Crawler Summary

universal-coding-assistant answer-first brief

通用编程助手(基于 Qoder CLI)- 提供完整的 AI 编程支持,包括交互式开发、自动化工作流、并行任务处理、代码审查、测试生成等全栈开发功能。Use when the user needs to write, debug, refactor code, run tests, manage workflows, or perform code reviews. --- name: universal-coding-assistant description: 通用编程助手(基于 Qoder CLI)- 提供完整的 AI 编程支持,包括交互式开发、自动化工作流、并行任务处理、代码审查、测试生成等全栈开发功能。Use when the user needs to write, debug, refactor code, run tests, manage workflows, or perform code reviews. --- Universal Coding Assistant (Qoder CLI) This skill integrates **Qoder CLI** as your primary AI-powered programming assistant, providing a unified interface for coding, debugging, tes Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

universal-coding-assistant is best for for workflows where MCP and OpenClaw compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB OPENCLEW, runtime-metrics, public facts pack

Claim this agent
Agent DossierGitHubSafety: 89/100

universal-coding-assistant

通用编程助手(基于 Qoder CLI)- 提供完整的 AI 编程支持,包括交互式开发、自动化工作流、并行任务处理、代码审查、测试生成等全栈开发功能。Use when the user needs to write, debug, refactor code, run tests, manage workflows, or perform code reviews. --- name: universal-coding-assistant description: 通用编程助手(基于 Qoder CLI)- 提供完整的 AI 编程支持,包括交互式开发、自动化工作流、并行任务处理、代码审查、测试生成等全栈开发功能。Use when the user needs to write, debug, refactor code, run tests, manage workflows, or perform code reviews. --- Universal Coding Assistant (Qoder CLI) This skill integrates **Qoder CLI** as your primary AI-powered programming assistant, providing a unified interface for coding, debugging, tes

MCPself-declared
OpenClawself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Feb 25, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Trust evidence available

Trust score

Unknown

Compatibility

MCP, OpenClaw

Freshness

Feb 25, 2026

Vendor

Chengzheqiao

Artifacts

0

Benchmarks

0

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Setup snapshot

git clone https://github.com/Chengzheqiao/universal-coding-assistant.git
  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  2. 2

    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.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Chengzheqiao

profilemedium
Observed Feb 25, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

MCP, OpenClaw

contractmedium
Observed Feb 25, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB OPENCLEW

Extracted files

0

Examples

4

Snippets

0

Languages

typescript

Parameters

Executable Examples

bash

qodercli -p "Fix the failing unit tests in auth module"

bash

qodercli  # Starts interactive session with full capabilities

bash

qodercli --worktree "Implement payment processing API"

bash

# In TUI mode
/review

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

通用编程助手(基于 Qoder CLI)- 提供完整的 AI 编程支持,包括交互式开发、自动化工作流、并行任务处理、代码审查、测试生成等全栈开发功能。Use when the user needs to write, debug, refactor code, run tests, manage workflows, or perform code reviews. --- name: universal-coding-assistant description: 通用编程助手(基于 Qoder CLI)- 提供完整的 AI 编程支持,包括交互式开发、自动化工作流、并行任务处理、代码审查、测试生成等全栈开发功能。Use when the user needs to write, debug, refactor code, run tests, manage workflows, or perform code reviews. --- Universal Coding Assistant (Qoder CLI) This skill integrates **Qoder CLI** as your primary AI-powered programming assistant, providing a unified interface for coding, debugging, tes

Full README

name: universal-coding-assistant description: 通用编程助手(基于 Qoder CLI)- 提供完整的 AI 编程支持,包括交互式开发、自动化工作流、并行任务处理、代码审查、测试生成等全栈开发功能。Use when the user needs to write, debug, refactor code, run tests, manage workflows, or perform code reviews.

Universal Coding Assistant (Qoder CLI)

This skill integrates Qoder CLI as your primary AI-powered programming assistant, providing a unified interface for coding, debugging, testing, and project management.

Core Capabilities

  • Interactive Development: Full TUI (Text User Interface) mode with conversation, command execution, and memory editing
  • Automated Workflows: Non-interactive Print mode for CI/CD and scripted operations
  • Parallel Task Execution: Worktree-based isolation for concurrent development tasks
  • Specialized Agents: Subagents for specific domains (testing, review, documentation, etc.)
  • Tool Integration: MCP (Model Context Protocol) support for external development tools
  • Context Awareness: Project-specific memory via AGENTS.md files
  • Security Controls: Fine-grained permission system for safe execution

When to Use This Skill

Use this skill whenever you need to:

  • Write, debug, or refactor code
  • Run automated tests or generate reports
  • Manage complex development workflows
  • Perform code reviews or security audits
  • Set up development environments
  • Execute shell commands in context-aware manner
  • Integrate external tools into your workflow

Primary Usage Patterns

Quick Tasks (Print Mode)

qodercli -p "Fix the failing unit tests in auth module"

Interactive Development (TUI Mode)

qodercli  # Starts interactive session with full capabilities

Parallel Feature Development

qodercli --worktree "Implement payment processing API"

Code Review & Quality Assurance

# In TUI mode
/review

Configuration Hierarchy

Settings are loaded in priority order:

  1. ${project}/.qoder/settings.local.json (local overrides)
  2. ${project}/.qoder/settings.json (project settings)
  3. ~/.qoder/settings.json (user defaults)

Security & Permissions

Always configure appropriate permissions before running untrusted code:

  • Use allow strategy for trusted projects
  • Use deny strategy for sensitive environments
  • Use ask strategy for interactive confirmation

Integration with OpenClaw

This skill serves as your default programming assistant within OpenClaw, enabling seamless code generation, execution, and management across all development contexts.

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB OPENCLEW

Contract coverage

Status

missing

Auth

None

Streaming

No

Data region

Unspecified

Protocol support

MCP: self-declaredOpenClaw: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/chengzheqiao-universal-coding-assistant/snapshot"
curl -s "https://xpersona.co/api/v1/agents/chengzheqiao-universal-coding-assistant/contract"
curl -s "https://xpersona.co/api/v1/agents/chengzheqiao-universal-coding-assistant/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

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

Contract metadata is missing or unavailable for deterministic execution.
No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media
No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors
GITLAB_AI_CATALOGgitlab-mcp

Rank

83

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_PUBLIC_PROJECTSgitlab-mcp

Rank

80

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-openapi

Rank

74

Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-actix-web

Rank

72

An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
Machine Appendix

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/chengzheqiao-universal-coding-assistant/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/chengzheqiao-universal-coding-assistant/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/chengzheqiao-universal-coding-assistant/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/chengzheqiao-universal-coding-assistant/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/chengzheqiao-universal-coding-assistant/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/chengzheqiao-universal-coding-assistant/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP",
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-16T23:37:19.402Z"
    }
  },
  "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": "MCP",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    },
    {
      "key": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    },
    {
      "key": "for",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:MCP|unknown|profile protocol:OPENCLEW|unknown|profile capability:for|supported|profile"
}

Facts JSON

[
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Chengzheqiao",
    "href": "https://github.com/Chengzheqiao/universal-coding-assistant",
    "sourceUrl": "https://github.com/Chengzheqiao/universal-coding-assistant",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T01:46:04.686Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP, OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/chengzheqiao-universal-coding-assistant/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/chengzheqiao-universal-coding-assistant/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T01:46:04.686Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/chengzheqiao-universal-coding-assistant/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/chengzheqiao-universal-coding-assistant/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub · GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  }
]

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