lookup_pypi_package

shallow

io.github.piiiico/proof-of-commitment · Verify this server

Get a behavioral commitment profile for any PyPI (Python) package. Returns real signals: package age, download volume and trend, release consistency, publisher/owner count, and linked GitHub activity. Supply chain attacks target Python packages — LiteLLM (97M downloads/mo) was compromised via stolen PyPI token in March 2026. Behavioral signals reveal what star counts hide. Useful for: vetting Python dependencies, identifying abandonware, supply chain risk due diligence. Examples: "langchain", "litellm", "openai", "anthropic", "requests", "fastapi", "pydantic"

100.0/100

1 trials · measured 8 days ago

lookup_pypi_package scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against io.github.piiiico/proof-of-commitment, measured 25 Aug 2026 under methodology v0.2.0. Every measured component scored 100.

Component breakdown

ComponentWeightValue
Reliability35%not applicable
Schema integrity25%100.0
Failure behaviour15%not applicable
Latency15%not applicable
Concurrency10%not applicable

Tool details

Transport
remote + stdio
Credential class
open
Category
Finance & compliance
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-08-25100.0shallowv0.2.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1

Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.

Embed this score

Available for every tool, scored or not — not a verification perk. Always links back to this page.

Vouch score: lookup_pypi_package
[![Vouch score](https://vouch.tools/api/tools/f5366b70-8dd5-4b91-afe8-af4e35faaf98/badge.svg)](https://vouch.tools/tools/f5366b70-8dd5-4b91-afe8-af4e35faaf98)
lookup_pypi_package — Vouch