Crawler Summary
GovInsight-AI 是一个基于大语言模型 (LLM) 的政务诉求工单办理质量智能检测系统。该项目专门针对政务服务热线（如12345）中"群众诉求"与"办理答复"的一致性问题进行自动化检测。系统通过集成阿里云Qwen-Plus模型，像资深质检员一样自动比对群众原始诉求与职能部门办理回复，精准识别答非所问、逻辑不通、解决不彻底、态度生硬等问题，并提供智能化的修正建议。项目已重构为Cloudflare Pages全栈Serverless架构，支持本地开发和云端部署。Intelligent Quality Inspection System for Government Service Hotlines (12345) powered by LLM. GovInsight-AI 是一个基于大语言模型 (LLM) 的政务诉求工单办理质量智能检测系统。该项目专门针对政务服务热线（如12345）中"群众诉求"与"办理答复"的一致性问题进行自动化检测。系统通过集成阿里云Qwen-Plus模型，像资深质检员一样自动比对群众原始诉求与职能部门办理回复，精准识别答非所问、逻辑不通、解决不彻底、态度生硬等问题，并提供智能化的修正建议。项目已重构为Cloudflare Pages全栈Serverless架构，支持本地开发和云端部署。Intelligent Quality Inspection System for Government Service Hotlines (12345) powered by LLM. Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/25/2026.
Freshness
Last checked 2/25/2026
Best For
scoring is best for general automation workflows where OpenClaw compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, GITHUB REPOS, runtime-metrics, public facts pack
GovInsight-AI 是一个基于大语言模型 (LLM) 的政务诉求工单办理质量智能检测系统。该项目专门针对政务服务热线（如12345）中"群众诉求"与"办理答复"的一致性问题进行自动化检测。系统通过集成阿里云Qwen-Plus模型，像资深质检员一样自动比对群众原始诉求与职能部门办理回复，精准识别答非所问、逻辑不通、解决不彻底、态度生硬等问题，并提供智能化的修正建议。项目已重构为Cloudflare Pages全栈Serverless架构，支持本地开发和云端部署。Intelligent Quality Inspection System for Government Service Hotlines (12345) powered by LLM. GovInsight-AI 是一个基于大语言模型 (LLM) 的政务诉求工单办理质量智能检测系统。该项目专门针对政务服务热线（如12345）中"群众诉求"与"办理答复"的一致性问题进行自动化检测。系统通过集成阿里云Qwen-Plus模型，像资深质检员一样自动比对群众原始诉求与职能部门办理回复，精准识别答非所问、逻辑不通、解决不彻底、态度生硬等问题，并提供智能化的修正建议。项目已重构为Cloudflare Pages全栈Serverless架构，支持本地开发和云端部署。Intelligent Quality Inspection System for Government Service Hotlines (12345) powered by LLM.
Public facts
4
Change events
0
Artifacts
0
Freshness
Feb 25, 2026
Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/25/2026.
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Feb 25, 2026
Vendor
Huotao
Artifacts
0
Benchmarks
0
Last release
Unpublished
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/25/2026.
Setup snapshot
Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Huotao
Protocol compatibility
OpenClaw
Adoption signal
1 GitHub stars
Handshake status
UNKNOWN
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
0
Snippets
0
Languages
typescript
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB REPOS
Editorial quality
ready
GovInsight-AI 是一个基于大语言模型 (LLM) 的政务诉求工单办理质量智能检测系统。该项目专门针对政务服务热线（如12345）中"群众诉求"与"办理答复"的一致性问题进行自动化检测。系统通过集成阿里云Qwen-Plus模型，像资深质检员一样自动比对群众原始诉求与职能部门办理回复，精准识别答非所问、逻辑不通、解决不彻底、态度生硬等问题，并提供智能化的修正建议。项目已重构为Cloudflare Pages全栈Serverless架构，支持本地开发和云端部署。Intelligent Quality Inspection System for Government Service Hotlines (12345) powered by LLM. GovInsight-AI 是一个基于大语言模型 (LLM) 的政务诉求工单办理质量智能检测系统。该项目专门针对政务服务热线（如12345）中"群众诉求"与"办理答复"的一致性问题进行自动化检测。系统通过集成阿里云Qwen-Plus模型，像资深质检员一样自动比对群众原始诉求与职能部门办理回复，精准识别答非所问、逻辑不通、解决不彻底、态度生硬等问题，并提供智能化的修正建议。项目已重构为Cloudflare Pages全栈Serverless架构，支持本地开发和云端部署。Intelligent Quality Inspection System for Government Service Hotlines (12345) powered by LLM.
GovInsight-AI 是一个基于大语言模型 (LLM) 的政务诉求工单办理质量智能检测系统。该项目专门针对政务服务热线（如12345）中"群众诉求"与"办理答复"的一致性问题进行自动化检测。系统通过集成阿里云Qwen-Plus模型，像资深质检员一样自动比对群众原始诉求与职能部门办理回复，精准识别答非所问、逻辑不通、解决不彻底、态度生硬等问题，并提供智能化的修正建议。项目已重构为Cloudflare Pages全栈Serverless架构，支持本地开发和云端部署。Intelligent Quality Inspection System for Government Service Hotlines (12345) powered by LLM.
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
curl -s "https://xpersona.co/api/v1/agents/huotaocn-scoring/snapshot"
curl -s "https://xpersona.co/api/v1/agents/huotaocn-scoring/contract"
curl -s "https://xpersona.co/api/v1/agents/huotaocn-scoring/trust"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
Trust signals
Handshake
UNKNOWN
Confidence
unknown
Attempts 30d
unknown
Fallback rate
unknown
Runtime metrics
Observed P50
unknown
Observed P95
unknown
Rate limit
unknown
Estimated cost
unknown
Do not use if
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
Rank
70
AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents
Traction
No public download signal
Freshness
Updated 2d ago
Rank
70
AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs
Traction
No public download signal
Freshness
Updated 5d ago
Rank
70
Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!
Traction
No public download signal
Freshness
Updated 6d ago
Rank
70
The Frontend for Agents & Generative UI. React + Angular
Traction
No public download signal
Freshness
Updated 23d ago
Contract JSON
{
"contractStatus": "missing",
"authModes": [],
"requires": [],
"forbidden": [],
"supportsMcp": false,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": null,
"outputSchemaRef": null,
"dataRegion": null,
"contractUpdatedAt": null,
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/huotaocn-scoring/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/huotaocn-scoring/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/huotaocn-scoring/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/huotaocn-scoring/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/huotaocn-scoring/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/huotaocn-scoring/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_REPOS",
"generatedAt": "2026-04-17T00:56:09.686Z"
}
},
"retryPolicy": {
"maxAttempts": 3,
"backoffMs": [
500,
1500,
3500
],
"retryableConditions": [
"HTTP_429",
"HTTP_503",
"NETWORK_TIMEOUT"
]
}
}Trust JSON
{
"status": "unavailable",
"handshakeStatus": "UNKNOWN",
"verificationFreshnessHours": null,
"reputationScore": null,
"p95LatencyMs": null,
"successRate30d": null,
"fallbackRate": null,
"attempts30d": null,
"trustUpdatedAt": null,
"trustConfidence": "unknown",
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Capability Matrix
{
"rows": [
{
"key": "OPENCLEW",
"type": "protocol",
"support": "unknown",
"confidenceSource": "profile",
"notes": "Listed on profile"
}
],
"flattenedTokens": "protocol:OPENCLEW|unknown|profile"
}Facts JSON
[
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Huotao",
"href": "https://gi.huotao.com",
"sourceUrl": "https://gi.huotao.com",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T04:20:06.732Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://xpersona.co/api/v1/agents/huotaocn-scoring/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/huotaocn-scoring/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-02-25T04:20:06.732Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "1 GitHub stars",
"href": "https://github.com/HuoTaoCN/scoring",
"sourceUrl": "https://github.com/HuoTaoCN/scoring",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T04:20:06.732Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/huotaocn-scoring/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/huotaocn-scoring/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[]
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