Who should use standardcandle?

standardcandle is an open-source project built for AI researchers and infrastructure engineers.

Does standardcandle have a free plan?

Yes — standardcandle is open source under the MIT license and free to use.

What platforms does standardcandle run on?

standardcandle runs on the web and the command line.

Is standardcandle still active?

Unverified. standardcandle has not been re-checked since it entered the index, so there is no finding either way — and only a positive finding would say otherwise.

What are alternatives to standardcandle?

Similar projects tracked by PulseGate include OpenClaw Arena, numguard, and ruleprof.

Who makes standardcandle?

standardcandle is developed by Standard Candle Labs.

How long has standardcandle been around?

standardcandle first shipped in 2026.

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standardcandle

Name: standardcandle
Author: Standard Candle Labs

standardcandle.aiInfrastructure

standardcandle is an open-source Python package designed to provide independent audits of agent memory and retrieval infrastructure. It offers tools for evaluating and analyzing the reliability of memory and retrieval systems in AI agents, targeting researchers and infrastructure engineers who need robust evaluation workflows.

Open SourceMITWebCLI

Visit standardcandle.ai

Overview

5 features

In the Agent evaluation & testing space, standardcandle takes a focused approach. It focuses on auditing and evaluating the reliability of agent memory and retrieval systems for developers and researchers. It is built as an open-source project for AI researchers and infrastructure engineers. The project is open source (MIT). standardcandle is available on the web and the command line.

It is developed by Standard Candle Labs, and it first shipped in 2026. Key capabilities include audit tools, memory analysis, and retrieval evaluation.

Summary written by a language model from the project’s public pages.

Audit tools
Memory analysis
Retrieval evaluation
Command line interface
MIT license

Built with & integrations

Runs on

BrowserCLI

Trust & compliance

License

MIT

Verified signals

HTTPSOpen SourceFree tier

Indexing history

What PulseGate has recorded for this listing

Indexed6 Jul · 17:45 UTC
standardcandle verified via PyPI Bulk Enumerator
Source: PyPI Bulk Enumerator · Open

Frequently asked questions about standardcandle

What does standardcandle do?: Standardcandle focuses on auditing and evaluating the reliability of agent memory and retrieval systems for developers and researchers. It is catalogued under Agent evaluation & testing on PulseGate.
Who should use standardcandle?: standardcandle is an open-source project built for AI researchers and infrastructure engineers.
Does standardcandle have a free plan?: Yes — standardcandle is open source under the MIT license and free to use.
What platforms does standardcandle run on?: standardcandle runs on the web and the command line.
Is standardcandle still active?: Unverified. standardcandle has not been re-checked since it entered the index, so there is no finding either way — and only a positive finding would say otherwise.
What are alternatives to standardcandle?: Similar projects tracked by PulseGate include OpenClaw Arena, numguard, and ruleprof.OpenClaw Arena numguard ruleprof
Who makes standardcandle?: standardcandle is developed by Standard Candle Labs.
How long has standardcandle been around?: standardcandle first shipped in 2026.

At a glance

Platforms: CLI · Web
Languages: English
License: MIT
First seen: 6 Jul 2026
Built for: AI researchers and infrastructure engineers
Model: Open source
Solves: Auditing and evaluating the reliability of agent memory and retrieval systems for developers and researchers.

Registered as

PyPI: standardcandle

Developer

Standard Candle Labs

Index record

Indexed: 6 Jul 2026
Lifecycle: Alive
First seen: Jul 2026
Last seen: 6 Jul 2026

Identity audit (12)

Slug: standardcandle-pypi-org
Lifecycle last checked: 8 Aug 2026
Verification state: Indexed for public listing
Listing state: Listed: yes
Index status: Included in index
Latest evidence snapshot: 6 Jul 2026
Timeline basis: Indexed-at chronology (no inferred launch/funding milestones).
Name from: Written by a language model from the project's public pages.
Category from: Recorded source: taxonomy-pass-b.
Summary from: Written by a language model from public pages.
Languages from: Detected by a language model from page content.
Canonical URL: https://standardcandle.ai

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