Item detail
github.com

siddsachar/row-bot

siddsachar/row-bot is an AI project that RepoRadar is tracking in its Desktop Agents section, currently rated Gold tier with a 'try now' verdict. Its strongest signal is workflow potential, scored 9.9 out of 10.

Score8.4
Popularity1.0
Riskconditional
TierGold
Score breakdown
Usefulness9.0
Novelty8.0
Momentum8.0
Maturity6.6
Open-source/build8.4
Evidence7.2
Workflow potential9.9
Setup ease6.4

Popularity is tracked separately. Support, ads, sponsorships, and tips never affect these signals.

Why it matters

Useful for hands-on users who want one local workspace for model selection, memory, tools, and repeatable background workflows instead of bolting those pieces together one at a time.

Who should use it

Power users building local-first workflows around multiple model providers Developers who want memory, shell tools, browser automation, and workflows in one desktop assistant Researchers or operators who need durable context instead of one-session chat histories People evaluating how far a personal agent workspace can go before they need a heavier orchestration stack

Who should skip it

Consider siddsachar/row-bot lower priority if you already have a working solution in this category.

About this signal

siddsachar/row-bot is tracked by RepoRadar as an AI project in the Desktop Agents section. First seen 2026-07-01; the source record was last checked on 2026-07-01. The current verdict is 'try now' with a Gold tier and moderate setup difficulty. siddsachar/row-bot leads on workflow potential (9.9) and practical usefulness (9.0); its lowest signal is setup ease (6.4), so factor that in before investing setup time. This page summarizes the public evidence on the linked source page and states where additional review is still needed.

How this item is evaluated

The siddsachar/row-bot record combines a 8.4/10 composite score with separate popularity (1.0), risk (conditional), and setup (moderate) signals. See the scoring methodology for the current weights and evidence definitions.

Putting this into practice? Read How to vet an AI agent or MCP server before you wire it in for the checklist behind this score.

Risk explanation

It can connect to shell tools, browser automation, filesystems, and external accounts like Gmail or Calendar, so the first evaluation should use narrow permissions and non-sensitive accounts; Optional cloud providers and connected channels can pull local context into remote systems unless you keep the setup on local models and carefully scoped integrations.

Evidence links
Closest alternatives / related signals
desktop-agent local-first memory workflows multi-llm apache-2.0
Verification record

What RepoRadar actually verified

Discovered

Automated discovery and source capture. Last checked 2026-08-13T20:20:15Z.

No editorial or hands-on review is claimed. This record remains at Discovered.

Verification sources

Longitudinal intelligence

How this decision record is moving

Raw history JSON →

34 dated snapshots retained from 2026-07-01 through 2026-08-13; see the snapshot index for explicit coverage gaps. Stars, version, release, pricing, integration, risk, maintenance, verdict, score, and momentum fields remain explicit even when a source has not reported them. Repository momentum is a normalized 0–10 RepoRadar signal; GitHub stars appear only where the popularity monitor retained exact timestamped observations.

RepoRadar score8.4 current · +0.0 net
Repository momentum9.0 current · +1.0 net
GitHub stars (observed)1,424 current · +56 net
GitHub stars1,424 exact observation
Versionv4.7.0
Last release2026-08-13T09:09:03Z
Maintenanceactive
Current riskconditional
Current verdicttry now
Pricing baselineNo structured commercial pricing baseline
Pricing checkedNot applicable or not recorded
Pricing freshnessNo dated commercial pricing review
Integrations baselineLangChain, Ollama

Recent dated points

DateScoreMomentumStarsRiskVerdictMaintenance
2026-08-138.49.01,424conditionaltry nowactive
2026-08-128.49.01,424conditionaltry nowactive
2026-08-118.49.31,423conditionaltry nowactive
2026-08-108.49.31,422conditionaltry nowactive
2026-08-098.49.31,420conditionaltry nowactive
2026-08-088.49.31,418conditionaltry nowactive
2026-08-078.49.31,404conditionaltry nowactive
2026-08-068.48.0Not recordedconditionaltry nownot recorded
2026-08-058.48.0Not recordedconditionaltry nownot recorded
2026-08-048.49.31,404conditionaltry nowactive
2026-08-038.49.31,404conditionaltry nowactive
2026-08-028.49.31,402conditionaltry nowactive

Why the record changed

version changed

Version changed: v4.6.0 → v4.7.0.

stars changed

Stars changed: 1423 → 1424.

stars changed

Stars changed: 1422 → 1423.

stars changed

Stars changed: 1420 → 1422.

stars changed

Stars changed: 1418 → 1420.

version changed

Version changed: v4.5.0 → v4.6.0.

stars changed

Stars changed: 1404 → 1418.

stars changed

Stars changed: 1402 → 1404.

stars changed

Stars changed: 1397 → 1402.

stars changed

Stars changed: 1376 → 1398.

version changed

Version changed: v4.4.0 → v4.5.0.

stars changed

Stars changed: 1368 → 1376.