
| topics | agents, application, data, fine-tuning, framework, llamaindex, llm, rag, vector-database, multi-agents |
| has_wiki | no |
| homepage | https://developers.llamaindex.ai |
| docs_site | https://developers.llamaindex.ai |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
100
Security posture
100Exceptional
How it's scored
| 30/30 | Security policy (SECURITY.md) |
| 25/25 | Dependabot config |
| 25/25 | Dependency lockfiles — poetry.lock, uv.lock |
| 20/20 | CodeQL workflow |
Inputs used
| source | file_signals |
| lockfiles | poetry.lock, uv.lock |
| manifests | llama-dev/pyproject.toml, llama-index-core/pyproject.toml, llama-index-instrumentation/pyproject.toml, pyproject.toml |
| has_codeql_workflow | yes |
| has_security_policy | yes |
| has_dependabot_config | yes |
Dependency advisories
100Exceptional
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 25/25 | Indirect dependencies free of known advisories — no indirect dependency carries a known advisory |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 67 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:llama-index@0.14.23 runtime dependency closure — what installing the published package pulls in — 67 packages. Reachability is not analyzed.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.
94
Agent context & guidance
100Exceptional
How it's scored
| 45/45 | Agent instructions — docs/src/content/docs/framework/understanding/putting_it_all_together/agents.md, docs/src/content/docs/framework/use_cases/agents.md |
| 15/15 | Machine-readable docs (llms.txt) — llms.txt present |
| 40/40 | Legible commit history — 80 of 83 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | yes |
| llms_txt_url | — |
| legible_history_share | 0.964 |
| agent_instruction_files | docs/src/content/docs/framework/understanding/putting_it_all_together/agents.md, docs/src/content/docs/framework/use_cases/agents.md |
| agent_instruction_max_bytes | 3,773 |
Verify loop (build / test / typecheck)
93Exceptional
How it's scored
| 18/18 | One-command bootstrap — 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, llama-index-integrations/llms/llama-index-llms-xinference/Makefile, llama-index-integrations/llms/llama-index-llms-yi/Makefile, llama-index-integrations/llms/llama-index-llms-you/Makefile, llama-index-integrations/llms/llama-index-llms-zhipuai/Makefile, llama-index-integrations/memory/llama-index-memory-bedrock-agentcore/Makefile, llama-index-integrations/memory/llama-index-memory-mem0/Makefile, llama-index-integrations/node_parser/llama-index-node-parser-alibabacloud-aisearch/Makefile, llama-index-integrations/node_parser/llama-index-node-parser-docling/Makefile, llama-index-integrations/node_parser/llama-index-node-parser-relational-dashscope/Makefile, llama-index-integrations/node_parser/llama-index-node-parser-slide/Makefile, llama-index-integrations/node_parser/llama-index-node-parser-topic/Makefile, llama-index-integrations/observability/llama-index-observability-otel/Makefile, llama-index-integrations/output_parsers/llama-index-output-parsers-guardrails/Makefile, llama-index-integrations/output_parsers/llama-index-output-parsers-langchain/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-aimon-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-alibabacloud-aisearch-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-bedrock-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-cohere-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-colbert-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-colpali-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-dashscope-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-flag-embedding-reranker/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-flashrank-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-google-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-ibm/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-jinaai-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-longllmlingua/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-mixedbreadai-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-nvidia-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-openvino-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-pinecone-native-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-presidio/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-rankgpt-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-rankllm-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-sbert-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-siliconflow-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-tei-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-voyageai-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-xinference-rerank/Makefile, llama-index-integrations/program/llama-index-program-evaporate/Makefile, llama-index-integrations/program/llama-index-program-guidance/Makefile, llama-index-integrations/program/llama-index-program-lmformatenforcer/Makefile, llama-index-integrations/protocols/llama-index-protocols-ag-ui/Makefile, llama-index-integrations/question_gen/llama-index-question-gen-guidance/Makefile, llama-index-integrations/readers/llama-index-readers-agent-search/Makefile, llama-index-integrations/readers/llama-index-readers-airbyte-cdk/Makefile, llama-index-integrations/readers/llama-index-readers-airbyte-gong/Makefile, llama-index-integrations/readers/llama-index-readers-airbyte-hubspot/Makefile, llama-index-integrations/readers/llama-index-readers-airbyte-salesforce/Makefile, llama-index-integrations/readers/llama-index-readers-airbyte-shopify/Makefile, llama-index-integrations/readers/llama-index-readers-airbyte-stripe/Makefile, llama-index-integrations/readers/llama-index-readers-airbyte-typeform/Makefile, llama-index-integrations/readers/llama-index-readers-airbyte-zendesk-support/Makefile, llama-index-integrations/readers/llama-index-readers-airtable/Makefile, llama-index-integrations/readers/llama-index-readers-alibabacloud-aisearch/Makefile, llama-index-integrations/readers/llama-index-readers-apify/Makefile, llama-index-integrations/readers/llama-index-readers-arango-db/Makefile, llama-index-integrations/readers/llama-index-readers-asana/Makefile, llama-index-integrations/readers/llama-index-readers-assemblyai/Makefile, llama-index-integrations/readers/llama-index-readers-astra-db/Makefile, llama-index-integrations/readers/llama-index-readers-athena/Makefile, llama-index-integrations/readers/llama-index-readers-awadb/Makefile, llama-index-integrations/readers/llama-index-readers-azcognitive-search/Makefile, llama-index-integrations/readers/llama-index-readers-azstorage-blob/Makefile, llama-index-integrations/readers/llama-index-readers-bagel/Makefile, llama-index-integrations/readers/llama-index-readers-bilibili/Makefile, llama-index-integrations/readers/llama-index-readers-bitbucket/Makefile, llama-index-integrations/readers/llama-index-readers-boarddocs/Makefile, llama-index-integrations/readers/llama-index-readers-box/Makefile, llama-index-integrations/readers/llama-index-readers-chatgpt-plugin/Makefile, llama-index-integrations/readers/llama-index-readers-chroma/Makefile, llama-index-integrations/readers/llama-index-readers-confluence/Makefile, llama-index-integrations/readers/llama-index-readers-couchbase/Makefile, llama-index-integrations/readers/llama-index-readers-couchdb/Makefile, llama-index-integrations/readers/llama-index-readers-dad-jokes/Makefile, llama-index-integrations/readers/llama-index-readers-dashscope/Makefile, llama-index-integrations/readers/llama-index-readers-dashvector/Makefile, llama-index-integrations/readers/llama-index-readers-database/Makefile, llama-index-integrations/readers/llama-index-readers-datasets/Makefile, llama-index-integrations/readers/llama-index-readers-deeplake/Makefile, llama-index-integrations/readers/llama-index-readers-discord/Makefile, llama-index-integrations/readers/llama-index-readers-docling/Makefile, llama-index-integrations/readers/llama-index-readers-docstring-walker/Makefile, llama-index-integrations/readers/llama-index-readers-docugami/Makefile, llama-index-integrations/readers/llama-index-readers-document360/Makefile, llama-index-integrations/readers/llama-index-readers-earnings-call-transcript/Makefile, llama-index-integrations/readers/llama-index-readers-elasticsearch/Makefile, llama-index-integrations/readers/llama-index-readers-faiss/Makefile, llama-index-integrations/readers/llama-index-readers-feedly-rss/Makefile, llama-index-integrations/readers/llama-index-readers-feishu-docs/Makefile, llama-index-integrations/readers/llama-index-readers-file/Makefile, llama-index-integrations/readers/llama-index-readers-firebase-realtimedb/Makefile, llama-index-integrations/readers/llama-index-readers-firestore/Makefile, llama-index-integrations/readers/llama-index-readers-gcs/Makefile, llama-index-integrations/readers/llama-index-readers-genius/Makefile, llama-index-integrations/readers/llama-index-readers-gitbook/Makefile, llama-index-integrations/readers/llama-index-readers-github/Makefile, llama-index-integrations/readers/llama-index-readers-gitlab/Makefile, llama-index-integrations/readers/llama-index-readers-google/Makefile, llama-index-integrations/readers/llama-index-readers-gpt-repo/Makefile, llama-index-integrations/readers/llama-index-readers-graphdb-cypher/Makefile, llama-index-integrations/readers/llama-index-readers-graphql/Makefile, llama-index-integrations/readers/llama-index-readers-guru/Makefile, llama-index-integrations/readers/llama-index-readers-hatena-blog/Makefile, llama-index-integrations/readers/llama-index-readers-hubspot/Makefile, llama-index-integrations/readers/llama-index-readers-huggingface-fs/Makefile, llama-index-integrations/readers/llama-index-readers-hwp/Makefile, llama-index-integrations/readers/llama-index-readers-iceberg/Makefile, llama-index-integrations/readers/llama-index-readers-imdb-review/Makefile, llama-index-integrations/readers/llama-index-readers-intercom/Makefile, llama-index-integrations/readers/llama-index-readers-jaguar/Makefile, llama-index-integrations/readers/llama-index-readers-jira/Makefile, llama-index-integrations/readers/llama-index-readers-joplin/Makefile, llama-index-integrations/readers/llama-index-readers-json/Makefile, llama-index-integrations/readers/llama-index-readers-kaltura/Makefile, llama-index-integrations/readers/llama-index-readers-kibela/Makefile, llama-index-integrations/readers/llama-index-readers-layoutir/Makefile, llama-index-integrations/readers/llama-index-readers-lilac/Makefile, llama-index-integrations/readers/llama-index-readers-linear/Makefile, llama-index-integrations/readers/llama-index-readers-llama-parse/Makefile, llama-index-integrations/readers/llama-index-readers-macrometa-gdn/Makefile, llama-index-integrations/readers/llama-index-readers-make-com/Makefile, llama-index-integrations/readers/llama-index-readers-mangadex/Makefile, llama-index-integrations/readers/llama-index-readers-mangoapps-guides/Makefile, llama-index-integrations/readers/llama-index-readers-maps/Makefile, llama-index-integrations/readers/llama-index-readers-markitdown/MAKEFILE, llama-index-integrations/readers/llama-index-readers-mbox/Makefile, llama-index-integrations/readers/llama-index-readers-memos/Makefile, llama-index-integrations/readers/llama-index-readers-metal/Makefile, llama-index-integrations/readers/llama-index-readers-microsoft-onedrive/Makefile, llama-index-integrations/readers/llama-index-readers-microsoft-outlook-emails/Makefile, llama-index-integrations/readers/llama-index-readers-microsoft-outlook/Makefile, llama-index-integrations/readers/llama-index-readers-microsoft-sharepoint/Makefile, llama-index-integrations/readers/llama-index-readers-milvus/Makefile, llama-index-integrations/readers/llama-index-readers-minio/Makefile, llama-index-integrations/readers/llama-index-readers-mondaydotcom/Makefile, llama-index-integrations/readers/llama-index-readers-mongodb/Makefile, llama-index-integrations/readers/llama-index-readers-myscale/Makefile, llama-index-integrations/readers/llama-index-readers-notion/Makefile, llama-index-integrations/readers/llama-index-readers-nougat-ocr/Makefile, llama-index-integrations/readers/llama-index-readers-obsidian/Makefile, llama-index-integrations/readers/llama-index-readers-openalex/Makefile, llama-index-integrations/readers/llama-index-readers-opendal/Makefile, llama-index-integrations/readers/llama-index-readers-opensearch/Makefile, llama-index-integrations/readers/llama-index-readers-oracleai/Makefile, llama-index-integrations/readers/llama-index-readers-oxylabs/Makefile, llama-index-integrations/readers/llama-index-readers-paddle-ocr/Makefile, llama-index-integrations/readers/llama-index-readers-pandas-ai/Makefile, llama-index-integrations/readers/llama-index-readers-papers/Makefile, llama-index-integrations/readers/llama-index-readers-patentsview/Makefile, llama-index-integrations/readers/llama-index-readers-pathway/Makefile, llama-index-integrations/readers/llama-index-readers-pdb/Makefile, llama-index-integrations/readers/llama-index-readers-pdf-marker/Makefile, llama-index-integrations/readers/llama-index-readers-pdf-table/Makefile, llama-index-integrations/readers/llama-index-readers-pebblo/Makefile, llama-index-integrations/readers/llama-index-readers-preprocess/Makefile, llama-index-integrations/readers/llama-index-readers-psychic/Makefile, llama-index-integrations/readers/llama-index-readers-qdrant/Makefile, llama-index-integrations/readers/llama-index-readers-quip/Makefile, llama-index-integrations/readers/llama-index-readers-rayyan/Makefile, llama-index-integrations/readers/llama-index-readers-readwise/Makefile, llama-index-integrations/readers/llama-index-readers-reddit/Makefile, llama-index-integrations/readers/llama-index-readers-remote-depth/Makefile, llama-index-integrations/readers/llama-index-readers-remote/Makefile, llama-index-integrations/readers/llama-index-readers-s3/Makefile, llama-index-integrations/readers/llama-index-readers-screenpipe/Makefile, llama-index-integrations/readers/llama-index-readers-sec-filings/Makefile, llama-index-integrations/readers/llama-index-readers-semanticscholar/Makefile, llama-index-integrations/readers/llama-index-readers-service-now/Makefile, llama-index-integrations/readers/llama-index-readers-singlestore/Makefile, llama-index-integrations/readers/llama-index-readers-slack/Makefile, llama-index-integrations/readers/llama-index-readers-smart-pdf-loader/Makefile, llama-index-integrations/readers/llama-index-readers-snowflake/Makefile, llama-index-integrations/readers/llama-index-readers-solr/Makefile, llama-index-integrations/readers/llama-index-readers-spotify/Makefile, llama-index-integrations/readers/llama-index-readers-stackoverflow/Makefile, llama-index-integrations/readers/llama-index-readers-steamship/Makefile, llama-index-integrations/readers/llama-index-readers-string-iterable/Makefile, llama-index-integrations/readers/llama-index-readers-stripe-docs/Makefile, llama-index-integrations/readers/llama-index-readers-structured-data/Makefile, llama-index-integrations/readers/llama-index-readers-telegram/Makefile, llama-index-integrations/readers/llama-index-readers-toggl/Makefile, llama-index-integrations/readers/llama-index-readers-trello/Makefile, llama-index-integrations/readers/llama-index-readers-twitter/Makefile, llama-index-integrations/readers/llama-index-readers-txtai/Makefile, llama-index-integrations/readers/llama-index-readers-upstage/Makefile, llama-index-integrations/readers/llama-index-readers-weather/Makefile, llama-index-integrations/readers/llama-index-readers-weaviate/Makefile, llama-index-integrations/readers/llama-index-readers-web/Makefile, llama-index-integrations/readers/llama-index-readers-whatsapp/Makefile, llama-index-integrations/readers/llama-index-readers-whisper/Makefile, llama-index-integrations/readers/llama-index-readers-wikipedia/Makefile, llama-index-integrations/readers/llama-index-readers-wordlift/Makefile, llama-index-integrations/readers/llama-index-readers-wordpress/Makefile, llama-index-integrations/readers/llama-index-readers-youtube-transcript/Makefile, llama-index-integrations/readers/llama-index-readers-zendesk/Makefile, llama-index-integrations/readers/llama-index-readers-zep/Makefile, llama-index-integrations/readers/llama-index-readers-zulip/Makefile, llama-index-integrations/readers/llama-index-readers-zyte-serp/Makefile, llama-index-integrations/response_synthesizers/llama-index-response-synthesizers-google/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-alletra-x10000/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-bedrock/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-bm25/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-duckdb-retriever/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-galaxia/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-kendra/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-mongodb-atlas-bm25-retriever/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-pathway/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-tldw/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-vectorize/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-vertexai-search/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-videodb/MAKEFILE, llama-index-integrations/retrievers/llama-index-retrievers-you/Makefile, llama-index-integrations/selectors/llama-index-selectors-notdiamond/Makefile, llama-index-integrations/sparse_embeddings/llama-index-sparse-embeddings-fastembed/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-azure/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-azurecosmosmongovcore/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-azurecosmosnosql/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-dynamodb/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-gel/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-mongo/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-opensearch/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-postgres/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-redis/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-tablestore/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-upstash/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-yugabytedb/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-azure/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-azurecosmosnosql/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-couchbase/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-duckdb/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-dynamodb/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-elasticsearch/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-firestore/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-gel/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-mongodb/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-postgres/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-redis/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-tablestore/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-azure/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-azurecosmosnosql/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-couchbase/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-duckdb/Makefile, 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 |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — ruff.toml |
| 11/11 | Static type checking — 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 |
| 10/10 | Reproducible environment — Dockerfile, lockfile |
| 4/10 | Demonstrated agent practice — 2 of the last 100 commits agent-authored or agent-credited |
| 8/8 | Automated maintenance — 16 of the last 100 commits are automated dependency updates |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — no data |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | poetry.lock, uv.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | 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, llama-index-integrations/llms/llama-index-llms-xinference/Makefile, llama-index-integrations/llms/llama-index-llms-yi/Makefile, llama-index-integrations/llms/llama-index-llms-you/Makefile, llama-index-integrations/llms/llama-index-llms-zhipuai/Makefile, llama-index-integrations/memory/llama-index-memory-bedrock-agentcore/Makefile, llama-index-integrations/memory/llama-index-memory-mem0/Makefile, llama-index-integrations/node_parser/llama-index-node-parser-alibabacloud-aisearch/Makefile, llama-index-integrations/node_parser/llama-index-node-parser-docling/Makefile, llama-index-integrations/node_parser/llama-index-node-parser-relational-dashscope/Makefile, llama-index-integrations/node_parser/llama-index-node-parser-slide/Makefile, llama-index-integrations/node_parser/llama-index-node-parser-topic/Makefile, llama-index-integrations/observability/llama-index-observability-otel/Makefile, llama-index-integrations/output_parsers/llama-index-output-parsers-guardrails/Makefile, llama-index-integrations/output_parsers/llama-index-output-parsers-langchain/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-aimon-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-alibabacloud-aisearch-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-bedrock-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-cohere-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-colbert-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-colpali-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-dashscope-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-flag-embedding-reranker/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-flashrank-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-google-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-ibm/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-jinaai-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-longllmlingua/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-mixedbreadai-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-nvidia-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-openvino-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-pinecone-native-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-presidio/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-rankgpt-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-rankllm-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-sbert-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-siliconflow-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-tei-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-voyageai-rerank/Makefile, llama-index-integrations/postprocessor/llama-index-postprocessor-xinference-rerank/Makefile, llama-index-integrations/program/llama-index-program-evaporate/Makefile, llama-index-integrations/program/llama-index-program-guidance/Makefile, llama-index-integrations/program/llama-index-program-lmformatenforcer/Makefile, llama-index-integrations/protocols/llama-index-protocols-ag-ui/Makefile, llama-index-integrations/question_gen/llama-index-question-gen-guidance/Makefile, llama-index-integrations/readers/llama-index-readers-agent-search/Makefile, llama-index-integrations/readers/llama-index-readers-airbyte-cdk/Makefile, llama-index-integrations/readers/llama-index-readers-airbyte-gong/Makefile, llama-index-integrations/readers/llama-index-readers-airbyte-hubspot/Makefile, llama-index-integrations/readers/llama-index-readers-airbyte-salesforce/Makefile, llama-index-integrations/readers/llama-index-readers-airbyte-shopify/Makefile, llama-index-integrations/readers/llama-index-readers-airbyte-stripe/Makefile, llama-index-integrations/readers/llama-index-readers-airbyte-typeform/Makefile, llama-index-integrations/readers/llama-index-readers-airbyte-zendesk-support/Makefile, llama-index-integrations/readers/llama-index-readers-airtable/Makefile, llama-index-integrations/readers/llama-index-readers-alibabacloud-aisearch/Makefile, llama-index-integrations/readers/llama-index-readers-apify/Makefile, llama-index-integrations/readers/llama-index-readers-arango-db/Makefile, llama-index-integrations/readers/llama-index-readers-asana/Makefile, llama-index-integrations/readers/llama-index-readers-assemblyai/Makefile, llama-index-integrations/readers/llama-index-readers-astra-db/Makefile, llama-index-integrations/readers/llama-index-readers-athena/Makefile, llama-index-integrations/readers/llama-index-readers-awadb/Makefile, llama-index-integrations/readers/llama-index-readers-azcognitive-search/Makefile, llama-index-integrations/readers/llama-index-readers-azstorage-blob/Makefile, llama-index-integrations/readers/llama-index-readers-bagel/Makefile, llama-index-integrations/readers/llama-index-readers-bilibili/Makefile, llama-index-integrations/readers/llama-index-readers-bitbucket/Makefile, llama-index-integrations/readers/llama-index-readers-boarddocs/Makefile, llama-index-integrations/readers/llama-index-readers-box/Makefile, llama-index-integrations/readers/llama-index-readers-chatgpt-plugin/Makefile, llama-index-integrations/readers/llama-index-readers-chroma/Makefile, llama-index-integrations/readers/llama-index-readers-confluence/Makefile, llama-index-integrations/readers/llama-index-readers-couchbase/Makefile, llama-index-integrations/readers/llama-index-readers-couchdb/Makefile, llama-index-integrations/readers/llama-index-readers-dad-jokes/Makefile, llama-index-integrations/readers/llama-index-readers-dashscope/Makefile, llama-index-integrations/readers/llama-index-readers-dashvector/Makefile, llama-index-integrations/readers/llama-index-readers-database/Makefile, llama-index-integrations/readers/llama-index-readers-datasets/Makefile, llama-index-integrations/readers/llama-index-readers-deeplake/Makefile, llama-index-integrations/readers/llama-index-readers-discord/Makefile, llama-index-integrations/readers/llama-index-readers-docling/Makefile, llama-index-integrations/readers/llama-index-readers-docstring-walker/Makefile, llama-index-integrations/readers/llama-index-readers-docugami/Makefile, llama-index-integrations/readers/llama-index-readers-document360/Makefile, llama-index-integrations/readers/llama-index-readers-earnings-call-transcript/Makefile, llama-index-integrations/readers/llama-index-readers-elasticsearch/Makefile, llama-index-integrations/readers/llama-index-readers-faiss/Makefile, llama-index-integrations/readers/llama-index-readers-feedly-rss/Makefile, llama-index-integrations/readers/llama-index-readers-feishu-docs/Makefile, llama-index-integrations/readers/llama-index-readers-file/Makefile, llama-index-integrations/readers/llama-index-readers-firebase-realtimedb/Makefile, llama-index-integrations/readers/llama-index-readers-firestore/Makefile, llama-index-integrations/readers/llama-index-readers-gcs/Makefile, llama-index-integrations/readers/llama-index-readers-genius/Makefile, llama-index-integrations/readers/llama-index-readers-gitbook/Makefile, llama-index-integrations/readers/llama-index-readers-github/Makefile, llama-index-integrations/readers/llama-index-readers-gitlab/Makefile, llama-index-integrations/readers/llama-index-readers-google/Makefile, llama-index-integrations/readers/llama-index-readers-gpt-repo/Makefile, llama-index-integrations/readers/llama-index-readers-graphdb-cypher/Makefile, llama-index-integrations/readers/llama-index-readers-graphql/Makefile, llama-index-integrations/readers/llama-index-readers-guru/Makefile, llama-index-integrations/readers/llama-index-readers-hatena-blog/Makefile, llama-index-integrations/readers/llama-index-readers-hubspot/Makefile, llama-index-integrations/readers/llama-index-readers-huggingface-fs/Makefile, llama-index-integrations/readers/llama-index-readers-hwp/Makefile, llama-index-integrations/readers/llama-index-readers-iceberg/Makefile, llama-index-integrations/readers/llama-index-readers-imdb-review/Makefile, llama-index-integrations/readers/llama-index-readers-intercom/Makefile, llama-index-integrations/readers/llama-index-readers-jaguar/Makefile, llama-index-integrations/readers/llama-index-readers-jira/Makefile, llama-index-integrations/readers/llama-index-readers-joplin/Makefile, llama-index-integrations/readers/llama-index-readers-json/Makefile, llama-index-integrations/readers/llama-index-readers-kaltura/Makefile, llama-index-integrations/readers/llama-index-readers-kibela/Makefile, llama-index-integrations/readers/llama-index-readers-layoutir/Makefile, llama-index-integrations/readers/llama-index-readers-lilac/Makefile, llama-index-integrations/readers/llama-index-readers-linear/Makefile, llama-index-integrations/readers/llama-index-readers-llama-parse/Makefile, llama-index-integrations/readers/llama-index-readers-macrometa-gdn/Makefile, llama-index-integrations/readers/llama-index-readers-make-com/Makefile, llama-index-integrations/readers/llama-index-readers-mangadex/Makefile, llama-index-integrations/readers/llama-index-readers-mangoapps-guides/Makefile, llama-index-integrations/readers/llama-index-readers-maps/Makefile, llama-index-integrations/readers/llama-index-readers-markitdown/MAKEFILE, llama-index-integrations/readers/llama-index-readers-mbox/Makefile, llama-index-integrations/readers/llama-index-readers-memos/Makefile, llama-index-integrations/readers/llama-index-readers-metal/Makefile, llama-index-integrations/readers/llama-index-readers-microsoft-onedrive/Makefile, llama-index-integrations/readers/llama-index-readers-microsoft-outlook-emails/Makefile, llama-index-integrations/readers/llama-index-readers-microsoft-outlook/Makefile, llama-index-integrations/readers/llama-index-readers-microsoft-sharepoint/Makefile, llama-index-integrations/readers/llama-index-readers-milvus/Makefile, llama-index-integrations/readers/llama-index-readers-minio/Makefile, llama-index-integrations/readers/llama-index-readers-mondaydotcom/Makefile, llama-index-integrations/readers/llama-index-readers-mongodb/Makefile, llama-index-integrations/readers/llama-index-readers-myscale/Makefile, llama-index-integrations/readers/llama-index-readers-notion/Makefile, llama-index-integrations/readers/llama-index-readers-nougat-ocr/Makefile, llama-index-integrations/readers/llama-index-readers-obsidian/Makefile, llama-index-integrations/readers/llama-index-readers-openalex/Makefile, llama-index-integrations/readers/llama-index-readers-opendal/Makefile, llama-index-integrations/readers/llama-index-readers-opensearch/Makefile, llama-index-integrations/readers/llama-index-readers-oracleai/Makefile, llama-index-integrations/readers/llama-index-readers-oxylabs/Makefile, llama-index-integrations/readers/llama-index-readers-paddle-ocr/Makefile, llama-index-integrations/readers/llama-index-readers-pandas-ai/Makefile, llama-index-integrations/readers/llama-index-readers-papers/Makefile, llama-index-integrations/readers/llama-index-readers-patentsview/Makefile, llama-index-integrations/readers/llama-index-readers-pathway/Makefile, llama-index-integrations/readers/llama-index-readers-pdb/Makefile, llama-index-integrations/readers/llama-index-readers-pdf-marker/Makefile, llama-index-integrations/readers/llama-index-readers-pdf-table/Makefile, llama-index-integrations/readers/llama-index-readers-pebblo/Makefile, llama-index-integrations/readers/llama-index-readers-preprocess/Makefile, llama-index-integrations/readers/llama-index-readers-psychic/Makefile, llama-index-integrations/readers/llama-index-readers-qdrant/Makefile, llama-index-integrations/readers/llama-index-readers-quip/Makefile, llama-index-integrations/readers/llama-index-readers-rayyan/Makefile, llama-index-integrations/readers/llama-index-readers-readwise/Makefile, llama-index-integrations/readers/llama-index-readers-reddit/Makefile, llama-index-integrations/readers/llama-index-readers-remote-depth/Makefile, llama-index-integrations/readers/llama-index-readers-remote/Makefile, llama-index-integrations/readers/llama-index-readers-s3/Makefile, llama-index-integrations/readers/llama-index-readers-screenpipe/Makefile, llama-index-integrations/readers/llama-index-readers-sec-filings/Makefile, llama-index-integrations/readers/llama-index-readers-semanticscholar/Makefile, llama-index-integrations/readers/llama-index-readers-service-now/Makefile, llama-index-integrations/readers/llama-index-readers-singlestore/Makefile, llama-index-integrations/readers/llama-index-readers-slack/Makefile, llama-index-integrations/readers/llama-index-readers-smart-pdf-loader/Makefile, llama-index-integrations/readers/llama-index-readers-snowflake/Makefile, llama-index-integrations/readers/llama-index-readers-solr/Makefile, llama-index-integrations/readers/llama-index-readers-spotify/Makefile, llama-index-integrations/readers/llama-index-readers-stackoverflow/Makefile, llama-index-integrations/readers/llama-index-readers-steamship/Makefile, llama-index-integrations/readers/llama-index-readers-string-iterable/Makefile, llama-index-integrations/readers/llama-index-readers-stripe-docs/Makefile, llama-index-integrations/readers/llama-index-readers-structured-data/Makefile, llama-index-integrations/readers/llama-index-readers-telegram/Makefile, llama-index-integrations/readers/llama-index-readers-toggl/Makefile, llama-index-integrations/readers/llama-index-readers-trello/Makefile, llama-index-integrations/readers/llama-index-readers-twitter/Makefile, llama-index-integrations/readers/llama-index-readers-txtai/Makefile, llama-index-integrations/readers/llama-index-readers-upstage/Makefile, llama-index-integrations/readers/llama-index-readers-weather/Makefile, llama-index-integrations/readers/llama-index-readers-weaviate/Makefile, llama-index-integrations/readers/llama-index-readers-web/Makefile, llama-index-integrations/readers/llama-index-readers-whatsapp/Makefile, llama-index-integrations/readers/llama-index-readers-whisper/Makefile, llama-index-integrations/readers/llama-index-readers-wikipedia/Makefile, llama-index-integrations/readers/llama-index-readers-wordlift/Makefile, llama-index-integrations/readers/llama-index-readers-wordpress/Makefile, llama-index-integrations/readers/llama-index-readers-youtube-transcript/Makefile, llama-index-integrations/readers/llama-index-readers-zendesk/Makefile, llama-index-integrations/readers/llama-index-readers-zep/Makefile, llama-index-integrations/readers/llama-index-readers-zulip/Makefile, llama-index-integrations/readers/llama-index-readers-zyte-serp/Makefile, llama-index-integrations/response_synthesizers/llama-index-response-synthesizers-google/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-alletra-x10000/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-bedrock/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-bm25/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-duckdb-retriever/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-galaxia/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-kendra/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-mongodb-atlas-bm25-retriever/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-pathway/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-tldw/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-vectorize/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-vertexai-search/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-videodb/MAKEFILE, llama-index-integrations/retrievers/llama-index-retrievers-you/Makefile, llama-index-integrations/selectors/llama-index-selectors-notdiamond/Makefile, llama-index-integrations/sparse_embeddings/llama-index-sparse-embeddings-fastembed/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-azure/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-azurecosmosmongovcore/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-azurecosmosnosql/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-dynamodb/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-gel/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-mongo/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-opensearch/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-postgres/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-redis/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-tablestore/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-upstash/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-yugabytedb/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-azure/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-azurecosmosnosql/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-couchbase/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-duckdb/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-dynamodb/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-elasticsearch/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-firestore/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-gel/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-mongodb/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-postgres/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-redis/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-tablestore/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-azure/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-azurecosmosnosql/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-couchbase/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-duckdb/Makefile, 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 |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | 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 |
| agent_commit_share | 0.02 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.16 |
Code legibility for models
82Excellent
How it's scored
| 27/45 | Type-checkable code — 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) |
| 54.8/55 | Manageable file sizes — 14/3,849 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 297,148 |
| source_files_sampled | 3,849 |
| oversized_source_files | 14 |
Machine-readable interfaces
100Exceptional
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software |
| 20/20 | MCP server |
| 40/40 | Runnable examples — examples, notebooks |
Inputs used
| example_dirs | examples, notebooks |
| has_mcp_signal | yes |
| api_schema_files | — |
| interfaces_expected_of | — |
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.
Key facts
51,375GitHub stars
98contributors
979commits, last 12 months
0days since last push
100releases
3bus factor
201open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- First-time contributor figures cover 12 of 35 authors (cap 12)
- 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 did not return a usable result (2026/08/04 23:57:08 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks
More detail
Star and fork history 0 ★ / 7,872 ⇿
0Stars
7,872Forks
5Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.
Major 0Minor 0Patch 5
Direct dependencies 39
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | click | — | llama-dev/pyproject.toml |
| PyPI | packaging | >=25.0 | llama-dev/pyproject.toml |
| PyPI | rich | >=14.0.0 | llama-dev/pyproject.toml |
| PyPI | tomli | >=2.2.1 | llama-dev/pyproject.toml |
| PyPI | SQLAlchemy | >=1.4.49 | llama-index-core/pyproject.toml |
| PyPI | dataclasses-json | — | llama-index-core/pyproject.toml |
| PyPI | deprecated | >=1.2.9.3 | llama-index-core/pyproject.toml |
| PyPI | fsspec | >=2023.5.0 | llama-index-core/pyproject.toml |
| PyPI | httpx | — | llama-index-core/pyproject.toml |
| PyPI | nest-asyncio | >=1.5.8,<2 | llama-index-core/pyproject.toml |
| PyPI | nltk | >=3.9.3 | llama-index-core/pyproject.toml |
| PyPI | numpy | — | llama-index-core/pyproject.toml |
| PyPI | tenacity | >=8.2.0,!=8.4.0,<10.0.0 | llama-index-core/pyproject.toml |
| PyPI | tiktoken | >=0.7.0 | llama-index-core/pyproject.toml |
| PyPI | typing-extensions | >=4.5.0 | llama-index-core/pyproject.toml |
| PyPI | typing-inspect | >=0.8.0 | llama-index-core/pyproject.toml |
| PyPI | requests | >=2.31.0 | llama-index-core/pyproject.toml |
| PyPI | aiohttp | >=3.8.6,<4 | llama-index-core/pyproject.toml |
| PyPI | networkx | >=3.0 | llama-index-core/pyproject.toml |
| PyPI | dirtyjson | >=1.0.8,<2 | llama-index-core/pyproject.toml |
| PyPI | tqdm | >=4.66.1,<5 | llama-index-core/pyproject.toml |
| PyPI | pillow | >=9.0.0 | llama-index-core/pyproject.toml |
| PyPI | PyYAML | >=6.0.1 | llama-index-core/pyproject.toml |
| PyPI | wrapt | — | llama-index-core/pyproject.toml |
| PyPI | pydantic | >=2.8.0 | llama-index-core/pyproject.toml |
| PyPI | filetype | >=1.2.0,<2 | llama-index-core/pyproject.toml |
| PyPI | eval-type-backport | >=0.2.0,<0.3 | llama-index-core/pyproject.toml |
| PyPI | banks | >=2.3.0,<3 | llama-index-core/pyproject.toml |
| PyPI | aiosqlite | — | llama-index-core/pyproject.toml |
| PyPI | llama-index-workflows | >=2.14.0,<3 | llama-index-core/pyproject.toml |
| PyPI | setuptools | >=80.9.0 | llama-index-core/pyproject.toml |
| PyPI | platformdirs | — | llama-index-core/pyproject.toml |
| PyPI | tinytag | >=2.2.0 | llama-index-core/pyproject.toml |
| PyPI | deprecated | >=1.2.18 | llama-index-instrumentation/pyproject.toml |
| PyPI | pydantic | >=2.11.5 | llama-index-instrumentation/pyproject.toml |
| PyPI | llama-index-core | >=0.14.23,<0.15.0 | pyproject.toml |
| PyPI | llama-index-embeddings-openai | >=0.6.0,<0.7 | pyproject.toml |
| PyPI | llama-index-llms-openai | >=0.7.0,<0.8 | pyproject.toml |
| PyPI | nltk | >=3.9.3 | pyproject.toml |
All dependencies not collected
The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM request failed: GitHub API error 500 for /repos/run-llama/llama_index/dependency-graph/sbom
Dependency advisories 0
Installing pypi:llama-index@0.14.23 pulls in 67 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.
No known advisories affect the assessed dependencies.
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
Feedback
Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.
Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.31.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.