Source domain profile · Other observed source

toolhub.software in the Machine Relations Index

toolhub.software appeared as a cited source in 1 of 39,125 monitored answer runs (under 0.01%) from May 10, 2026 to November 13, 2026.

Source site Markdown Public JSON

Citation rateunder 0.01%

1 cited run of 39,125 observed answer runs.

Days cited1/181

Days with a citation, of the days observed in the current release window.

Engine breadth1

Perplexity. This is an observed-engine list, not a per-engine rate.

ConfidenceCollecting

MRI confidence is not an Answer-Source Fidelity grade.

Standing

Population ranks from the public release

Public standing: Collecting: no rank until it clears the evidence floor
Full universe: Not ranked in this release
Source role population: Not ranked in this release
Evidence-qualified source role: Not ranked in this release

Segment evidence

Observed category and question-shape rows

Segment rates use that category and question shape only. A row still collecting shows how many runs have been measured. A dash means no measured runs yet.

Category	Question shape	State	Cited runs	Observed runs	Run dates	Rate	Rank population	Badge
Consumer Finance	How buyers choose	Published	1	316	14	0.32%	#288 of 303	Badge

Published segments: 1. Collecting segments: 0.

Citation record

One cited run

toolhub.software has been cited in one monitored answer run, on November 13, 2026, by Perplexity, in answers to Consumer Finance / How buyers choose questions. Other sources cited for Consumer Finance questions are on the Consumer Finance sources page.

Peers

Nearest sources on Consumer Finance / How buyers choose

toolhub.software holds its best segment rank, #288 of 303, in Consumer Finance / How buyers choose, at 0.32%. 131 sources on that leaderboard share that rate, and their order inside the tie is not a measured difference. Listed here: the nearest sources cited more and less often than it, and the sources beside it that share this best segment. Full leaderboard.

Rank	Source	Source role	Segment citation rate	Against this source
#164 of 303	tilt.com	Other observed source	0.63%	+0.31 pts
#165 of 303	timios.com	Other observed source	0.63%	+0.31 pts
#166 of 303	ultimatefinancecalculator.com	Other observed source	0.63%	+0.31 pts
#167 of 303	unionleader.com	Editorial publication	0.63%	+0.31 pts
#168 of 303	unum.com.br	Other observed source	0.63%	+0.31 pts
#169 of 303	usafinanceguides.org	Other observed source	0.63%	+0.31 pts
#287 of 303	tistory.com	Other observed source	0.32%	Same rate
#289 of 303	toolpond.org	Other observed source	0.32%	Same rate

Cite this

Citation

Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. toolhub.software, under 0.01% citation rate, 1 of 39,125 monitored answer runs, 2026-05-10 to 2026-11-13. Release mri_score_v2.1+2026-11-13+ac21a4cdb8e7. CC BY 4.0. https://machinerelations.ai/index/domains/toolhub.software

APA

Parrott, J. (2026). toolhub.software in the Machine Relations Index (Version mri_score_v2.1+2026-11-13+ac21a4cdb8e7) [Data set]. Machine Relations Research. https://machinerelations.ai/index/domains/toolhub.software https://doi.org/10.5281/zenodo.23652423

BibTeX

@misc{parrott2026mritoolhubsoftware,
  author = {Parrott, Jaxon},
  title = {toolhub.software in the Machine Relations Index},
  year = {2026},
  version = {mri\_score\_v2.1+2026-11-13+ac21a4cdb8e7},
  publisher = {Machine Relations Research},
  url = {https://machinerelations.ai/index/domains/toolhub.software},
  doi = {10.5281/zenodo.23652423},
  license = {CC-BY-4.0},
  note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}

CITATION.cff

Release and boundary

What this profile measures

Published November 13, 2026. The observation window runs May 10, 2026 to November 13, 2026. Methodology v2.1.

Use the data

curl -fsSL "https://machinerelations.ai/data/machine-relations-index.json" -o machine-relations-index.json
curl -fsSL "https://machinerelations.ai/data/mri-release-manifest.json" -o mri-release-manifest.json
curl -fsSL "https://huggingface.co/datasets/machine-relations/machine-relations-index/resolve/main/domains.csv" -o domains.csv
curl -fsSL -L "https://doi.org/10.5281/zenodo.23652423" -o mri-zenodo.html

import json
from urllib.request import urlopen

index_url = "https://machinerelations.ai/data/machine-relations-index.json"
with urlopen(index_url) as response:
    index = json.load(response)
print(index["generated"], index["total_domains"])

The public dataset reports citation rates, rankings, and evidence counts. It excludes internal query identifiers, raw cited URLs, and answer-engine provider payloads. MRI measures observed root-domain citations in monitored prompts, not all AI answers, recommendation quality, web traffic or commercial performance. A citation is not source support.

Embed

Embed this profile’s badge

Put this badge on your site to show how often AI answers cite it. It links to this profile and updates with every new release; if a later release no longer includes this domain, the badge stops loading. To keep today’s numbers fixed, save the SVG and host it yourself.

HTML

<a href="https://machinerelations.ai/index/domains/toolhub.software"><img src="https://machinerelations.ai/index/domains/toolhub.software/badge.svg" alt="toolhub.software in the Machine Relations Index: cited in under 0.01% of monitored AI answers (1 of 39,125 runs), Nov 13, 2026 release. Machine Relations Research." width="385" height="64"></a>

Markdown

[![toolhub.software in the Machine Relations Index: cited in under 0.01% of monitored AI answers (1 of 39,125 runs), Nov 13, 2026 release. Machine Relations Research.](https://machinerelations.ai/index/domains/toolhub.software/badge.svg)](https://machinerelations.ai/index/domains/toolhub.software)