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SumanD18/sentinelpublicPythongithub.com/SumanD18/sentinel
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sentinel

Open-source observability and trust layer for AI agents: trace every step, score every output, catch hallucinations and runaway loops in real time. Self-hostable.

AI AGENTSLLM INFRAEVALSFASTAPIGUARDRAILSHALLUCINATION DETECTIONTRENDING #886
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// OWNER · SumanD18 · REPO SNAPSHOT

github.com/SumanD18

SumanD18

Open-source observability and trust layer for AI agents: trace every step, score every output, catch hallucinations and runaway loops in real time. Self-hostable.

GitHubSumanD18
STARS5+0 · 7d
FORKS0+0 · 7d
CONTRIBUTORS0maintainer graph thin
OPEN ISSUES · PRS0· 0 
LICENSE—no license file
LANGUAGEPython 
FOUNDED—
LOCATION—
MEMBERS—
PUBLIC REPOS—
TOTAL STARS—
FOCUS—
FUNDING—

//STAR HISTORY · 12M

+5 all-time-window
Stars · cumulative5 · today
//WHY IT'S TRENDING· narrative synthesis · medium confidence

SumanD18/sentinel is sitting at #886 on the trending leaderboard with a pulse of 13/100 with no cross-source channels firing yet — GitHub-stars-only signal so far.

The 7-day star delta is +0 against a base of 5, so the headline number is category momentum more than a personal breakout. What's actually moving is the AI agent / LLM tooling stack.

Watch-outs: no tagged release on record (treat as pre-stable).

↻ refreshed 52m ago· next sync in 13m· sourced from 0 channels · 0 mentions / 24h

// RELATED REPOS · CROSS-SOURCE OVERLAP

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▌ FAQ · answers from the data spine

What is SumanD18/sentinel?
Open-source observability and trust layer for AI agents: trace every step, score every output, catch hallucinations and runaway loops in real time. Self-hostable.
Who maintains sentinel?
Maintained by SumanD18 (the owner) on GitHub.
What language is sentinel written in?
Primarily Python.
When was sentinel created? When was the last update?
Created May 30, 2026 · last commit July 18, 2026.
How do I install sentinel?
Clone the repo:
git clone https://github.com/SumanD18/sentinel.git
Then follow the README in the cloned directory.
Is sentinel actively maintained?
yes — actively maintained (recent commits)

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