NEW

lastmile-ai/mcp-agentjust droppedNEW

dottxt-ai/outlinesjust droppedNEW

getomni-ai/zeroxjust droppedREPO

farion1231/cc-switch+442 stars 24hREPO

Lum1104/Understand-Anything+409 stars 24hREPO

colbymchenry/codegraph+406 stars 24hREPO

affaan-m/ECC+364 stars 24hREPO

multica-ai/andrej-karpathy-skills+352 stars 24hNEW

lastmile-ai/mcp-agentjust droppedNEW

dottxt-ai/outlinesjust droppedNEW

getomni-ai/zeroxjust droppedREPO

farion1231/cc-switch+442 stars 24hREPO

Lum1104/Understand-Anything+409 stars 24hREPO

colbymchenry/codegraph+406 stars 24hREPO

affaan-m/ECC+364 stars 24hREPO

multica-ai/andrej-karpathy-skills+352 stars 24h

SumanD18/sentinel — stars, momentum & trend analysis · TrendingRepo

SumanD18/sentinelpublicPythongithub.com/SumanD18/sentinel

sentinel

Q: Who maintains sentinel?

Maintained by SumanD18 (the owner) on GitHub.

Q: How do I install sentinel?

Clone the repo: git clone https://github.com/SumanD18/sentinel.git — then follow the README in the cloned directory.

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 #1664

Comments0Compare Set alert Export RSS Visit repo

// 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.

SumanD18

STARS6+6 · 7d

FORKS0+0 · 7d

CONTRIBUTORS0maintainer graph thin

OPEN ISSUES · PRS0· 0

LICENSE—no license file

LANGUAGEPython

FOUNDED—

LOCATION—

MEMBERS—

PUBLIC REPOS—

TOTAL STARS—

FOCUS—

//STAR HISTORY · 12M

+6 all-time-window

Stars · cumulative6 · today

//WHY IT'S TRENDING· narrative synthesis · medium confidence

SumanD18/sentinel is sitting at #1664 on the trending leaderboard with a pulse of 15/100 with no cross-source channels firing yet — GitHub-stars-only signal so far.

The 7-day star delta is +6 (+—) against a base of 6, a meaningful uptick on its own base. What's actually moving is the AI agent / LLM tooling stack.

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

↻ refreshed 28m ago· next sync in 37m· sourced from 0 channels · 0 mentions / 24h

// RELATED REPOS · CROSS-SOURCE OVERLAP

5 detected · 30d window

▌ 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 May 30, 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?

stalled — no commits for an extended period

//COMMENTS · 0

live thread · operators only

Be the first to comment.

Created2026-05-30

Updated1d ago

Last commit1d ago