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DuckDB

In-process OLAP SQL database that runs inside your Python, R, or Node.js process — no server required.

@ai-supply
Installs597k
⟳ upstream v1.5.5 · updated 5d ago
↗ Source repository
← More Data & ETLData & ETL leaderboard →How we grade security →Source ↗
✓ Grade A · 100/100 · SafeSecurity assessment
✓No compromise signals15capabilities surfaced11of 20 OWASP controls clear
Suspicious network referencesSuspicious code patternsSuspicious code patternsBroad capability surface
scanned 1d ago·osv · gitleaks · opengrep · picklescan + heuristics·full breakdown in the Security tab ↓

DuckDB

DuckDB is a fast, in-process analytical SQL database. It runs embedded inside your application (Python, R, Java, Node.js, Rust, C++) with no separate server process, making it ideal for local analytics, data science workflows, and ETL pipelines.

Key Features

  • In-process execution: Embedded OLAP engine — query Parquet, CSV, JSON, and Arrow directly without loading into memory
  • Columnar-vectorized engine: Extremely fast aggregations and scans even on large files
  • SQL completeness: Window functions, CTEs, PIVOT, ASOF joins, and full ANSI SQL
  • Zero-copy Arrow integration: Hand off DuckDB results to Pandas, Polars, or PyArrow without copying
  • Persistent or in-memory: Use as a file-based database or pure in-memory for ephemeral pipelines
  • Extensions: HTTP/S3 reader, JSON, spatial (GEOMETRY), Iceberg, Delta Lake, and more

Quick Start

pip install duckdb
import duckdb

# Query a Parquet file directly — no loading step
result = duckdb.sql("""
    SELECT category, COUNT(*) as n, AVG(price) as avg_price
    FROM 'data/*.parquet'
    GROUP BY category
    ORDER BY n DESC
    LIMIT 10
""").df()

Add to ai-supply

npx ai-supply add duckdb-analytics-engine

Curated mirror of the open-source DuckDB (MIT). Get it from the source.

Rating rank
#1
of 24 in Data & ETL
Install rank
#2
of 24 in Data & ETL
Security score
100/100 · A
safe
Security rank
#1
of 24 in Data & ETL
Installs
597k
cat avg 164k
This listing vs category average
Installs
this
cat avg
Security (of 100)
this
cat avg
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See the Data & ETL leaderboard →
✓ Security: Safe · 100100/100 · grade Ascanned 1d ago
✓ no compromise signals15 risk-surface · 3/20 OWASP controls flagged

Compromise signals — malicious or tampered code (leaked secrets, backdoors, a dropped executable) — reduce the score, and known dependency CVEs carry a bounded penalty (they warrant review but never QUARANTINE — update the dependency to clear). Other dangerous-by-capability traits are risk surface, expected for some capabilities. Every finding is mapped to its OWASP control below.

What this capability can do · med confidence (static)
⚑ filesystem⚑ network⚑ secrets
egress → en.wikipedia.org, docs.github.com, berthub.eu, ccache.dev, dl.google.com, mirror.centos.org|baseurl=http, apt.llvm.org, rclone.org +32
github.comen.wikipedia.orgdocs.github.comberthub.euccache.devdl.google.commirror.centos.orgvault.centos.orgscope: lifecycle:scope: type:scope: config_option_scope

Findings mapped to the OWASP Top 10 for LLM Applications (2025) and the OWASP Machine Learning Security Top 10. Expand any flagged control for the exact findings — compromise reduces the score; expected/risk-surface do not, except a known CVE, which carries a small bounded penalty (high/critical → Review).

OWASP Top 10 for LLM Applications
⚠LLM05Improper Output Handlinghigh
Code that pipes model/user output into shell, eval, SQL or paths unsafely.
•Suspicious code patterns — destructive rm -rf /; pipe-to-shell install · duckdb-duckdb-7316202/.github/workflows/Extensions.yml (CWE-78)risk surface
•Suspicious code patterns — pipe-to-shell install · duckdb-duckdb-7316202/.github/workflows/NightlyTests.yml (CWE-494)risk surface
⚠LLM06Excessive Agencymedium
Over-broad tool/permission surface or unrestricted egress.
•External endpoints declared — 4 distinct host(s) · duckdb-duckdb-7316202/.github/ISSUE_TEMPLATE/bug_report.ymlexpected
•External endpoints declared — 1 distinct host(s) · duckdb-duckdb-7316202/.github/ISSUE_TEMPLATE/config.ymlexpected
•External endpoints declared — 2 distinct host(s) · duckdb-duckdb-7316202/.github/workflows/ExtendedTests.ymlexpected
•External endpoints declared — 3 distinct host(s) · duckdb-duckdb-7316202/.github/workflows/NightlyTests.ymlexpected
•Broad capability surface — 3 high-impact capability categories referenced — verify least-privilege · duckdb-duckdb-7316202/.github/workflows/OSX.yml (CWE-272)risk surface
•External endpoints declared — 8 distinct host(s) · duckdb-duckdb-7316202/CONTRIBUTING.mdexpected
•External endpoints declared — 14 distinct host(s) · duckdb-duckdb-7316202/Doxyfileexpected
•External endpoints declared — 25 distinct host(s) · duckdb-duckdb-7316202/benchmark/clickbench/answers/q28.csvexpected
§LLM09MisinformationGovernance
Artifacts designed to produce false/deceptive output.
Detectable only by runtime behavioral evaluation; addressed via responsible-use attestation.
◷LLM10Unbounded ConsumptionRuntime-enforced
Unbounded loops/recursion causing DoS or runaway cost.
Enforced at runtime by the gateway (rate limits + spend caps + size caps); static check flags unbounded loops.
✓LLM01Prompt InjectionPassed
✓LLM02Sensitive Information DisclosurePassed
✓LLM03Supply ChainPassed
✓LLM04Data and Model PoisoningPassed
Backdoors/poisoning in training data or serialized models.
Behavioral poisoning needs model execution; static check covers unsafe serialization + dataset skew only.
✓LLM07System Prompt LeakagePassed
✓LLM08Vector and Embedding WeaknessesPassed
PII or plaintext source leakage in embedding/vector exports.
Embedding inversion/poisoning is largely runtime; static check covers PII in vector exports.
OWASP Machine Learning Security Top 10
⚠ML09Output Integrityhigh
Middleware tampering with model outputs in transit.
Gateway enforces TLS + response integrity; static check flags output-rewriting code.
•Suspicious code patterns — destructive rm -rf /; pipe-to-shell install · duckdb-duckdb-7316202/.github/workflows/Extensions.yml (CWE-78)risk surface
•Suspicious code patterns — pipe-to-shell install · duckdb-duckdb-7316202/.github/workflows/NightlyTests.yml (CWE-494)risk surface
§ML01Input Manipulation (Adversarial)Governance
Models vulnerable to adversarial perturbations.
Requires runtime robustness evaluation; addressed via publisher robustness attestation.
§ML03Model InversionGovernance
Training data reconstructable from a model's outputs.
Runtime/evaluation property; addressed via model-card data-provenance + DP attestation.
§ML04Membership InferenceGovernance
Determining whether a record was in the training set.
Runtime/evaluation property; addressed via overfitting disclosure + DP attestation.
§ML08Model SkewingGovernance
Models trained on skewed data producing biased output.
Requires fairness evaluation; addressed via model-card bias/limitations disclosure.
✓ML02Data PoisoningPassed
Poisoned training datasets with triggers or anomalous distributions.
Static check covers trigger phrasing, PII and label skew; full poisoning detection is runtime.
✓ML05Model TheftPassed
Unlicensed re-distribution / license-incompatible derivatives.
Static check verifies license declaration; extraction throttling is runtime.
✓ML06AI Supply ChainPassed
✓ML07Transfer Learning AttackPassed
Backdoored base models / LoRA adapters propagating to derivatives.
Backdoor detection needs behavioral probing; static check covers unsafe serialization + provenance.
✓ML10Model Poisoning (Weights)Passed
Tampered model weight files; integrity must be verifiable.
Static check enforces safe formats + records a content hash for downstream verification.
Other findings (20) · hygiene / uncategorized
•Unrecognized file type — '.clang-format' is not on the allowlist · duckdb-duckdb-7316202/.clang-formatrisk surface
•Unrecognized file type — '.clang-tidy' is not on the allowlist · duckdb-duckdb-7316202/.clang-tidyrisk surface
•Unrecognized file type — '.clangd' is not on the allowlist · duckdb-duckdb-7316202/.clangdrisk surface
•Unrecognized file type — '.editorconfig' is not on the allowlist · duckdb-duckdb-7316202/.editorconfigrisk surface
•Unrecognized file type — '.gitattributes' is not on the allowlist · duckdb-duckdb-7316202/.gitattributesrisk surface
•Unrecognized file type — '.cmake' is not on the allowlist · duckdb-duckdb-7316202/.github/config/bundled_extensions.cmakerisk surface
•Unrecognized file type — '.?' is not on the allowlist · duckdb-duckdb-7316202/.github/helper_makefile/build_all_extensionsrisk surface
•Unrecognized file type — '.patch' is not on the allowlist · duckdb-duckdb-7316202/.github/patches/extensions/avro/0000-null-type.patchrisk surface
•Suspicious network references — suspicious TLD (1 URLs) · duckdb-duckdb-7316202/.github/workflows/Android.ymlrisk surface
•Unrecognized file type — '.gitignore' is not on the allowlist · duckdb-duckdb-7316202/.gitignorerisk surface
•Unrecognized file type — '.cff' is not on the allowlist · duckdb-duckdb-7316202/CITATION.cffrisk surface
•Unrecognized file type — '.in' is not on the allowlist · duckdb-duckdb-7316202/DuckDBConfig.cmake.inrisk surface
•Unrecognized file type — '.benchmark' is not on the allowlist · duckdb-duckdb-7316202/benchmark/aoc24/day01.benchmarkrisk surface
•Unrecognized file type — '.cpp' is not on the allowlist · duckdb-duckdb-7316202/benchmark/benchmark_runner.cpprisk surface
•Suspicious network references — suspicious TLD (7 URLs) · duckdb-duckdb-7316202/benchmark/clickbench/answers/q21.csvrisk surface
•Suspicious network references — suspicious TLD (10 URLs) · duckdb-duckdb-7316202/benchmark/clickbench/answers/q22.csvrisk surface
•Suspicious network references — suspicious TLD (11 URLs) · duckdb-duckdb-7316202/benchmark/clickbench/answers/q23.csvrisk surface
•Suspicious network references — suspicious TLD (25 URLs) · duckdb-duckdb-7316202/benchmark/clickbench/answers/q28.csvrisk surface
•Unrecognized file type — '.list' is not on the allowlist · duckdb-duckdb-7316202/benchmark/group_descriptions.listrisk surface
•Unrecognized file type — '.hpp' is not on the allowlist · duckdb-duckdb-7316202/benchmark/include/benchmark.hpprisk surface
✔ verified source · pinned duckdb-duckdb-7316202 · changed since last scan · +egress mirror.centos.org|baseurl=http
Check against a policy

The same gate an agent runs before installing (POST /api/v1/trust/duckdb-analytics-engine/check). Click a policy:

Consume DuckDB programmatically. Authenticate with an API key or session — see Authorize an agent.

# Agents: CHECK BEFORE YOU INSTALL (no auth) — score, grade, level, capability manifest
curl https://ai-supply.store/api/v1/trust/duckdb-analytics-engine

# Gate against your org policy (returns { pass, violations })
curl -X POST https://ai-supply.store/api/v1/trust/duckdb-analytics-engine/check \
  -H "Content-Type: application/json" \
  -d '{"minGrade":"B","denyPermissions":["shell"],"denyUnknownEgress":true}'

# CLI
npx ai-supply add duckdb-analytics-engine

# REST (install → download)
curl -X POST https://ai-supply.store/api/v1/listings/duckdb-analytics-engine/install \
  -H "Authorization: Bearer $AIM_KEY"

# MCP tool
install_listing({ "slug": "duckdb-analytics-engine" })
OpenAPI spec →
vlatest
✓ Security: Safe · 1001mo ago

Curated mirror — latest upstream source. See the repository for tagged releases.

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