Creator · sandbaseai
Last updated · Sep 1, 2026
Analyze customer reviews for local businesses on Google Maps. Covers review extraction, sentiment patterns, rating distribution, common complaints, and competitor review comparison for local business intelligence and reputation management.
Do not auto-install
Install targets
Codex install prompt
Install the "google-maps-reviews" agent skill from https://github.com/sandbaseai/sandbase-skills/tree/main/research/google-maps-reviews. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Analyze customer reviews for local businesses on Google Maps. Covers review extraction, sentiment patterns, rating distribution, common complaints, and competitor review comparison for local business intelligence and reputation management. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {"event_id":"install_<unique-id>","skill_slug":"sandbaseai-google-maps-reviews","task":"Install google-maps-reviews","agent":"codex","outcome":"success","install_used":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.Supply asset profile
Deep research, source comparison, literature review, RAG, knowledge search, and reports.
Scenario
Research agents
I need my agent to research a topic, compare sources, and produce a concise report.
Agent fit
Claude Code + CLI + Codex
Codex, Claude Code, Cursor, CLI, or custom agents.
Install
Ready
npx skills add sandbaseai/sandbase-skills --skill google-maps-reviews
Maintenance
fresh
11d since push
Risk
Needs review
SKILL.md does not explicitly instruct the agent to treat external review content as untrusted data, so malicious reviews could attempt prompt injection.
GitHub quality
68
65/100 Quality · 67/100 Trust
Coverage tags
Review notes
SKILL.md does not explicitly instruct the agent to treat external review content as untrusted data, so malicious reviews could attempt prompt injection. · The referenced API map is a stub: it only lists the tool name and does not document expected parameters, output fields, or error handling.
Agent adoption scorecard
These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.
Quality
PromisingUseful candidate, but compare it with alternatives before adopting.
Trust
Do not auto-installTrust Score v5 found insufficient evidence for agent installation. Treat this as discovery material, not an executable recommendation.
Audit
Needs reviewA machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
OpenAgentSkill Trust Score v5
Choose a stronger alternative or inspect the source manually before any install attempt.
Stars
68 GitHub stars
Repo activity
68 stars, 3 forks
Maintenance
11d since push
License
Apache-2.0
Install
npx skills add sandbaseai/sandbase-skills --skill google-maps-reviews
Install safety
Agent-readable metadata
Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.
Suited tasks
Suited agents
Install decision
Trust and risk
Outcome loop
Install command
npx skills add sandbaseai/sandbase-skills --skill google-maps-reviewsDo not use when
Alternative
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Agent safety v2
Usable candidate, but the agent should surface permission and audit notes before installation.
Require human approval before installing into a real workspace.
medium
Skill likely fetches remote pages, APIs, repositories, or external services.
medium
Skill may inspect schemas, query databases, or work with persistent stores.
Agent resolve plan
The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.
Open JSON
/api/agent/resolve?task=Use%20google-maps-reviews%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Resolve text
/api/agent/resolve?task=Use%20google-maps-reviews%20for%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text
Install handoff
/api/skills/sandbaseai-google-maps-reviews/install
Agent should check
Copy prompt
Task: Use google-maps-reviews in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20google-maps-reviews%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/sandbaseai-google-maps-reviews/install
Install command: npx skills add sandbaseai/sandbase-skills --skill google-maps-reviews
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.Agent handoff
Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.
Install handoff
/api/skills/sandbaseai-google-maps-reviews/install
LLM text format
/api/skills/sandbaseai-google-maps-reviews/install?format=text
Find alternatives
/api/skills/search?q=google-maps-reviews&limit=3
Agent prompt
Use google-maps-reviews for this task. Review https://www.openagentskill.com/api/skills/sandbaseai-google-maps-reviews/install, then install with: npx skills add sandbaseai/sandbase-skills --skill google-maps-reviewsRegistry metadata
This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.
Manifest
/api/registry/manifest/sandbaseai-google-maps-reviews
LLM text
/api/registry/manifest/sandbaseai-google-maps-reviews?format=text
Install alias
/api/registry/install/sandbaseai-google-maps-reviews
Recommend
/api/registry/recommend?task=Use%20google-maps-reviews%20in%20an%20agent%20workflow&limit=3
Agent fit
Research agents
Use-case tags
Platforms
Claude Code
Audit report
A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.
Agent decision cockpit
Prototype with this skill first; keep a fallback candidate ready.
Role in stack
Fallback candidate
Primary fit
Research agents
Trust label
Prototype first
Install path
Command ready
Use when
Evidence
review first
Implementation path
Trust profile
Trust Score v5 found insufficient evidence for agent installation. Treat this as discovery material, not an executable recommendation.
GitHub adoption
CHECK68 GitHub stars
Stars/forks activity
CHECK68 stars, 3 forks; issue activity unavailable in current metadata
Recent maintenance
PASS11d since push
License clarity
PASSApache-2.0
Good signals
Review before install
Recommended action
Choose a stronger alternative or inspect the source manually before any install attempt.
Quality profile
Useful candidate, but compare it with alternatives before adopting.
Workflow fit
Investigate faster
I need my agent to research a topic, compare sources, and produce a concise report.
Manage repositories
I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.
Operate web apps
I need my agent to control a browser, fill forms, and verify web app workflows.
Workflow fit
Find, compare, and synthesize
A workflow for agents that gather sources, compare claims, summarize long material, and draft useful research briefs.
Operate and verify web apps
A workflow for agents that navigate products, fill forms, take screenshots, and verify real user flows across web applications.
Scrape, clean, and reuse web data
A practical workflow for agents that crawl public pages, extract clean content, normalize data, and hand it to downstream research or RAG workflows.
Alternative shortlist
Similar skills that may fit this task.
Generate original one-ink or controlled two-ink editorial images from any theme, sentence, article idea, object, or reference photo. Always use this skill when the user asks for 单色海报、双色印刷、单色调视觉、蓝色/绿色孔版印刷、risograph、网点照片、复古或当代编辑排版、zine poster, monochrome editorial poster, duotone print, or asks to use the mono-color style. It uses an adaptive white, gray, or pale-beige substrate, no more than two printing inks, active negative space, terse human language, and strong serif/grotesk/mono typography without making retro styling the default or copying a source composition, wording, logo, or artwork. Produce both the final generation prompt and the generated raster image unless the user explicitly asks for prompt only.
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A relentless interview to sharpen a plan or design.
--- name: google-maps-reviews description: "Analyze customer reviews for local businesses on Google Maps. Covers review extraction, sentiment patterns, rating distribution, common complaints, and competitor review comparison for local business intelligence and reputation management." ---
# Google Maps Reviews
Analyze customer reviews for local businesses on Google Maps. Covers review extraction, sentiment patterns, rating distribution, common complaints, and competitor review comparison for local business intelligence and reputation management. Read [the API map](references/sandbase-api-map.md) before selecting a capability.
## Call SandBase capabilities
For every selected tool, call `sandbase_describe_tool` first and use only arguments in its current input schema. Then call `sandbase_call_tool` with the exact `tool_name`.
## Available Tools
- `google_maps_bulk_reviews`
## Workflow
1. Understand the user's research question, target, and context. 2. Call `sandbase_describe_tool` for each selected tool to confirm parameter schema. 3. Call `sandbase_call_tool` with the exact tool_name and schema-defined arguments. 4. Synthesize findings into a clear, evidence-backed answer. 5. Cite sources, note evidence gaps, and separate observations from interpretations.
## Guidelines
- Always call `sandbase_describe_tool` before using any capability. - Cite sources and preserve attribution (URLs, usernames, dates, metrics). - Separate factual observations from analysis and recommendations. - If data is unavailable, note the gap and continue with available evidence. - Read-only research only. Never take actions on platforms.
Decision snapshot
recent repository activity
Audit
Install and adoption review
Agent-proven evidence
Outcome reports after resolve, review, install, and one narrow run.
No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.
Install
Free and open source. Review the report before installing into production agents.
Growth loop
Scenario-led draft for google-maps-reviews, ready for a manual X post.
google-maps-reviews: Analyze customer reviews for local businesses on Google Maps. Covers review extraction, senti... 68 stars https://www.openagentskill.com/skills/sandbaseai-google-maps-reviews?ref=x
Listing + install path for google-maps-reviews: https://www.openagentskill.com/skills/sandbaseai-google-maps-reviews?ref=x Install: npx skills add sandbaseai/sandbase-skills --skill google-maps-reviews
Listing source
This listing was indexed from public sources and is not marked official until a maintainer claim is approved.
Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.
Claim this skillOwner claim
This Registry indexed listing is attributed to sandbaseai but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.
Creator backlink kit
Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.
[](https://www.openagentskill.com/skills/sandbaseai-google-maps-reviews?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/sandbaseai-google-maps-reviews?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/sandbaseai-google-maps-reviews/audit)
[](https://www.openagentskill.com/skills/sandbaseai-google-maps-reviews?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)sandbaseai
@sandbaseai
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Do not auto-install
mono-color
Generate original one-ink or controlled two-ink editorial images from any theme, sentence, article idea, object, or reference photo. Always use this skill when the user asks for 单色海报、双色印刷、单色调视觉、蓝色/绿色孔版印刷、risograph、网点照片、复古或当代编辑排版、zine poster, monochrome editorial poster, duotone print, or asks to use the mono-color style. It uses an adaptive white, gray, or pale-beige substrate, no more than two printing inks, active negative space, terse human language, and strong serif/grotesk/mono typography without making retro styling the default or copying a source composition, wording, logo, or artwork. Produce both the final generation prompt and the generated raster image unless the user explicitly asks for prompt only.
1.9K StarsLast30days Skill
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61.0K StarsAcademic Research Skills
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38.4K Starsgrill-me
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256.3K StarsPermission surface
network or browser access, database access
Agent outcomes
No agent outcome data yet
Docs
Usable metadata, review docs
Risk summary
Install readiness