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little-canary MCP Server

hermes-labs-ai/little-canary

Score: 57.5 Rank #6634 MCP Server
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Detects prompt injection by its effect on a sacrificial canary model, not just pattern matching: untrusted input hits a powerless model first, a behavioral check reads the residue, and it returns block, flag, or pass before your primary model acts. Inbound preflight sensor, not a guarantee.

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Overview

hermes-labs-ai/little-canary is a Python tool licensed under Apache-2.0. Detects prompt injection by its effect on a sacrificial canary model, not just pattern matching: untrusted input hits a powerless model first, a behavioral check reads the residue, and it returns block, flag, or pass before your primary model acts. Inbound preflight sensor, not a guarantee.

Ranked #6634 out of 24840 indexed tools.

Actively maintained with commits in the last week.

Ecosystem

Python Apache-2.0 178 pypi/wk

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 33

33 stars → early stage

Freshness 25% today

Last commit today → actively maintained

Issue Health 25% 0%

0/3 issues closed → many open issues

Contributors 10% 7

7 contributors → small team

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads 13% 178/wk

178 weekly installs → early adoption

Forks 4
Description Detailed
License Apache-2.0

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

Issue Health high impact

You have 3 open vs 0 closed issues — triaging stale issues improves health

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

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topic:mcp

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