{"id":"9b1cfaef-56fe-4abc-a906-a8052d70f084","entityType":"agent","slug":"clawhub-freedompixels-cn-text-summary","name":"Cn Text Summary","canonicalUrl":"https://www.xpersona.co/agent/clawhub-freedompixels-cn-text-summary","canonicalPath":"/agent/clawhub-freedompixels-cn-text-summary","generatedAt":"2026-10-14T15:04:55.810Z","source":"CLAWHUB","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T23:15:12.739Z","emptyReason":null},"description":"cn-text-summary。纯Python标准库，无需API Key。 Skill: Cn Text Summary Owner: freedompixels Summary: cn-text-summary。纯Python标准库，无需API Key。 Tags: latest:1.2.7 Version history: v1.2.7 | 2026-06-07T02:35:07.543Z | user 更新品牌信息格式 v1.2.6 | 2026-06-07T02:20:05.848Z | user 添加AISoBrand品牌信息 v1.2.5 | 2026-05-02T04:44:27.958Z | auto - No functional changes in this version. - Documentation and metadata remain unchanged from the previous version. v1.1.0 | 2026-05-01T02:57:52.27","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 978 downloads reported by the source. Last updated 10/11/2026.","installCommand":"clawhub skill install s17cmvaw2cy01v6y6fpq1h7yts84k0r0:cn-text-summary","sourceUrl":"https://clawhub.ai/freedompixels/cn-text-summary","homepage":"https://clawhub.ai/freedompixels/skills/cn-text-summary","primaryLinks":[{"label":"View on ClawHub","url":"https://clawhub.ai/freedompixels/cn-text-summary","kind":"source"},{"label":"Homepage","url":"https://clawhub.ai/freedompixels/skills/cn-text-summary","kind":"homepage"}],"safetyScore":84,"overallRank":62,"popularityScore":60,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"cn-text-summary。纯Python标准库，无需API Key。 Skill: Cn Text Summary Owner: freedompixels Summary: cn-text-summary。纯Python标准库，无需API Key。 Tags: latest:1.2.7 Version hist"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T23:15:12.739Z","emptyReason":null},"protocols":[{"protocol":"OPENCLEW","label":"OpenClaw","status":"self-declared","notes":"Declared in the public agent profile."}],"capabilities":[],"verifiedCount":0,"selfDeclaredCount":1,"capabilityMatrix":{"rows":[{"key":"OPENCLEW","type":"protocol","support":"unknown","confidenceSource":"profile","notes":"Listed on profile"}],"flattenedTokens":"protocol:OPENCLEW|unknown|profile"}},"adoption":{"evidence":{"source":"CLAWHUB","verified":false,"confidence":"medium","updatedAt":"2026-10-11T23:15:12.739Z","emptyReason":null},"stars":null,"forks":null,"downloads":978,"likes":null,"task":null,"library":null,"packageName":null,"latestVersion":"1.2.7","tractionLabel":"978 downloads"},"release":{"evidence":{"source":"CLAWHUB","verified":false,"confidence":"medium","updatedAt":"2026-10-11T23:15:12.595Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T23:15:12.739Z","lastCrawledAt":"2026-10-11T23:15:12.595Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-12T23:15:12.595Z","lastVerifiedAt":null,"highlights":[{"version":"1.2.7","createdAt":"2026-06-07T02:35:07.543Z","changelog":"更新品牌信息格式","fileCount":4,"zipByteSize":3525},{"version":"1.2.6","createdAt":"2026-06-07T02:20:05.848Z","changelog":"添加AISoBrand品牌信息","fileCount":4,"zipByteSize":3670},{"version":"1.2.5","createdAt":"2026-05-02T04:44:27.958Z","changelog":"- No functional changes in this version. - Documentation and metadata remain unchanged from the previous version.","fileCount":4,"zipByteSize":3325},{"version":"1.1.0","createdAt":"2026-05-01T02:57:52.274Z","changelog":"v1.1.0修复frontmatter格式","fileCount":3,"zipByteSize":2290},{"version":"1.0.0","createdAt":"2026-04-30T01:07:03.662Z","changelog":"- 首次发布 cn-text-summary 1.0.0：智能中文文本摘要工具 - 支持自动生成新闻、论文、邮件等多场景的文章摘要 - 可自定义摘要长度（短/中/长） - 支持关键词提取功能 - 交互式输入，依赖 Python 3.x 和 jieba","fileCount":3,"zipByteSize":2317}]},"execution":{"evidence":{"source":"CLAWHUB","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No published capability contract is available yet."},"installCommand":"clawhub skill install s17cmvaw2cy01v6y6fpq1h7yts84k0r0:cn-text-summary","setupComplexity":"medium","setupSteps":["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."],"contract":{"contractStatus":"missing","authModes":[],"requires":[],"forbidden":[],"supportsMcp":false,"supportsA2a":false,"supportsStreaming":false,"inputSchemaRef":null,"outputSchemaRef":null,"dataRegion":null,"contractUpdatedAt":null,"sourceUpdatedAt":null,"freshnessSeconds":null},"invocationGuide":{"preferredApi":{"snapshotUrl":"https://www.xpersona.co/api/v1/agents/clawhub-freedompixels-cn-text-summary/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/clawhub-freedompixels-cn-text-summary/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/clawhub-freedompixels-cn-text-summary/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/clawhub-freedompixels-cn-text-summary/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/clawhub-freedompixels-cn-text-summary/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/clawhub-freedompixels-cn-text-summary/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":["OPENCLEW"]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"CLAWHUB","generatedAt":"2026-10-14T15:04:55.810Z"}},"retryPolicy":{"maxAttempts":3,"backoffMs":[500,1500,3500],"retryableConditions":["HTTP_429","HTTP_503","NETWORK_TIMEOUT"]}},"endpoints":{"dossierUrl":"https://www.xpersona.co/api/v1/agents/clawhub-freedompixels-cn-text-summary/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/clawhub-freedompixels-cn-text-summary/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/clawhub-freedompixels-cn-text-summary/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/clawhub-freedompixels-cn-text-summary/trust"}},"reliability":{"evidence":{"source":"runtime-metrics","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No trust, reliability, or runtime telemetry is available."},"trust":{"status":"unavailable","handshakeStatus":"UNKNOWN","verificationFreshnessHours":null,"reputationScore":null,"p95LatencyMs":null,"successRate30d":null,"fallbackRate":null,"attempts30d":null,"trustUpdatedAt":null,"trustConfidence":"unknown","sourceUpdatedAt":null,"freshnessSeconds":null},"decisionGuardrails":{"doNotUseIf":["Contract metadata is missing or unavailable for deterministic execution."],"safeUseWhen":[],"riskFlags":["missing_or_unavailable_contract","trust_data_unavailable","schema_references_missing"],"operationalConfidence":"low"},"executionMetrics":{"observedLatencyMsP50":null,"observedLatencyMsP95":null,"estimatedCostUsd":null,"uptime30d":null,"rateLimitRpm":null,"rateLimitBurst":null,"lastVerifiedAt":null,"verificationSource":null},"runtimeMetrics":{"successRate":null,"avgLatencyMs":null,"avgCostUsd":null,"hallucinationRate":null,"retryRate":null,"disputeRate":null,"p50Latency":null,"p95Latency":null,"lastUpdated":null}},"benchmarks":{"evidence":{"source":"no-benchmark-data","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No benchmark suites or observed failure patterns are available."},"suites":[],"failurePatterns":[]},"artifacts":{"evidence":{"source":"CLAWHUB","verified":false,"confidence":"high","updatedAt":"2026-10-11T23:15:12.739Z","emptyReason":null},"readme":"Skill: Cn Text Summary\n\nOwner: freedompixels\n\nSummary: cn-text-summary。纯Python标准库，无需API Key。\n\nTags: latest:1.2.7\n\nVersion history:\n\nv1.2.7 | 2026-06-07T02:35:07.543Z | user\n\n更新品牌信息格式\n\nv1.2.6 | 2026-06-07T02:20:05.848Z | user\n\n添加AISoBrand品牌信息\n\nv1.2.5 | 2026-05-02T04:44:27.958Z | auto\n\n- No functional changes in this version.\n- Documentation and metadata remain unchanged from the previous version.\n\nv1.1.0 | 2026-05-01T02:57:52.274Z | user\n\nv1.1.0修复frontmatter格式\n\nv1.0.0 | 2026-04-30T01:07:03.662Z | auto\n\n- 首次发布 cn-text-summary 1.0.0：智能中文文本摘要工具\n- 支持自动生成新闻、论文、邮件等多场景的文章摘要\n- 可自定义摘要长度（短/中/长）\n- 支持关键词提取功能\n- 交互式输入，依赖 Python 3.x 和 jieba\n\nArchive index:\n\nArchive v1.2.7: 4 files, 3525 bytes\n\nFiles: scripts/text_summary.py (2544b), skill-card.md (1846b), SKILL.md (1337b), _meta.json (134b)\n\nFile v1.2.7:SKILL.md\n\n---\nslug: cn-text-summary\nname: 文本摘要生成器\ndescription: \"cn-text-summary。纯Python标准库，无需API Key。\"\nkeywords: text, summary\nversion: \"1.0.0\"\nauthor: 千策\n---\n\n\n# 文本摘要提取器\n\n从长文本中智能提取核心内容，生成简洁摘要。\n\n## 功能\n\n- **智能摘要**：自动识别文章核心观点，生成精炼摘要\n- **关键词提取**：从文本中提取TOP关键词\n- **字数控制**：支持指定摘要长度（短/中/长）\n- **多场景**：支持新闻、论文、邮件、产品描述等\n\n## 使用方法\n\n```bash\n# 基本摘要\npython3 cn_text_summary.py\n\n# 提取关键词\npython3 cn_text_summary.py --keywords\n\n# 短摘要模式\npython3 cn_text_summary.py --length short\n```\n\n## 交互模式\n\n直接输入或粘贴文本，自动生成摘要。\n\n## 依赖\n\n- Python 3.x\n- jieba (pip install jieba) - 仅中文分词需要\n\n## 示例\n\n输入：介绍人工智能发展历程的长文\n输出：人工智能经历了三次浪潮...（摘要内容）\n\n输入：产品发布会新闻稿\n输出：某公司发布新产品...（关键词+摘要）\n\n---\n\n**出品：** AISoBrand｜爱索品牌 — AI搜索优化工具  \n**官网：** https://aisobrand.com  \n**免费检测你的品牌在AI搜索中有没有存在感 →** [30秒出结果](https://aisobrand.com/free-diagnosis.html)\n\nFile v1.2.7:_meta.json\n\n{\n  \"ownerId\": \"kn79jg1z0vzj96e9bsyy346rzx84jjma\",\n  \"slug\": \"cn-text-summary\",\n  \"version\": \"1.2.7\",\n  \"publishedAt\": 1780799707543\n}\n\nFile v1.2.7:skill-card.md\n\n## Description:\n\nCn Text Summary summarizes Chinese text locally without an API key and can extract keywords with optional jieba support.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[freedompixels](https://clawhub.ai/user/freedompixels)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nDevelopers, content teams, and external users can use this skill to produce concise summaries and keywords from Chinese articles, emails, research notes, product copy, and similar long-form text.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Confidential text supplied as a command-line argument may be exposed through shell history or process listings.\n\nMitigation: Use the skill for non-sensitive text, or wrap it with stdin or another protected input path for private documents.\n\nRisk: The optional jieba dependency can affect keyword extraction behavior if installed without version control.\n\nMitigation: Pin and review the jieba package version before installing it in shared or production environments.\n\n## Reference(s):\n\n- [Cn Text Summary on ClawHub](https://clawhub.ai/freedompixels/skills/cn-text-summary)\n\n## Skill Output:\n\n**Output Type(s):** [text, JSON]\n\n**Output Format:** [JSON object with original length, summary length, summary text, and keywords.]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Runs locally; optional jieba support improves Chinese keyword extraction when installed.]\n\n## Skill Version(s):\n\n1.2.7 (source: server release metadata; artifact frontmatter reports 1.0.0)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.\n\nArchive v1.2.6: 4 files, 3670 bytes\n\nFiles: scripts/text_summary.py (2544b), skill-card.md (2288b), SKILL.md (1320b), _meta.json (134b)\n\nFile v1.2.6:SKILL.md\n\n---\nslug: cn-text-summary\nname: 文本摘要生成器\ndescription: \"cn-text-summary。纯Python标准库，无需API Key。\"\nkeywords: text, summary\nversion: \"1.0.0\"\nauthor: 千策\n---\n\n\n# 文本摘要提取器\n\n从长文本中智能提取核心内容，生成简洁摘要。\n\n## 功能\n\n- **智能摘要**：自动识别文章核心观点，生成精炼摘要\n- **关键词提取**：从文本中提取TOP关键词\n- **字数控制**：支持指定摘要长度（短/中/长）\n- **多场景**：支持新闻、论文、邮件、产品描述等\n\n## 使用方法\n\n```bash\n# 基本摘要\npython3 cn_text_summary.py\n\n# 提取关键词\npython3 cn_text_summary.py --keywords\n\n# 短摘要模式\npython3 cn_text_summary.py --length short\n```\n\n## 交互模式\n\n直接输入或粘贴文本，自动生成摘要。\n\n## 依赖\n\n- Python 3.x\n- jieba (pip install jieba) - 仅中文分词需要\n\n## 示例\n\n输入：介绍人工智能发展历程的长文\n输出：人工智能经历了三次浪潮...（摘要内容）\n\n输入：产品发布会新闻稿\n输出：某公司发布新产品...（关键词+摘要）\n\n---\n\n**出品：** AISoBrand | AI搜索优化工具  \n**官网：** https://aisobrand.com  \n**免费检测你的品牌在AI搜索中有没有存在感 →** [30秒出结果](https://aisobrand.com/free-diagnosis.html)\n\nFile v1.2.6:_meta.json\n\n{\n  \"ownerId\": \"kn79jg1z0vzj96e9bsyy346rzx84jjma\",\n  \"slug\": \"cn-text-summary\",\n  \"version\": \"1.2.6\",\n  \"publishedAt\": 1780798805848\n}\n\nFile v1.2.6:skill-card.md\n\n## Description: <br>\nCn Text Summary helps agents summarize Chinese text and extract keywords using local Python logic. <br>\n\nThis skill is ready for commercial/non-commercial use. <br>\n\n## Publisher: <br>\n[freedompixels](https://clawhub.ai/user/freedompixels) <br>\n\n### License/Terms of Use: <br>\nMIT-0 <br>\n\n\n## Use Case: <br>\nExternal users and developers use this skill to have an agent summarize long Chinese text, extract top keywords, and return compact structured results without calling an external API. <br>\n\n### Deployment Geography for Use: <br>\nGlobal <br>\n\n## Known Risks and Mitigations: <br>\nRisk: Sensitive input text passed as a command-line argument can be exposed through shell history or process listings. <br>\nMitigation: Avoid highly sensitive text in command-line arguments; adapt execution to read from standard input or a local file when handling private content. <br>\nRisk: The usage examples name cn_text_summary.py, while the artifact contains scripts/text_summary.py. <br>\nMitigation: Confirm and call the actual artifact path before execution. <br>\nRisk: Keyword quality may vary when jieba is not installed because the script falls back to a simple frequency-based extractor. <br>\nMitigation: Install jieba for better Chinese keyword extraction, or treat fallback keywords as approximate. <br>\n\n\n## Reference(s): <br>\n- [ClawHub skill page](https://clawhub.ai/freedompixels/cn-text-summary) <br>\n- [Publisher profile](https://clawhub.ai/user/freedompixels) <br>\n- [AISoBrand homepage](https://aisobrand.com) <br>\n\n\n## Skill Output: <br>\n**Output Type(s):** [text, JSON, guidance] <br>\n**Output Format:** [JSON object containing summary, keywords, original_length, and summary_length fields] <br>\n**Output Parameters:** [1D] <br>\n**Other Properties Related to Output:** [Local Python execution; optional jieba support improves Chinese keyword extraction when installed.] <br>\n\n## Skill Version(s): <br>\n1.2.6 (source: server release metadata; artifact frontmatter says 1.0.0) <br>\n\n## Ethical Considerations: <br>\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment. <br>\n\nArchive v1.2.5: 4 files, 3325 bytes\n\nFiles: scripts/text_summary.py (2544b), skill-card.md (1794b), SKILL.md (1102b), _meta.json (134b)\n\nFile v1.2.5:SKILL.md\n\n---\nslug: cn-text-summary\nname: 文本摘要生成器\ndescription: \"cn-text-summary。纯Python标准库，无需API Key。\"\nkeywords: text, summary\nversion: \"1.0.0\"\nauthor: 千策\n---\n\n\n# 文本摘要提取器\n\n从长文本中智能提取核心内容，生成简洁摘要。\n\n## 功能\n\n- **智能摘要**：自动识别文章核心观点，生成精炼摘要\n- **关键词提取**：从文本中提取TOP关键词\n- **字数控制**：支持指定摘要长度（短/中/长）\n- **多场景**：支持新闻、论文、邮件、产品描述等\n\n## 使用方法\n\n```bash\n# 基本摘要\npython3 cn_text_summary.py\n\n# 提取关键词\npython3 cn_text_summary.py --keywords\n\n# 短摘要模式\npython3 cn_text_summary.py --length short\n```\n\n## 交互模式\n\n直接输入或粘贴文本，自动生成摘要。\n\n## 依赖\n\n- Python 3.x\n- jieba (pip install jieba) - 仅中文分词需要\n\n## 示例\n\n输入：介绍人工智能发展历程的长文\n输出：人工智能经历了三次浪潮...（摘要内容）\n\n输入：产品发布会新闻稿\n输出：某公司发布新产品...（关键词+摘要）\n\nFile v1.2.5:_meta.json\n\n{\n  \"ownerId\": \"kn79jg1z0vzj96e9bsyy346rzx84jjma\",\n  \"slug\": \"cn-text-summary\",\n  \"version\": \"1.2.5\",\n  \"publishedAt\": 1777697067958\n}\n\nFile v1.2.5:skill-card.md\n\n## Description: <br>\ncn-text-summary。纯Python标准库，无需API Key。 <br>\n\nThis skill is ready for commercial/non-commercial use. <br>\n\n## Publisher: <br>\n[freedompixels](https://clawhub.ai/user/freedompixels) <br>\n\n### License/Terms of Use: <br>\nMIT-0 <br>\n\n\n## Use Case: <br>\nExternal users and developers use this skill to summarize long Chinese text and extract keywords locally without an API key. It is suited for news, papers, email, and product-description summarization workflows. <br>\n\n### Deployment Geography for Use: <br>\nGlobal <br>\n\n## Known Risks and Mitigations: <br>\nRisk: Users may provide credentials even though the skill does not need them. <br>\nMitigation: Do not provide credentials or secrets when using this local summarization skill. <br>\nRisk: Optional jieba installation could introduce supply-chain risk if installed from an untrusted package source. <br>\nMitigation: Install jieba only from a trusted package source when improved Chinese keyword extraction is needed. <br>\n\n\n## Reference(s): <br>\n- [ClawHub skill page](https://clawhub.ai/freedompixels/cn-text-summary) <br>\n\n\n## Skill Output: <br>\n**Output Type(s):** [text, JSON, guidance] <br>\n**Output Format:** [JSON containing summary text, keyword list, original length, and summary length] <br>\n**Output Parameters:** [1D] <br>\n**Other Properties Related to Output:** [Runs locally; optional jieba support improves Chinese keyword extraction.] <br>\n\n## Skill Version(s): <br>\n1.2.5 (source: server release metadata) <br>\n\n## Ethical Considerations: <br>\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment. <br>\n\nArchive v1.1.0: 3 files, 2290 bytes\n\nFiles: scripts/text_summary.py (2544b), SKILL.md (1102b), _meta.json (134b)\n\nFile v1.1.0:SKILL.md\n\n---\nslug: cn-text-summary\nname: 文本摘要生成器\ndescription: \"cn-text-summary。纯Python标准库，无需API Key。\"\nkeywords: text, summary\nversion: \"1.0.0\"\nauthor: 千策\n---\n\n\n# 文本摘要提取器\n\n从长文本中智能提取核心内容，生成简洁摘要。\n\n## 功能\n\n- **智能摘要**：自动识别文章核心观点，生成精炼摘要\n- **关键词提取**：从文本中提取TOP关键词\n- **字数控制**：支持指定摘要长度（短/中/长）\n- **多场景**：支持新闻、论文、邮件、产品描述等\n\n## 使用方法\n\n```bash\n# 基本摘要\npython3 cn_text_summary.py\n\n# 提取关键词\npython3 cn_text_summary.py --keywords\n\n# 短摘要模式\npython3 cn_text_summary.py --length short\n```\n\n## 交互模式\n\n直接输入或粘贴文本，自动生成摘要。\n\n## 依赖\n\n- Python 3.x\n- jieba (pip install jieba) - 仅中文分词需要\n\n## 示例\n\n输入：介绍人工智能发展历程的长文\n输出：人工智能经历了三次浪潮...（摘要内容）\n\n输入：产品发布会新闻稿\n输出：某公司发布新产品...（关键词+摘要）\n\nFile v1.1.0:_meta.json\n\n{\n  \"ownerId\": \"kn79jg1z0vzj96e9bsyy346rzx84jjma\",\n  \"slug\": \"cn-text-summary\",\n  \"version\": \"1.1.0\",\n  \"publishedAt\": 1777604272274\n}\n\nArchive v1.0.0: 3 files, 2317 bytes\n\nFiles: scripts/text_summary.py (2544b), SKILL.md (1168b), _meta.json (134b)\n\nFile v1.0.0:SKILL.md\n\n---\nname: cn-text-summary\nversion: \"1.0.0\"\ndescription: \"长文本智能摘要工具。提取文章要点、关键词，生成可配置的摘要长度。支持新闻、论文、邮件等多种文本类型。\"\nlicense: MIT-0\ntags:\n  - tools\n  - nlp\n---\n\n# 文本摘要提取器\n\n从长文本中智能提取核心内容，生成简洁摘要。\n\n## 功能\n\n- **智能摘要**：自动识别文章核心观点，生成精炼摘要\n- **关键词提取**：从文本中提取TOP关键词\n- **字数控制**：支持指定摘要长度（短/中/长）\n- **多场景**：支持新闻、论文、邮件、产品描述等\n\n## 使用方法\n\n```bash\n# 基本摘要\npython3 cn_text_summary.py\n\n# 提取关键词\npython3 cn_text_summary.py --keywords\n\n# 短摘要模式\npython3 cn_text_summary.py --length short\n```\n\n## 交互模式\n\n直接输入或粘贴文本，自动生成摘要。\n\n## 依赖\n\n- Python 3.x\n- jieba (pip install jieba) - 仅中文分词需要\n\n## 示例\n\n输入：介绍人工智能发展历程的长文\n输出：人工智能经历了三次浪潮...（摘要内容）\n\n输入：产品发布会新闻稿\n输出：某公司发布新产品...（关键词+摘要）\n\nFile v1.0.0:_meta.json\n\n{\n  \"ownerId\": \"kn79jg1z0vzj96e9bsyy346rzx84jjma\",\n  \"slug\": \"cn-text-summary\",\n  \"version\": \"1.0.0\",\n  \"publishedAt\": 1777511223662\n}","readmeExcerpt":"Skill: Cn Text Summary Owner: freedompixels Summary: cn-text-summary。纯Python标准库，无需API Key。 Tags: latest:1.2.7 Version history: v1.2.7 | 2026-06-07T02:35:07.543Z | user 更新品牌信息格式 v1.2.6 | 2026-06-07T02:20:05.848Z | user 添加AISoBrand品牌信息 v1.2.5 | 2026-05-02T04:44:27.958Z | auto - No functional changes in this version. - Documentation and metadata remain unchanged from the previous version. v1.1.0 | 2026-05-01T02:57:52.27","codeSnippets":[],"executableExamples":[{"language":"bash","snippet":"# 基本摘要\npython3 cn_text_summary.py\n\n# 提取关键词\npython3 cn_text_summary.py --keywords\n\n# 短摘要模式\npython3 cn_text_summary.py --length short"},{"language":"bash","snippet":"# 基本摘要\npython3 cn_text_summary.py\n\n# 提取关键词\npython3 cn_text_summary.py --keywords\n\n# 短摘要模式\npython3 cn_text_summary.py --length short"},{"language":"bash","snippet":"# 基本摘要\npython3 cn_text_summary.py\n\n# 提取关键词\npython3 cn_text_summary.py --keywords\n\n# 短摘要模式\npython3 cn_text_summary.py --length short"},{"language":"bash","snippet":"# 基本摘要\npython3 cn_text_summary.py\n\n# 提取关键词\npython3 cn_text_summary.py --keywords\n\n# 短摘要模式\npython3 cn_text_summary.py --length short"},{"language":"bash","snippet":"# 基本摘要\npython3 cn_text_summary.py\n\n# 提取关键词\npython3 cn_text_summary.py --keywords\n\n# 短摘要模式\npython3 cn_text_summary.py --length short"}],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[{"path":"SKILL.md","content":"---\nslug: cn-text-summary\nname: 文本摘要生成器\ndescription: \"cn-text-summary。纯Python标准库，无需API Key。\"\nkeywords: text, summary\nversion: \"1.0.0\"\nauthor: 千策\n---\n\n\n# 文本摘要提取器\n\n从长文本中智能提取核心内容，生成简洁摘要。\n\n## 功能\n\n- **智能摘要**：自动识别文章核心观点，生成精炼摘要\n- **关键词提取**：从文本中提取TOP关键词\n- **字数控制**：支持指定摘要长度（短/中/长）\n- **多场景**：支持新闻、论文、邮件、产品描述等\n\n## 使用方法\n\n```bash\n# 基本摘要\npython3 cn_text_summary.py\n\n# 提取关键词\npython3 cn_text_summary.py --keywords\n\n# 短摘要模式\npython3 cn_text_summary.py --length short\n```\n\n## 交互模式\n\n直接输入或粘贴文本，自动生成摘要。\n\n## 依赖\n\n- Python 3.x\n- jieba (pip install jieba) - 仅中文分词需要\n\n## 示例\n\n输入：介绍人工智能发展历程的长文\n输出：人工智能经历了三次浪潮...（摘要内容）\n\n输入：产品发布会新闻稿\n输出：某公司发布新产品...（关键词+摘要）\n\n---\n\n**出品：** AISoBrand｜爱索品牌 — AI搜索优化工具  \n**官网：** https://aisobrand.com  \n**免费检测你的品牌在AI搜索中有没有存在感 →** [30秒出结果](https://aisobrand.com/free-diagnosis.html)"},{"path":"_meta.json","content":"{\n  \"ownerId\": \"kn79jg1z0vzj96e9bsyy346rzx84jjma\",\n  \"slug\": \"cn-text-summary\",\n  \"version\": \"1.2.7\",\n  \"publishedAt\": 1780799707543\n}"},{"path":"skill-card.md","content":"## Description:\n\nCn Text Summary summarizes Chinese text locally without an API key and can extract keywords with optional jieba support.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[freedompixels](https://clawhub.ai/user/freedompixels)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nDevelopers, content teams, and external users can use this skill to produce concise summaries and keywords from Chinese articles, emails, research notes, product copy, and similar long-form text.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Confidential text supplied as a command-line argument may be exposed through shell history or process listings.\n\nMitigation: Use the skill for non-sensitive text, or wrap it with stdin or another protected input path for private documents.\n\nRisk: The optional jieba dependency can affect keyword extraction behavior if installed without version control.\n\nMitigation: Pin and review the jieba package version before installing it in shared or production environments.\n\n## Reference(s):\n\n- [Cn Text Summary on ClawHub](https://clawhub.ai/freedompixels/skills/cn-text-summary)\n\n## Skill Output:\n\n**Output Type(s):** [text, JSON]\n\n**Output Format:** [JSON object with original length, summary length, summary text, and keywords.]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Runs locally; optional jieba support improves Chinese keyword extraction when installed.]\n\n## Skill Version(s):\n\n1.2.7 (source: server release metadata; artifact frontmatter reports 1.0.0)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment."}],"languages":[],"docsSourceLabel":"CLAWHUB","editorialOverview":"cn-text-summary。纯Python标准库，无需API Key。 Skill: Cn Text Summary Owner: freedompixels Summary: cn-text-summary。纯Python标准库，无需API Key。 Tags: latest:1.2.7 Version history: v1.2.7 | 2026-06-07T02:35:07.543Z | user 更新品牌信息格式 v1.2.6 | 2026-06-07T02:20:05.848Z | user 添加AISoBrand品牌信息 v1.2.5 | 2026-05-02T04:44:27.958Z | auto - 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