{"id":"2528feff-e501-4532-bd8c-302600a5ea27","entityType":"agent","slug":"clawhub-athola-nm-conserve-smart-sourcing","name":"smart-sourcing","canonicalUrl":"https://www.xpersona.co/agent/clawhub-athola-nm-conserve-smart-sourcing","canonicalPath":"/agent/clawhub-athola-nm-conserve-smart-sourcing","generatedAt":"2026-10-10T05:22:35.772Z","source":"CLAWHUB","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-10T03:42:46.473Z","emptyReason":null},"description":"Selects optimal sources for tool calls, balancing accuracy with token cost. Use before research tasks or when deciding whether a claim needs verification Skill: smart-sourcing Owner: athola Summary: Selects optimal sources for tool calls, balancing accuracy with token cost. 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Use before research tasks or when deciding whether a claim needs verification\n\nTags: latest:1.9.19\n\nVersion history:\n\nv1.9.19 | 2026-08-26T13:10:39.111Z | user\n\nRelease v1.9.19\n\nv1.9.17 | 2026-07-30T05:32:47.900Z | user\n\nRelease v1.9.17\n\nv1.9.16 | 2026-07-14T19:49:35.053Z | user\n\nRelease v1.9.16\n\nv1.9.15 | 2026-07-04T21:22:56.119Z | user\n\nRelease v1.9.15\n\nv1.9.14 | 2026-06-30T17:53:39.676Z | user\n\nRelease v1.9.14\n\nv1.9.13 | 2026-06-27T16:17:51.385Z | user\n\nRelease v1.9.13\n\nv1.9.12 | 2026-06-19T03:11:46.743Z | user\n\nRelease v1.9.12\n\nv1.0.3 | 2026-06-07T21:25:09.339Z | user\n\nRelease v1.9.11\n\nv1.0.2 | 2026-05-09T02:16:48.264Z | user\n\nRelease v1.9.5\n\nv1.0.1 | 2026-05-06T14:17:16.676Z | user\n\nRelease v1.9.4\n\nv1.0.0 | 2026-04-12T06:01:30.251Z | auto\n\n- Initial release of smart-sourcing skill for intelligent selection of sources.\n- Prioritizes citations for high-value factual claims; avoids sources for general concepts and common knowledge.\n- Includes a decision framework to determine when sourcing is required, when uncertainty markers are sufficient, and when no source is needed.\n- Provides inline citation, uncertainty marker, and confidence level guidelines for responses.\n- Integrates with related plugins for response compression, token conservation, and research workflows.\n\nArchive index:\n\nArchive v1.9.19: 3 files, 3841 bytes\n\nFiles: skill-card.md (1778b), SKILL.md (5230b), _meta.json (146b)\n\nFile v1.9.19:SKILL.md\n\n---\nname: smart-sourcing\ndescription: |\n  Selects optimal sources for tool calls, balancing accuracy with token cost. Use before research tasks or when deciding whether a claim needs verification\nversion: 1.9.8\ntriggers:\n  - sourcing\n  - citations\n  - accuracy\n  - efficiency\nmetadata: {\"openclaw\": {\"homepage\": \"https://github.com/athola/claude-night-market/tree/master/plugins/conserve\", \"emoji\": \"\\ud83e\\udd9e\"}}\nsource: claude-night-market\nsource_plugin: conserve\n---\n\n> **Night Market Skill** — ported from [claude-night-market/conserve](https://github.com/athola/claude-night-market/tree/master/plugins/conserve). For the full experience with agents, hooks, and commands, install the Claude Code plugin.\n\n\n# Smart Sourcing\n\nIntelligent sourcing that requires citations only when the cost is justified by the value of verification.\n\n## Philosophy\n\n**Full sourcing is prohibitively expensive** (10-16x token increase). Smart sourcing targets high-value claims where verification materially improves accuracy.\n\n## When to Source\n\n### REQUIRE Sources\n\n| Claim Type | Example | Why Source |\n|------------|---------|------------|\n| **Version numbers** | \"Python 3.12 added...\" | Versions change, easy to verify |\n| **Performance claims** | \"30% faster than...\" | Quantitative claims need evidence |\n| **Security recommendations** | \"Use bcrypt for...\" | Security advice must be current |\n| **API specifications** | \"The function accepts...\" | APIs change between versions |\n| **Release dates** | \"Released in Q4 2025\" | Factual, verifiable |\n| **Pricing/limits** | \"Free tier allows 1000 requests\" | Business terms change |\n| **Deprecated features** | \"X was removed in version Y\" | Breaking changes need verification |\n\n### DO NOT Require Sources\n\n| Claim Type | Example | Why No Source |\n|------------|---------|---------------|\n| **General concepts** | \"Async improves concurrency\" | Foundational knowledge |\n| **Code examples** | Demonstrative snippets | Illustrative, not factual claims |\n| **Opinion/preference** | \"Consider using...\" | Clearly framed as suggestion |\n| **Common knowledge** | \"Git tracks changes\" | Universal understanding |\n| **Logical derivations** | \"Therefore, X implies Y\" | Reasoning, not factual claim |\n| **Syntax** | \"Use `def` for functions\" | Language documentation is stable |\n\n## Decision Framework\n\n```\nIs this a factual claim?\n├── No → No source needed\n└── Yes → Would being wrong cause harm?\n    ├── No (minor inconvenience) → No source needed\n    └── Yes → Is verification cost-effective?\n        ├── No (>5k tokens for low-value claim) → State uncertainty\n        └── Yes → Perform web search, cite source\n```\n\n## Implementation\n\n### Inline Citations\n\nWhen sourcing is warranted:\n\n```markdown\nPython 3.12 introduced `type` statement for type aliases[1].\n\nSources:\n1. [PEP 695](https://peps.python.org/pep-0695/)\n```\n\n### Uncertainty Markers\n\nWhen sourcing isn't cost-effective but uncertainty exists:\n\n```markdown\nPython 3.12 introduced the `type` statement (verify in release notes for your version).\n```\n\n### Confidence Levels\n\n| Confidence | Action |\n|------------|--------|\n| High (stable facts) | State directly |\n| Medium (may have changed) | Add verification note |\n| Low (uncertain) | Source or acknowledge uncertainty |\n\n## Token Cost Analysis\n\n| Approach | Token Cost | Use Case |\n|----------|------------|----------|\n| No sourcing | Baseline | General knowledge |\n| Uncertainty marker | +5-10 tokens | Medium confidence |\n| Single source | +2-5k tokens | High-value claim |\n| Multiple sources | +10-20k tokens | Research tasks |\n\n## Examples\n\n### Good: Source Version-Specific Claim\n\n```markdown\nUser: What's new in FastAPI 0.109?\n\nResponse: FastAPI 0.109 added Pydantic v2 support as default[1] and\nimproved OpenAPI schema generation[2].\n\nSources:\n1. [FastAPI Release Notes](https://fastapi.tiangolo.com/release-notes/)\n2. [GitHub Release 0.109.0](https://github.com/tiangolo/fastapi/releases/tag/0.109.0)\n```\n\n### Good: No Source for General Concept\n\n```markdown\nUser: How does async/await work?\n\nResponse: Async/await enables non-blocking I/O by allowing coroutines\nto yield control while waiting for operations. The event loop manages\nexecution, resuming coroutines when their awaited operations complete.\n```\n\n### Good: Uncertainty Marker\n\n```markdown\nThe connection pool default is typically 10 connections (verify in your\ndatabase driver documentation as this varies by library and version).\n```\n\n## Integration\n\nWorks with:\n- `conserve:response-compression` - Keeps sourced responses concise\n- `conserve:token-conservation` - Weighs source cost vs value\n- `memory-palace:research` - Full sourcing for knowledge corpus\n\n## When To Use Full Sourcing\n\n## When NOT To Use\n\n- Internal project code that doesn't need citations\n- Casual conversation without factual claims\n\nEscalate to full sourcing (accept high token cost) for:\n- Knowledge corpus entries (permanent documentation)\n- Security advisories (safety-critical)\n- Compliance/legal claims (audit requirements)\n- Research tasks (user expects thorough investigation)\n\nFor these cases, use `memory-palace:research` workflow which is designed for comprehensive sourcing.\n\nFile v1.9.19:_meta.json\n\n{\n  \"ownerId\": \"kn7d107jg9jv602h9ytsegydq184a42s\",\n  \"slug\": \"nm-conserve-smart-sourcing\",\n  \"version\": \"1.9.19\",\n  \"publishedAt\": 1787749839111\n}\n\nFile v1.9.19:skill-card.md\n\n## Description:\n\nSelects optimal sources for tool calls, balancing accuracy with token cost before research tasks or claim verification.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[athola](https://clawhub.ai/user/athola)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nAgents and developers use this skill to decide when citations or source checks are worth the token cost, especially for version-specific, security, pricing, API, and research claims.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Broad sourcing guidance may activate during general accuracy or efficiency discussions and influence when an agent verifies claims.\n\nMitigation: Use the evidence security guidance: review behavior during installation and review any separate external plugin before installing it.\n\n## Reference(s):\n\n- [ClawHub skill page](https://clawhub.ai/athola/skills/nm-conserve-smart-sourcing)\n- [Claude Night Market conserve plugin](https://github.com/athola/claude-night-market/tree/master/plugins/conserve)\n\n## Skill Output:\n\n**Output Type(s):** [Guidance, Markdown, Shell commands]\n\n**Output Format:** [Markdown guidance with examples and inline code blocks]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Balances source verification value against token cost and may recommend uncertainty markers when sourcing is not cost-effective.]\n\n## Skill Version(s):\n\n1.9.19 (source: release evidence; artifact frontmatter declares 1.9.8)\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 v1.9.17: 3 files, 3844 bytes\n\nFiles: skill-card.md (1865b), SKILL.md (5230b), _meta.json (146b)\n\nFile v1.9.17:SKILL.md\n\n---\nname: smart-sourcing\ndescription: |\n  Selects optimal sources for tool calls, balancing accuracy with token cost. Use before research tasks or when deciding whether a claim needs verification\nversion: 1.9.8\ntriggers:\n  - sourcing\n  - citations\n  - accuracy\n  - efficiency\nmetadata: {\"openclaw\": {\"homepage\": \"https://github.com/athola/claude-night-market/tree/master/plugins/conserve\", \"emoji\": \"\\ud83e\\udd9e\"}}\nsource: claude-night-market\nsource_plugin: conserve\n---\n\n> **Night Market Skill** — ported from [claude-night-market/conserve](https://github.com/athola/claude-night-market/tree/master/plugins/conserve). For the full experience with agents, hooks, and commands, install the Claude Code plugin.\n\n\n# Smart Sourcing\n\nIntelligent sourcing that requires citations only when the cost is justified by the value of verification.\n\n## Philosophy\n\n**Full sourcing is prohibitively expensive** (10-16x token increase). Smart sourcing targets high-value claims where verification materially improves accuracy.\n\n## When to Source\n\n### REQUIRE Sources\n\n| Claim Type | Example | Why Source |\n|------------|---------|------------|\n| **Version numbers** | \"Python 3.12 added...\" | Versions change, easy to verify |\n| **Performance claims** | \"30% faster than...\" | Quantitative claims need evidence |\n| **Security recommendations** | \"Use bcrypt for...\" | Security advice must be current |\n| **API specifications** | \"The function accepts...\" | APIs change between versions |\n| **Release dates** | \"Released in Q4 2025\" | Factual, verifiable |\n| **Pricing/limits** | \"Free tier allows 1000 requests\" | Business terms change |\n| **Deprecated features** | \"X was removed in version Y\" | Breaking changes need verification |\n\n### DO NOT Require Sources\n\n| Claim Type | Example | Why No Source |\n|------------|---------|---------------|\n| **General concepts** | \"Async improves concurrency\" | Foundational knowledge |\n| **Code examples** | Demonstrative snippets | Illustrative, not factual claims |\n| **Opinion/preference** | \"Consider using...\" | Clearly framed as suggestion |\n| **Common knowledge** | \"Git tracks changes\" | Universal understanding |\n| **Logical derivations** | \"Therefore, X implies Y\" | Reasoning, not factual claim |\n| **Syntax** | \"Use `def` for functions\" | Language documentation is stable |\n\n## Decision Framework\n\n```\nIs this a factual claim?\n├── No → No source needed\n└── Yes → Would being wrong cause harm?\n    ├── No (minor inconvenience) → No source needed\n    └── Yes → Is verification cost-effective?\n        ├── No (>5k tokens for low-value claim) → State uncertainty\n        └── Yes → Perform web search, cite source\n```\n\n## Implementation\n\n### Inline Citations\n\nWhen sourcing is warranted:\n\n```markdown\nPython 3.12 introduced `type` statement for type aliases[1].\n\nSources:\n1. [PEP 695](https://peps.python.org/pep-0695/)\n```\n\n### Uncertainty Markers\n\nWhen sourcing isn't cost-effective but uncertainty exists:\n\n```markdown\nPython 3.12 introduced the `type` statement (verify in release notes for your version).\n```\n\n### Confidence Levels\n\n| Confidence | Action |\n|------------|--------|\n| High (stable facts) | State directly |\n| Medium (may have changed) | Add verification note |\n| Low (uncertain) | Source or acknowledge uncertainty |\n\n## Token Cost Analysis\n\n| Approach | Token Cost | Use Case |\n|----------|------------|----------|\n| No sourcing | Baseline | General knowledge |\n| Uncertainty marker | +5-10 tokens | Medium confidence |\n| Single source | +2-5k tokens | High-value claim |\n| Multiple sources | +10-20k tokens | Research tasks |\n\n## Examples\n\n### Good: Source Version-Specific Claim\n\n```markdown\nUser: What's new in FastAPI 0.109?\n\nResponse: FastAPI 0.109 added Pydantic v2 support as default[1] and\nimproved OpenAPI schema generation[2].\n\nSources:\n1. [FastAPI Release Notes](https://fastapi.tiangolo.com/release-notes/)\n2. [GitHub Release 0.109.0](https://github.com/tiangolo/fastapi/releases/tag/0.109.0)\n```\n\n### Good: No Source for General Concept\n\n```markdown\nUser: How does async/await work?\n\nResponse: Async/await enables non-blocking I/O by allowing coroutines\nto yield control while waiting for operations. The event loop manages\nexecution, resuming coroutines when their awaited operations complete.\n```\n\n### Good: Uncertainty Marker\n\n```markdown\nThe connection pool default is typically 10 connections (verify in your\ndatabase driver documentation as this varies by library and version).\n```\n\n## Integration\n\nWorks with:\n- `conserve:response-compression` - Keeps sourced responses concise\n- `conserve:token-conservation` - Weighs source cost vs value\n- `memory-palace:research` - Full sourcing for knowledge corpus\n\n## When To Use Full Sourcing\n\n## When NOT To Use\n\n- Internal project code that doesn't need citations\n- Casual conversation without factual claims\n\nEscalate to full sourcing (accept high token cost) for:\n- Knowledge corpus entries (permanent documentation)\n- Security advisories (safety-critical)\n- Compliance/legal claims (audit requirements)\n- Research tasks (user expects thorough investigation)\n\nFor these cases, use `memory-palace:research` workflow which is designed for comprehensive sourcing.\n\nFile v1.9.17:_meta.json\n\n{\n  \"ownerId\": \"kn7d107jg9jv602h9ytsegydq184a42s\",\n  \"slug\": \"nm-conserve-smart-sourcing\",\n  \"version\": \"1.9.17\",\n  \"publishedAt\": 1785389567900\n}\n\nFile v1.9.17:skill-card.md\n\n## Description: <br>\nSelects optimal sources for tool calls, balancing accuracy with token cost. <br>\n\nThis skill is ready for commercial/non-commercial use. <br>\n\n## Publisher: <br>\n[athola](https://clawhub.ai/user/athola) <br>\n\n### License/Terms of Use: <br>\nMIT-0 <br>\n\n\n## Use Case: <br>\nDevelopers and agents use this skill before research tasks or factual responses to decide when source verification is worth the cost, especially for version, security, API, pricing, release, and other time-sensitive claims. <br>\n\n### Deployment Geography for Use: <br>\nGlobal <br>\n\n## Known Risks and Mitigations: <br>\nRisk: The skill may recommend skipping citations for claims that later prove time-sensitive or consequential. <br>\nMitigation: Apply the skill's stricter sourcing categories for security, pricing, API, release, version, and other high-impact claims, and use cited verification when uncertainty could cause harm. <br>\n\n\n## Reference(s): <br>\n- [ClawHub skill page](https://clawhub.ai/athola/skills/nm-conserve-smart-sourcing) <br>\n- [OpenClaw homepage metadata](https://github.com/athola/claude-night-market/tree/master/plugins/conserve) <br>\n\n\n## Skill Output: <br>\n**Output Type(s):** [guidance, markdown, text] <br>\n**Output Format:** [Markdown guidance with decision rules and citation examples] <br>\n**Output Parameters:** [1D] <br>\n**Other Properties Related to Output:** [Helps agents choose between no sourcing, uncertainty markers, and cited web searches based on claim risk and verification cost.] <br>\n\n## Skill Version(s): <br>\n1.9.17 (source: release evidence) <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 v1.9.16: 3 files, 3891 bytes\n\nFiles: skill-card.md (2017b), SKILL.md (5230b), _meta.json (146b)\n\nFile v1.9.16:SKILL.md\n\n---\nname: smart-sourcing\ndescription: |\n  Selects optimal sources for tool calls, balancing accuracy with token cost. Use before research tasks or when deciding whether a claim needs verification\nversion: 1.9.8\ntriggers:\n  - sourcing\n  - citations\n  - accuracy\n  - efficiency\nmetadata: {\"openclaw\": {\"homepage\": \"https://github.com/athola/claude-night-market/tree/master/plugins/conserve\", \"emoji\": \"\\ud83e\\udd9e\"}}\nsource: claude-night-market\nsource_plugin: conserve\n---\n\n> **Night Market Skill** — ported from [claude-night-market/conserve](https://github.com/athola/claude-night-market/tree/master/plugins/conserve). For the full experience with agents, hooks, and commands, install the Claude Code plugin.\n\n\n# Smart Sourcing\n\nIntelligent sourcing that requires citations only when the cost is justified by the value of verification.\n\n## Philosophy\n\n**Full sourcing is prohibitively expensive** (10-16x token increase). Smart sourcing targets high-value claims where verification materially improves accuracy.\n\n## When to Source\n\n### REQUIRE Sources\n\n| Claim Type | Example | Why Source |\n|------------|---------|------------|\n| **Version numbers** | \"Python 3.12 added...\" | Versions change, easy to verify |\n| **Performance claims** | \"30% faster than...\" | Quantitative claims need evidence |\n| **Security recommendations** | \"Use bcrypt for...\" | Security advice must be current |\n| **API specifications** | \"The function accepts...\" | APIs change between versions |\n| **Release dates** | \"Released in Q4 2025\" | Factual, verifiable |\n| **Pricing/limits** | \"Free tier allows 1000 requests\" | Business terms change |\n| **Deprecated features** | \"X was removed in version Y\" | Breaking changes need verification |\n\n### DO NOT Require Sources\n\n| Claim Type | Example | Why No Source |\n|------------|---------|---------------|\n| **General concepts** | \"Async improves concurrency\" | Foundational knowledge |\n| **Code examples** | Demonstrative snippets | Illustrative, not factual claims |\n| **Opinion/preference** | \"Consider using...\" | Clearly framed as suggestion |\n| **Common knowledge** | \"Git tracks changes\" | Universal understanding |\n| **Logical derivations** | \"Therefore, X implies Y\" | Reasoning, not factual claim |\n| **Syntax** | \"Use `def` for functions\" | Language documentation is stable |\n\n## Decision Framework\n\n```\nIs this a factual claim?\n├── No → No source needed\n└── Yes → Would being wrong cause harm?\n    ├── No (minor inconvenience) → No source needed\n    └── Yes → Is verification cost-effective?\n        ├── No (>5k tokens for low-value claim) → State uncertainty\n        └── Yes → Perform web search, cite source\n```\n\n## Implementation\n\n### Inline Citations\n\nWhen sourcing is warranted:\n\n```markdown\nPython 3.12 introduced `type` statement for type aliases[1].\n\nSources:\n1. [PEP 695](https://peps.python.org/pep-0695/)\n```\n\n### Uncertainty Markers\n\nWhen sourcing isn't cost-effective but uncertainty exists:\n\n```markdown\nPython 3.12 introduced the `type` statement (verify in release notes for your version).\n```\n\n### Confidence Levels\n\n| Confidence | Action |\n|------------|--------|\n| High (stable facts) | State directly |\n| Medium (may have changed) | Add verification note |\n| Low (uncertain) | Source or acknowledge uncertainty |\n\n## Token Cost Analysis\n\n| Approach | Token Cost | Use Case |\n|----------|------------|----------|\n| No sourcing | Baseline | General knowledge |\n| Uncertainty marker | +5-10 tokens | Medium confidence |\n| Single source | +2-5k tokens | High-value claim |\n| Multiple sources | +10-20k tokens | Research tasks |\n\n## Examples\n\n### Good: Source Version-Specific Claim\n\n```markdown\nUser: What's new in FastAPI 0.109?\n\nResponse: FastAPI 0.109 added Pydantic v2 support as default[1] and\nimproved OpenAPI schema generation[2].\n\nSources:\n1. [FastAPI Release Notes](https://fastapi.tiangolo.com/release-notes/)\n2. [GitHub Release 0.109.0](https://github.com/tiangolo/fastapi/releases/tag/0.109.0)\n```\n\n### Good: No Source for General Concept\n\n```markdown\nUser: How does async/await work?\n\nResponse: Async/await enables non-blocking I/O by allowing coroutines\nto yield control while waiting for operations. The event loop manages\nexecution, resuming coroutines when their awaited operations complete.\n```\n\n### Good: Uncertainty Marker\n\n```markdown\nThe connection pool default is typically 10 connections (verify in your\ndatabase driver documentation as this varies by library and version).\n```\n\n## Integration\n\nWorks with:\n- `conserve:response-compression` - Keeps sourced responses concise\n- `conserve:token-conservation` - Weighs source cost vs value\n- `memory-palace:research` - Full sourcing for knowledge corpus\n\n## When To Use Full Sourcing\n\n## When NOT To Use\n\n- Internal project code that doesn't need citations\n- Casual conversation without factual claims\n\nEscalate to full sourcing (accept high token cost) for:\n- Knowledge corpus entries (permanent documentation)\n- Security advisories (safety-critical)\n- Compliance/legal claims (audit requirements)\n- Research tasks (user expects thorough investigation)\n\nFor these cases, use `memory-palace:research` workflow which is designed for comprehensive sourcing.\n\nFile v1.9.16:_meta.json\n\n{\n  \"ownerId\": \"kn7d107jg9jv602h9ytsegydq184a42s\",\n  \"slug\": \"nm-conserve-smart-sourcing\",\n  \"version\": \"1.9.16\",\n  \"publishedAt\": 1784058575053\n}\n\nFile v1.9.16:skill-card.md\n\n## Description: <br>\nSelects optimal sources for tool calls, balancing accuracy with token cost for research tasks and citation decisions. <br>\n\nThis skill is ready for commercial/non-commercial use. <br>\n\n## Publisher: <br>\n[athola](https://clawhub.ai/user/athola) <br>\n\n### License/Terms of Use: <br>\nMIT-0 <br>\n\n\n## Use Case: <br>\nDevelopers and agents use this skill to decide when citations or source checks are warranted and when a concise uncertainty note is sufficient. It supports research and factual-response workflows that need to balance verification value against token cost. <br>\n\n### Deployment Geography for Use: <br>\nGlobal <br>\n\n## Known Risks and Mitigations: <br>\nRisk: The guidance may under-source legal, security, compliance, or current factual claims if used as the only citation policy. <br>\nMitigation: Apply stricter sourcing and review requirements for high-stakes or time-sensitive claims. <br>\nRisk: Agents may make incorrect sourcing decisions when balancing verification value against token cost. <br>\nMitigation: Review outputs before deployment and require source checks when accuracy materially affects user decisions. <br>\n\n\n## Reference(s): <br>\n- [ClawHub skill page](https://clawhub.ai/athola/skills/nm-conserve-smart-sourcing) <br>\n- [Conserve plugin homepage](https://github.com/athola/claude-night-market/tree/master/plugins/conserve) <br>\n\n\n## Skill Output: <br>\n**Output Type(s):** [Guidance, Markdown, Text] <br>\n**Output Format:** [Markdown guidance with decision tables and examples] <br>\n**Output Parameters:** [1D] <br>\n**Other Properties Related to Output:** [Documentation-only guidance; no executable output.] <br>\n\n## Skill Version(s): <br>\n1.9.16 (source: server release evidence) <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 v1.9.15: 3 files, 3968 bytes\n\nFiles: skill-card.md (2118b), SKILL.md (5230b), _meta.json (146b)\n\nFile v1.9.15:SKILL.md\n\n---\nname: smart-sourcing\ndescription: |\n  Selects optimal sources for tool calls, balancing accuracy with token cost. Use before research tasks or when deciding whether a claim needs verification\nversion: 1.9.8\ntriggers:\n  - sourcing\n  - citations\n  - accuracy\n  - efficiency\nmetadata: {\"openclaw\": {\"homepage\": \"https://github.com/athola/claude-night-market/tree/master/plugins/conserve\", \"emoji\": \"\\ud83e\\udd9e\"}}\nsource: claude-night-market\nsource_plugin: conserve\n---\n\n> **Night Market Skill** — ported from [claude-night-market/conserve](https://github.com/athola/claude-night-market/tree/master/plugins/conserve). For the full experience with agents, hooks, and commands, install the Claude Code plugin.\n\n\n# Smart Sourcing\n\nIntelligent sourcing that requires citations only when the cost is justified by the value of verification.\n\n## Philosophy\n\n**Full sourcing is prohibitively expensive** (10-16x token increase). Smart sourcing targets high-value claims where verification materially improves accuracy.\n\n## When to Source\n\n### REQUIRE Sources\n\n| Claim Type | Example | Why Source |\n|------------|---------|------------|\n| **Version numbers** | \"Python 3.12 added...\" | Versions change, easy to verify |\n| **Performance claims** | \"30% faster than...\" | Quantitative claims need evidence |\n| **Security recommendations** | \"Use bcrypt for...\" | Security advice must be current |\n| **API specifications** | \"The function accepts...\" | APIs change between versions |\n| **Release dates** | \"Released in Q4 2025\" | Factual, verifiable |\n| **Pricing/limits** | \"Free tier allows 1000 requests\" | Business terms change |\n| **Deprecated features** | \"X was removed in version Y\" | Breaking changes need verification |\n\n### DO NOT Require Sources\n\n| Claim Type | Example | Why No Source |\n|------------|---------|---------------|\n| **General concepts** | \"Async improves concurrency\" | Foundational knowledge |\n| **Code examples** | Demonstrative snippets | Illustrative, not factual claims |\n| **Opinion/preference** | \"Consider using...\" | Clearly framed as suggestion |\n| **Common knowledge** | \"Git tracks changes\" | Universal understanding |\n| **Logical derivations** | \"Therefore, X implies Y\" | Reasoning, not factual claim |\n| **Syntax** | \"Use `def` for functions\" | Language documentation is stable |\n\n## Decision Framework\n\n```\nIs this a factual claim?\n├── No → No source needed\n└── Yes → Would being wrong cause harm?\n    ├── No (minor inconvenience) → No source needed\n    └── Yes → Is verification cost-effective?\n        ├── No (>5k tokens for low-value claim) → State uncertainty\n        └── Yes → Perform web search, cite source\n```\n\n## Implementation\n\n### Inline Citations\n\nWhen sourcing is warranted:\n\n```markdown\nPython 3.12 introduced `type` statement for type aliases[1].\n\nSources:\n1. [PEP 695](https://peps.python.org/pep-0695/)\n```\n\n### Uncertainty Markers\n\nWhen sourcing isn't cost-effective but uncertainty exists:\n\n```markdown\nPython 3.12 introduced the `type` statement (verify in release notes for your version).\n```\n\n### Confidence Levels\n\n| Confidence | Action |\n|------------|--------|\n| High (stable facts) | State directly |\n| Medium (may have changed) | Add verification note |\n| Low (uncertain) | Source or acknowledge uncertainty |\n\n## Token Cost Analysis\n\n| Approach | Token Cost | Use Case |\n|----------|------------|----------|\n| No sourcing | Baseline | General knowledge |\n| Uncertainty marker | +5-10 tokens | Medium confidence |\n| Single source | +2-5k tokens | High-value claim |\n| Multiple sources | +10-20k tokens | Research tasks |\n\n## Examples\n\n### Good: Source Version-Specific Claim\n\n```markdown\nUser: What's new in FastAPI 0.109?\n\nResponse: FastAPI 0.109 added Pydantic v2 support as default[1] and\nimproved OpenAPI schema generation[2].\n\nSources:\n1. [FastAPI Release Notes](https://fastapi.tiangolo.com/release-notes/)\n2. [GitHub Release 0.109.0](https://github.com/tiangolo/fastapi/releases/tag/0.109.0)\n```\n\n### Good: No Source for General Concept\n\n```markdown\nUser: How does async/await work?\n\nResponse: Async/await enables non-blocking I/O by allowing coroutines\nto yield control while waiting for operations. The event loop manages\nexecution, resuming coroutines when their awaited operations complete.\n```\n\n### Good: Uncertainty Marker\n\n```markdown\nThe connection pool default is typically 10 connections (verify in your\ndatabase driver documentation as this varies by library and version).\n```\n\n## Integration\n\nWorks with:\n- `conserve:response-compression` - Keeps sourced responses concise\n- `conserve:token-conservation` - Weighs source cost vs value\n- `memory-palace:research` - Full sourcing for knowledge corpus\n\n## When To Use Full Sourcing\n\n## When NOT To Use\n\n- Internal project code that doesn't need citations\n- Casual conversation without factual claims\n\nEscalate to full sourcing (accept high token cost) for:\n- Knowledge corpus entries (permanent documentation)\n- Security advisories (safety-critical)\n- Compliance/legal claims (audit requirements)\n- Research tasks (user expects thorough investigation)\n\nFor these cases, use `memory-palace:research` workflow which is designed for comprehensive sourcing.\n\nFile v1.9.15:_meta.json\n\n{\n  \"ownerId\": \"kn7d107jg9jv602h9ytsegydq184a42s\",\n  \"slug\": \"nm-conserve-smart-sourcing\",\n  \"version\": \"1.9.15\",\n  \"publishedAt\": 1783200176119\n}\n\nFile v1.9.15:skill-card.md\n\n## Description: <br>\nSelects optimal sources for tool calls, balancing accuracy with token cost. <br>\n\nThis skill is ready for commercial/non-commercial use. <br>\n\n## Publisher: <br>\n[athola](https://clawhub.ai/user/athola) <br>\n\n### License/Terms of Use: <br>\nMIT-0 <br>\n\n\n## Use Case: <br>\nDevelopers and agents use this skill before research or answer-writing tasks to decide when citations, web searches, or uncertainty markers are worth the added token cost. <br>\n\n### Deployment Geography for Use: <br>\nGlobal <br>\n\n## Known Risks and Mitigations: <br>\nRisk: The skill may leave lower-value factual claims unsourced or marked for later verification, which can be inappropriate for high-stakes answers. <br>\nMitigation: Escalate to full sourcing for security, compliance, legal, research, version, pricing, release-date, and API-specific claims. <br>\nRisk: When paired with external research or workflow tools, agent actions may have broader access than the sourcing decision itself requires. <br>\nMitigation: Use scoped API tokens, avoid production mutation rights unless needed, and review commands with destructive, upload, sharing, or persistent-memory effects. <br>\n\n\n## Reference(s): <br>\n- [ClawHub skill page](https://clawhub.ai/athola/skills/nm-conserve-smart-sourcing) <br>\n- [Clawdis homepage](https://github.com/athola/claude-night-market/tree/master/plugins/conserve) <br>\n\n\n## Skill Output: <br>\n**Output Type(s):** [guidance, markdown] <br>\n**Output Format:** [Markdown guidance with citation decisions, source lists, and uncertainty markers] <br>\n**Output Parameters:** [1D] <br>\n**Other Properties Related to Output:** [No tool credentials or environment variables were detected in the provided artifact.] <br>\n\n## Skill Version(s): <br>\n1.9.15 (source: server release metadata; artifact frontmatter reports 1.9.8) <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 v1.9.14: 3 files, 4017 bytes\n\nFiles: skill-card.md (2276b), SKILL.md (5230b), _meta.json (146b)\n\nFile v1.9.14:SKILL.md\n\n---\nname: smart-sourcing\ndescription: |\n  Selects optimal sources for tool calls, balancing accuracy with token cost. Use before research tasks or when deciding whether a claim needs verification\nversion: 1.9.8\ntriggers:\n  - sourcing\n  - citations\n  - accuracy\n  - efficiency\nmetadata: {\"openclaw\": {\"homepage\": \"https://github.com/athola/claude-night-market/tree/master/plugins/conserve\", \"emoji\": \"\\ud83e\\udd9e\"}}\nsource: claude-night-market\nsource_plugin: conserve\n---\n\n> **Night Market Skill** — ported from [claude-night-market/conserve](https://github.com/athola/claude-night-market/tree/master/plugins/conserve). For the full experience with agents, hooks, and commands, install the Claude Code plugin.\n\n\n# Smart Sourcing\n\nIntelligent sourcing that requires citations only when the cost is justified by the value of verification.\n\n## Philosophy\n\n**Full sourcing is prohibitively expensive** (10-16x token increase). Smart sourcing targets high-value claims where verification materially improves accuracy.\n\n## When to Source\n\n### REQUIRE Sources\n\n| Claim Type | Example | Why Source |\n|------------|---------|------------|\n| **Version numbers** | \"Python 3.12 added...\" | Versions change, easy to verify |\n| **Performance claims** | \"30% faster than...\" | Quantitative claims need evidence |\n| **Security recommendations** | \"Use bcrypt for...\" | Security advice must be current |\n| **API specifications** | \"The function accepts...\" | APIs change between versions |\n| **Release dates** | \"Released in Q4 2025\" | Factual, verifiable |\n| **Pricing/limits** | \"Free tier allows 1000 requests\" | Business terms change |\n| **Deprecated features** | \"X was removed in version Y\" | Breaking changes need verification |\n\n### DO NOT Require Sources\n\n| Claim Type | Example | Why No Source |\n|------------|---------|---------------|\n| **General concepts** | \"Async improves concurrency\" | Foundational knowledge |\n| **Code examples** | Demonstrative snippets | Illustrative, not factual claims |\n| **Opinion/preference** | \"Consider using...\" | Clearly framed as suggestion |\n| **Common knowledge** | \"Git tracks changes\" | Universal understanding |\n| **Logical derivations** | \"Therefore, X implies Y\" | Reasoning, not factual claim |\n| **Syntax** | \"Use `def` for functions\" | Language documentation is stable |\n\n## Decision Framework\n\n```\nIs this a factual claim?\n├── No → No source needed\n└── Yes → Would being wrong cause harm?\n    ├── No (minor inconvenience) → No source needed\n    └── Yes → Is verification cost-effective?\n        ├── No (>5k tokens for low-value claim) → State uncertainty\n        └── Yes → Perform web search, cite source\n```\n\n## Implementation\n\n### Inline Citations\n\nWhen sourcing is warranted:\n\n```markdown\nPython 3.12 introduced `type` statement for type aliases[1].\n\nSources:\n1. [PEP 695](https://peps.python.org/pep-0695/)\n```\n\n### Uncertainty Markers\n\nWhen sourcing isn't cost-effective but uncertainty exists:\n\n```markdown\nPython 3.12 introduced the `type` statement (verify in release notes for your version).\n```\n\n### Confidence Levels\n\n| Confidence | Action |\n|------------|--------|\n| High (stable facts) | State directly |\n| Medium (may have changed) | Add verification note |\n| Low (uncertain) | Source or acknowledge uncertainty |\n\n## Token Cost Analysis\n\n| Approach | Token Cost | Use Case |\n|----------|------------|----------|\n| No sourcing | Baseline | General knowledge |\n| Uncertainty marker | +5-10 tokens | Medium confidence |\n| Single source | +2-5k tokens | High-value claim |\n| Multiple sources | +10-20k tokens | Research tasks |\n\n## Examples\n\n### Good: Source Version-Specific Claim\n\n```markdown\nUser: What's new in FastAPI 0.109?\n\nResponse: FastAPI 0.109 added Pydantic v2 support as default[1] and\nimproved OpenAPI schema generation[2].\n\nSources:\n1. [FastAPI Release Notes](https://fastapi.tiangolo.com/release-notes/)\n2. [GitHub Release 0.109.0](https://github.com/tiangolo/fastapi/releases/tag/0.109.0)\n```\n\n### Good: No Source for General Concept\n\n```markdown\nUser: How does async/await work?\n\nResponse: Async/await enables non-blocking I/O by allowing coroutines\nto yield control while waiting for operations. The event loop manages\nexecution, resuming coroutines when their awaited operations complete.\n```\n\n### Good: Uncertainty Marker\n\n```markdown\nThe connection pool default is typically 10 connections (verify in your\ndatabase driver documentation as this varies by library and version).\n```\n\n## Integration\n\nWorks with:\n- `conserve:response-compression` - Keeps sourced responses concise\n- `conserve:token-conservation` - Weighs source cost vs value\n- `memory-palace:research` - Full sourcing for knowledge corpus\n\n## When To Use Full Sourcing\n\n## When NOT To Use\n\n- Internal project code that doesn't need citations\n- Casual conversation without factual claims\n\nEscalate to full sourcing (accept high token cost) for:\n- Knowledge corpus entries (permanent documentation)\n- Security advisories (safety-critical)\n- Compliance/legal claims (audit requirements)\n- Research tasks (user expects thorough investigation)\n\nFor these cases, use `memory-palace:research` workflow which is designed for comprehensive sourcing.\n\nFile v1.9.14:_meta.json\n\n{\n  \"ownerId\": \"kn7d107jg9jv602h9ytsegydq184a42s\",\n  \"slug\": \"nm-conserve-smart-sourcing\",\n  \"version\": \"1.9.14\",\n  \"publishedAt\": 1782842019676\n}\n\nFile v1.9.14:skill-card.md\n\n## Description: <br>\nSelects optimal sources for tool calls, balancing accuracy with token cost. <br>\n\nThis skill is ready for commercial/non-commercial use. <br>\n\n## Publisher: <br>\n[athola](https://clawhub.ai/user/athola) <br>\n\n### License/Terms of Use: <br>\nMIT-0 <br>\n\n\n## Use Case: <br>\nDevelopers and agent operators use this skill before research or factual-response tasks to decide when citations or web verification are worth their token cost, and when an uncertainty note is more appropriate. <br>\n\n### Deployment Geography for Use: <br>\nGlobal <br>\n\n## Known Risks and Mitigations: <br>\nRisk: The skill may activate on generic accuracy or efficiency prompts. <br>\nMitigation: Apply it when deciding verification posture for factual claims, and keep casual or low-risk responses unsourced when appropriate. <br>\nRisk: The linked full Claude plugin includes agents, hooks, and commands that are not present in this skill artifact. <br>\nMitigation: Review the broader plugin separately before installing it. <br>\nRisk: Over-optimizing for token savings could leave high-impact factual claims under-verified. <br>\nMitigation: Require sources for security, API, pricing, version, release-date, compliance, legal, and research claims where incorrect guidance could cause harm. <br>\n\n\n## Reference(s): <br>\n- [ClawHub skill page](https://clawhub.ai/athola/skills/nm-conserve-smart-sourcing) <br>\n- [ClawHub publisher profile](https://clawhub.ai/user/athola) <br>\n- [OpenClaw homepage](https://github.com/athola/claude-night-market/tree/master/plugins/conserve) <br>\n\n\n## Skill Output: <br>\n**Output Type(s):** [text, markdown, guidance] <br>\n**Output Format:** [Markdown guidance with citation examples and decision criteria] <br>\n**Output Parameters:** [1D] <br>\n**Other Properties Related to Output:** [No executable code; provides sourcing posture guidance and citation patterns.] <br>\n\n## Skill Version(s): <br>\n1.9.14 (source: server release evidence; artifact frontmatter lists 1.9.8) <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 v1.9.13: 3 files, 3962 bytes\n\nFiles: skill-card.md (2175b), SKILL.md (5230b), _meta.json (146b)\n\nFile v1.9.13:SKILL.md\n\n---\nname: smart-sourcing\ndescription: |\n  Selects optimal sources for tool calls, balancing accuracy with token cost. Use before research tasks or when deciding whether a claim needs verification\nversion: 1.9.8\ntriggers:\n  - sourcing\n  - citations\n  - accuracy\n  - efficiency\nmetadata: {\"openclaw\": {\"homepage\": \"https://github.com/athola/claude-night-market/tree/master/plugins/conserve\", \"emoji\": \"\\ud83e\\udd9e\"}}\nsource: claude-night-market\nsource_plugin: conserve\n---\n\n> **Night Market Skill** — ported from [claude-night-market/conserve](https://github.com/athola/claude-night-market/tree/master/plugins/conserve). For the full experience with agents, hooks, and commands, install the Claude Code plugin.\n\n\n# Smart Sourcing\n\nIntelligent sourcing that requires citations only when the cost is justified by the value of verification.\n\n## Philosophy\n\n**Full sourcing is prohibitively expensive** (10-16x token increase). Smart sourcing targets high-value claims where verification materially improves accuracy.\n\n## When to Source\n\n### REQUIRE Sources\n\n| Claim Type | Example | Why Source |\n|------------|---------|------------|\n| **Version numbers** | \"Python 3.12 added...\" | Versions change, easy to verify |\n| **Performance claims** | \"30% faster than...\" | Quantitative claims need evidence |\n| **Security recommendations** | \"Use bcrypt for...\" | Security advice must be current |\n| **API specifications** | \"The function accepts...\" | APIs change between versions |\n| **Release dates** | \"Released in Q4 2025\" | Factual, verifiable |\n| **Pricing/limits** | \"Free tier allows 1000 requests\" | Business terms change |\n| **Deprecated features** | \"X was removed in version Y\" | Breaking changes need verification |\n\n### DO NOT Require Sources\n\n| Claim Type | Example | Why No Source |\n|------------|---------|---------------|\n| **General concepts** | \"Async improves concurrency\" | Foundational knowledge |\n| **Code examples** | Demonstrative snippets | Illustrative, not factual claims |\n| **Opinion/preference** | \"Consider using...\" | Clearly framed as suggestion |\n| **Common knowledge** | \"Git tracks changes\" | Universal understanding |\n| **Logical derivations** | \"Therefore, X implies Y\" | Reasoning, not factual claim |\n| **Syntax** | \"Use `def` for functions\" | Language documentation is stable |\n\n## Decision Framework\n\n```\nIs this a factual claim?\n├── No → No source needed\n└── Yes → Would being wrong cause harm?\n    ├── No (minor inconvenience) → No source needed\n    └── Yes → Is verification cost-effective?\n        ├── No (>5k tokens for low-value claim) → State uncertainty\n        └── Yes → Perform web search, cite source\n```\n\n## Implementation\n\n### Inline Citations\n\nWhen sourcing is warranted:\n\n```markdown\nPython 3.12 introduced `type` statement for type aliases[1].\n\nSources:\n1. [PEP 695](https://peps.python.org/pep-0695/)\n```\n\n### Uncertainty Markers\n\nWhen sourcing isn't cost-effective but uncertainty exists:\n\n```markdown\nPython 3.12 introduced the `type` statement (verify in release notes for your version).\n```\n\n### Confidence Levels\n\n| Confidence | Action |\n|------------|--------|\n| High (stable facts) | State directly |\n| Medium (may have changed) | Add verification note |\n| Low (uncertain) | Source or acknowledge uncertainty |\n\n## Token Cost Analysis\n\n| Approach | Token Cost | Use Case |\n|----------|------------|----------|\n| No sourcing | Baseline | General knowledge |\n| Uncertainty marker | +5-10 tokens | Medium confidence |\n| Single source | +2-5k tokens | High-value claim |\n| Multiple sources | +10-20k tokens | Research tasks |\n\n## Examples\n\n### Good: Source Version-Specific Claim\n\n```markdown\nUser: What's new in FastAPI 0.109?\n\nResponse: FastAPI 0.109 added Pydantic v2 support as default[1] and\nimproved OpenAPI schema generation[2].\n\nSources:\n1. [FastAPI Release Notes](https://fastapi.tiangolo.com/release-notes/)\n2. [GitHub Release 0.109.0](https://github.com/tiangolo/fastapi/releases/tag/0.109.0)\n```\n\n### Good: No Source for General Concept\n\n```markdown\nUser: How does async/await work?\n\nResponse: Async/await enables non-blocking I/O by allowing coroutines\nto yield control while waiting for operations. The event loop manages\nexecution, resuming coroutines when their awaited operations complete.\n```\n\n### Good: Uncertainty Marker\n\n```markdown\nThe connection pool default is typically 10 connections (verify in your\ndatabase driver documentation as this varies by library and version).\n```\n\n## Integration\n\nWorks with:\n- `conserve:response-compression` - Keeps sourced responses concise\n- `conserve:token-conservation` - Weighs source cost vs value\n- `memory-palace:research` - Full sourcing for knowledge corpus\n\n## When To Use Full Sourcing\n\n## When NOT To Use\n\n- Internal project code that doesn't need citations\n- Casual conversation without factual claims\n\nEscalate to full sourcing (accept high token cost) for:\n- Knowledge corpus entries (permanent documentation)\n- Security advisories (safety-critical)\n- Compliance/legal claims (audit requirements)\n- Research tasks (user expects thorough investigation)\n\nFor these cases, use `memory-palace:research` workflow which is designed for comprehensive sourcing.\n\nFile v1.9.13:_meta.json\n\n{\n  \"ownerId\": \"kn7d107jg9jv602h9ytsegydq184a42s\",\n  \"slug\": \"nm-conserve-smart-sourcing\",\n  \"version\": \"1.9.13\",\n  \"publishedAt\": 1782577071385\n}\n\nFile v1.9.13:skill-card.md\n\n## Description: <br>\nSelects optimal sources for tool calls, balancing accuracy with token cost before research tasks or when deciding whether a claim needs verification. <br>\n\nThis skill is ready for commercial/non-commercial use. <br>\n\n## Publisher: <br>\n[athola](https://clawhub.ai/user/athola) <br>\n\n### License/Terms of Use: <br>\nMIT-0 <br>\n\n\n## Use Case: <br>\nDevelopers, researchers, and agent users use this skill to decide when web search and citations are worth the token cost. It guides agents toward sourcing high-value claims and using uncertainty notes for lower-value claims. <br>\n\n### Deployment Geography for Use: <br>\nGlobal <br>\n\n## Known Risks and Mitigations: <br>\nRisk: The skill can influence when an agent chooses to browse or cite sources, which may lead to under-sourcing broadly worded research or accuracy-sensitive tasks. <br>\nMitigation: Review the skill before deployment and require full sourcing for security, compliance, legal, permanent documentation, and research tasks. <br>\nRisk: The referenced upstream plugin may include additional agents, hooks, commands, or scripts outside this markdown-only skill. <br>\nMitigation: Review the upstream plugin separately before installing it; this release evidence only reports the packaged skill as markdown-only. <br>\n\n\n## Reference(s): <br>\n- [ClawHub Skill Page](https://clawhub.ai/athola/skills/nm-conserve-smart-sourcing) <br>\n- [OpenClaw Homepage](https://github.com/athola/claude-night-market/tree/master/plugins/conserve) <br>\n\n\n## Skill Output: <br>\n**Output Type(s):** [guidance, markdown, text] <br>\n**Output Format:** [Markdown guidance with citation and uncertainty examples] <br>\n**Output Parameters:** [1D] <br>\n**Other Properties Related to Output:** [Markdown-only skill; no executable behavior reported by security evidence.] <br>\n\n## Skill Version(s): <br>\n1.9.13 (source: server release evidence) <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 v1.9.12: 3 files, 3894 bytes\n\nFiles: skill-card.md (1977b), SKILL.md (5230b), _meta.json (146b)\n\nFile v1.9.12:SKILL.md\n\n---\nname: smart-sourcing\ndescription: |\n  Selects optimal sources for tool calls, balancing accuracy with token cost. Use before research tasks or when deciding whether a claim needs verification\nversion: 1.9.8\ntriggers:\n  - sourcing\n  - citations\n  - accuracy\n  - efficiency\nmetadata: {\"openclaw\": {\"homepage\": \"https://github.com/athola/claude-night-market/tree/master/plugins/conserve\", \"emoji\": \"\\ud83e\\udd9e\"}}\nsource: claude-night-market\nsource_plugin: conserve\n---\n\n> **Night Market Skill** — ported from [claude-night-market/conserve](https://github.com/athola/claude-night-market/tree/master/plugins/conserve). For the full experience with agents, hooks, and commands, install the Claude Code plugin.\n\n\n# Smart Sourcing\n\nIntelligent sourcing that requires citations only when the cost is justified by the value of verification.\n\n## Philosophy\n\n**Full sourcing is prohibitively expensive** (10-16x token increase). Smart sourcing targets high-value claims where verification materially improves accuracy.\n\n## When to Source\n\n### REQUIRE Sources\n\n| Claim Type | Example | Why Source |\n|------------|---------|------------|\n| **Version numbers** | \"Python 3.12 added...\" | Versions change, easy to verify |\n| **Performance claims** | \"30% faster than...\" | Quantitative claims need evidence |\n| **Security recommendations** | \"Use bcrypt for...\" | Security advice must be current |\n| **API specifications** | \"The function accepts...\" | APIs change between versions |\n| **Release dates** | \"Released in Q4 2025\" | Factual, verifiable |\n| **Pricing/limits** | \"Free tier allows 1000 requests\" | Business terms change |\n| **Deprecated features** | \"X was removed in version Y\" | Breaking changes need verification |\n\n### DO NOT Require Sources\n\n| Claim Type | Example | Why No Source |\n|------------|---------|---------------|\n| **General concepts** | \"Async improves concurrency\" | Foundational knowledge |\n| **Code examples** | Demonstrative snippets | Illustrative, not factual claims |\n| **Opinion/preference** | \"Consider using...\" | Clearly framed as suggestion |\n| **Common knowledge** | \"Git tracks changes\" | Universal understanding |\n| **Logical derivations** | \"Therefore, X implies Y\" | Reasoning, not factual claim |\n| **Syntax** | \"Use `def` for functions\" | Language documentation is stable |\n\n## Decision Framework\n\n```\nIs this a factual claim?\n├── No → No source needed\n└── Yes → Would being wrong cause harm?\n    ├── No (minor inconvenience) → No source needed\n    └── Yes → Is verification cost-effective?\n        ├── No (>5k tokens for low-value claim) → State uncertainty\n        └── Yes → Perform web search, cite source\n```\n\n## Implementation\n\n### Inline Citations\n\nWhen sourcing is warranted:\n\n```markdown\nPython 3.12 introduced `type` statement for type aliases[1].\n\nSources:\n1. [PEP 695](https://peps.python.org/pep-0695/)\n```\n\n### Uncertainty Markers\n\nWhen sourcing isn't cost-effective but uncertainty exists:\n\n```markdown\nPython 3.12 introduced the `type` statement (verify in release notes for your version).\n```\n\n### Confidence Levels\n\n| Confidence | Action |\n|------------|--------|\n| High (stable facts) | State directly |\n| Medium (may have changed) | Add verification note |\n| Low (uncertain) | Source or acknowledge uncertainty |\n\n## Token Cost Analysis\n\n| Approach | Token Cost | Use Case |\n|----------|------------|----------|\n| No sourcing | Baseline | General knowledge |\n| Uncertainty marker | +5-10 tokens | Medium confidence |\n| Single source | +2-5k tokens | High-value claim |\n| Multiple sources | +10-20k tokens | Research tasks |\n\n## Examples\n\n### Good: Source Version-Specific Claim\n\n```markdown\nUser: What's new in FastAPI 0.109?\n\nResponse: FastAPI 0.109 added Pydantic v2 support as default[1] and\nimproved OpenAPI schema generation[2].\n\nSources:\n1. [FastAPI Release Notes](https://fastapi.tiangolo.com/release-notes/)\n2. [GitHub Release 0.109.0](https://github.com/tiangolo/fastapi/releases/tag/0.109.0)\n```\n\n### Good: No Source for General Concept\n\n```markdown\nUser: How does async/await work?\n\nResponse: Async/await enables non-blocking I/O by allowing coroutines\nto yield control while waiting for operations. The event loop manages\nexecution, resuming coroutines when their awaited operations complete.\n```\n\n### Good: Uncertainty Marker\n\n```markdown\nThe connection pool default is typically 10 connections (verify in your\ndatabase driver documentation as this varies by library and version).\n```\n\n## Integration\n\nWorks with:\n- `conserve:response-compression` - Keeps sourced responses concise\n- `conserve:token-conservation` - Weighs source cost vs value\n- `memory-palace:research` - Full sourcing for knowledge corpus\n\n## When To Use Full Sourcing\n\n## When NOT To Use\n\n- Internal project code that doesn't need citations\n- Casual conversation without factual claims\n\nEscalate to full sourcing (accept high token cost) for:\n- Knowledge corpus entries (permanent documentation)\n- Security advisories (safety-critical)\n- Compliance/legal claims (audit requirements)\n- Research tasks (user expects thorough investigation)\n\nFor these cases, use `memory-palace:research` workflow which is designed for comprehensive sourcing.\n\nFile v1.9.12:_meta.json\n\n{\n  \"ownerId\": \"kn7d107jg9jv602h9ytsegydq184a42s\",\n  \"slug\": \"nm-conserve-smart-sourcing\",\n  \"version\": \"1.9.12\",\n  \"publishedAt\": 1781838706743\n}\n\nFile v1.9.12:skill-card.md\n\n## Description: <br>\nSelects optimal sources for tool calls, balancing accuracy with token cost. <br>\n\nThis skill is ready for commercial/non-commercial use. <br>\n\n## Publisher: <br>\n[athola](https://clawhub.ai/user/athola) <br>\n\n### License/Terms of Use: <br>\nMIT-0 <br>\n\n\n## Use Case: <br>\nDevelopers and agent users use this skill to decide when factual claims need citations, when an uncertainty note is enough, and when source-gathering cost outweighs verification value. <br>\n\n### Deployment Geography for Use: <br>\nGlobal <br>\n\n## Known Risks and Mitigations: <br>\nRisk: Broad sourcing triggers can cause an agent to search or cite sources when that behavior is not desired. <br>\nMitigation: Review the triggers and citation decision rules before installation, especially for agents where extra searches or citations would be disruptive. <br>\nRisk: The linked Claude Code plugin may include behavior outside this Markdown guidance skill. <br>\nMitigation: Evaluate the linked plugin separately before installing any agents, hooks, or commands from it. <br>\n\n\n## Reference(s): <br>\n- [ClawHub skill page](https://clawhub.ai/athola/nm-conserve-smart-sourcing) <br>\n- [Conserve plugin homepage](https://github.com/athola/claude-night-market/tree/master/plugins/conserve) <br>\n\n\n## Skill Output: <br>\n**Output Type(s):** [Guidance, Markdown] <br>\n**Output Format:** [Markdown guidance with citation decision rules and examples] <br>\n**Output Parameters:** [1D] <br>\n**Other Properties Related to Output:** [No executable output; influences when an agent searches for and cites sources.] <br>\n\n## Skill Version(s): <br>\n1.9.12 (source: server release metadata; artifact frontmatter lists 1.9.8) <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 v1.0.3: 3 files, 3958 bytes\n\nFiles: skill-card.md (2157b), SKILL.md (5230b), _meta.json (145b)\n\nFile v1.0.3:SKILL.md\n\n---\nname: smart-sourcing\ndescription: |\n  Selects optimal sources for tool calls, balancing accuracy with token cost. Use before research tasks or when deciding whether a claim needs verification\nversion: 1.9.8\ntriggers:\n  - sourcing\n  - citations\n  - accuracy\n  - efficiency\nmetadata: {\"openclaw\": {\"homepage\": \"https://github.com/athola/claude-night-market/tree/master/plugins/conserve\", \"emoji\": \"\\ud83e\\udd9e\"}}\nsource: claude-night-market\nsource_plugin: conserve\n---\n\n> **Night Market Skill** — ported from [claude-night-market/conserve](https://github.com/athola/claude-night-market/tree/master/plugins/conserve). For the full experience with agents, hooks, and commands, install the Claude Code plugin.\n\n\n# Smart Sourcing\n\nIntelligent sourcing that requires citations only when the cost is justified by the value of verification.\n\n## Philosophy\n\n**Full sourcing is prohibitively expensive** (10-16x token increase). Smart sourcing targets high-value claims where verification materially improves accuracy.\n\n## When to Source\n\n### REQUIRE Sources\n\n| Claim Type | Example | Why Source |\n|------------|---------|------------|\n| **Version numbers** | \"Python 3.12 added...\" | Versions change, easy to verify |\n| **Performance claims** | \"30% faster than...\" | Quantitative claims need evidence |\n| **Security recommendations** | \"Use bcrypt for...\" | Security advice must be current |\n| **API specifications** | \"The function accepts...\" | APIs change between versions |\n| **Release dates** | \"Released in Q4 2025\" | Factual, verifiable |\n| **Pricing/limits** | \"Free tier allows 1000 requests\" | Business terms change |\n| **Deprecated features** | \"X was removed in version Y\" | Breaking changes need verification |\n\n### DO NOT Require Sources\n\n| Claim Type | Example | Why No Source |\n|------------|---------|---------------|\n| **General concepts** | \"Async improves concurrency\" | Foundational knowledge |\n| **Code examples** | Demonstrative snippets | Illustrative, not factual claims |\n| **Opinion/preference** | \"Consider using...\" | Clearly framed as suggestion |\n| **Common knowledge** | \"Git tracks changes\" | Universal understanding |\n| **Logical derivations** | \"Therefore, X implies Y\" | Reasoning, not factual claim |\n| **Syntax** | \"Use `def` for functions\" | Language documentation is stable |\n\n## Decision Framework\n\n```\nIs this a factual claim?\n├── No → No source needed\n└── Yes → Would being wrong cause harm?\n    ├── No (minor inconvenience) → No source needed\n    └── Yes → Is verification cost-effective?\n        ├── No (>5k tokens for low-value claim) → State uncertainty\n        └── Yes → Perform web search, cite source\n```\n\n## Implementation\n\n### Inline Citations\n\nWhen sourcing is warranted:\n\n```markdown\nPython 3.12 introduced `type` statement for type aliases[1].\n\nSources:\n1. [PEP 695](https://peps.python.org/pep-0695/)\n```\n\n### Uncertainty Markers\n\nWhen sourcing isn't cost-effective but uncertainty exists:\n\n```markdown\nPython 3.12 introduced the `type` statement (verify in release notes for your version).\n```\n\n### Confidence Levels\n\n| Confidence | Action |\n|------------|--------|\n| High (stable facts) | State directly |\n| Medium (may have changed) | Add verification note |\n| Low (uncertain) | Source or acknowledge uncertainty |\n\n## Token Cost Analysis\n\n| Approach | Token Cost | Use Case |\n|----------|------------|----------|\n| No sourcing | Baseline | General knowledge |\n| Uncertainty marker | +5-10 tokens | Medium confidence |\n| Single source | +2-5k tokens | High-value claim |\n| Multiple sources | +10-20k tokens | Research tasks |\n\n## Examples\n\n### Good: Source Version-Specific Claim\n\n```markdown\nUser: What's new in FastAPI 0.109?\n\nResponse: FastAPI 0.109 added Pydantic v2 support as default[1] and\nimproved OpenAPI schema generation[2].\n\nSources:\n1. [FastAPI Release Notes](https://fastapi.tiangolo.com/release-notes/)\n2. [GitHub Release 0.109.0](https://github.com/tiangolo/fastapi/releases/tag/0.109.0)\n```\n\n### Good: No Source for General Concept\n\n```markdown\nUser: How does async/await work?\n\nResponse: Async/await enables non-blocking I/O by allowing coroutines\nto yield control while waiting for operations. The event loop manages\nexecution, resuming coroutines when their awaited operations complete.\n```\n\n### Good: Uncertainty Marker\n\n```markdown\nThe connection pool default is typically 10 connections (verify in your\ndatabase driver documentation as this varies by library and version).\n```\n\n## Integration\n\nWorks with:\n- `conserve:response-compression` - Keeps sourced responses concise\n- `conserve:token-conservation` - Weighs source cost vs value\n- `memory-palace:research` - Full sourcing for knowledge corpus\n\n## When To Use Full Sourcing\n\n## When NOT To Use\n\n- Internal project code that doesn't need citations\n- Casual conversation without factual claims\n\nEscalate to full sourcing (accept high token cost) for:\n- Knowledge corpus entries (permanent documentation)\n- Security advisories (safety-critical)\n- Compliance/legal claims (audit requirements)\n- Research tasks (user expects thorough investigation)\n\nFor these cases, use `memory-palace:research` workflow which is designed for comprehensive sourcing.\n\nFile v1.0.3:_meta.json\n\n{\n  \"ownerId\": \"kn7d107jg9jv602h9ytsegydq184a42s\",\n  \"slug\": \"nm-conserve-smart-sourcing\",\n  \"version\": \"1.0.3\",\n  \"publishedAt\": 1780867509339\n}\n\nFile v1.0.3:skill-card.md\n\n## Description: <br>\nSelects optimal sources for tool calls, balancing accuracy with token cost, before research tasks or decisions about whether a claim needs verification. <br>\n\nThis skill is ready for commercial/non-commercial use. <br>\n\n## Publisher: <br>\n[athola](https://clawhub.ai/user/athola) <br>\n\n### License/Terms of Use: <br>\nMIT-0 <br>\n\n\n## Use Case: <br>\nDevelopers and agent users use this skill to decide when web searches and citations are worth their token cost. It helps reserve full sourcing for high-value claims such as security, compliance, pricing, release, API, and version-specific statements. <br>\n\n### Deployment Geography for Use: <br>\nGlobal <br>\n\n## Known Risks and Mitigations: <br>\nRisk: The skill can reduce verification in favor of token savings, which may be inappropriate for legal, compliance, security, pricing, or rapidly changing facts. <br>\nMitigation: Require full sourcing for high-stakes or time-sensitive claims and review agent responses before relying on them. <br>\nRisk: Citation decisions may omit sources for claims that later prove important to audit or preserve. <br>\nMitigation: Use stricter sourcing workflows for permanent documentation, research corpora, security advisories, and compliance-sensitive work. <br>\n\n\n## Reference(s): <br>\n- [ClawHub Skill Page](https://clawhub.ai/athola/nm-conserve-smart-sourcing) <br>\n- [Metadata Homepage](https://github.com/athola/claude-night-market/tree/master/plugins/conserve) <br>\n\n\n## Skill Output: <br>\n**Output Type(s):** [guidance, markdown] <br>\n**Output Format:** [Markdown guidance with decision criteria and examples] <br>\n**Output Parameters:** [1D] <br>\n**Other Properties Related to Output:** [No executable output; guidance may intentionally trade some verification depth for lower token cost.] <br>\n\n## Skill Version(s): <br>\n1.0.3 (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 v1.0.2: 3 files, 3780 bytes\n\nFiles: skill-card.md (1825b), SKILL.md (5183b), _meta.json (145b)\n\nFile v1.0.2:SKILL.md\n\n---\nname: smart-sourcing\ndescription: |\n  Select optimal information sources for tool calls and file reads, balancing accuracy with token efficiency\nversion: 1.9.5\ntriggers:\n  - sourcing\n  - citations\n  - accuracy\n  - efficiency\nmetadata: {\"openclaw\": {\"homepage\": \"https://github.com/athola/claude-night-market/tree/master/plugins/conserve\", \"emoji\": \"\\ud83e\\udd9e\"}}\nsource: claude-night-market\nsource_plugin: conserve\n---\n\n> **Night Market Skill** — ported from [claude-night-market/conserve](https://github.com/athola/claude-night-market/tree/master/plugins/conserve). For the full experience with agents, hooks, and commands, install the Claude Code plugin.\n\n\n# Smart Sourcing\n\nIntelligent sourcing that requires citations only when the cost is justified by the value of verification.\n\n## Philosophy\n\n**Full sourcing is prohibitively expensive** (10-16x token increase). Smart sourcing targets high-value claims where verification materially improves accuracy.\n\n## When to Source\n\n### REQUIRE Sources\n\n| Claim Type | Example | Why Source |\n|------------|---------|------------|\n| **Version numbers** | \"Python 3.12 added...\" | Versions change, easy to verify |\n| **Performance claims** | \"30% faster than...\" | Quantitative claims need evidence |\n| **Security recommendations** | \"Use bcrypt for...\" | Security advice must be current |\n| **API specifications** | \"The function accepts...\" | APIs change between versions |\n| **Release dates** | \"Released in Q4 2025\" | Factual, verifiable |\n| **Pricing/limits** | \"Free tier allows 1000 requests\" | Business terms change |\n| **Deprecated features** | \"X was removed in version Y\" | Breaking changes need verification |\n\n### DO NOT Require Sources\n\n| Claim Type | Example | Why No Source |\n|------------|---------|---------------|\n| **General concepts** | \"Async improves concurrency\" | Foundational knowledge |\n| **Code examples** | Demonstrative snippets | Illustrative, not factual claims |\n| **Opinion/preference** | \"Consider using...\" | Clearly framed as suggestion |\n| **Common knowledge** | \"Git tracks changes\" | Universal understanding |\n| **Logical derivations** | \"Therefore, X implies Y\" | Reasoning, not factual claim |\n| **Syntax** | \"Use `def` for functions\" | Language documentation is stable |\n\n## Decision Framework\n\n```\nIs this a factual claim?\n├── No → No source needed\n└── Yes → Would being wrong cause harm?\n    ├── No (minor inconvenience) → No source needed\n    └── Yes → Is verification cost-effective?\n        ├── No (>5k tokens for low-value claim) → State uncertainty\n        └── Yes → Perform web search, cite source\n```\n\n## Implementation\n\n### Inline Citations\n\nWhen sourcing is warranted:\n\n```markdown\nPython 3.12 introduced `type` statement for type aliases[1].\n\nSources:\n1. [PEP 695](https://peps.python.org/pep-0695/)\n```\n\n### Uncertainty Markers\n\nWhen sourcing isn't cost-effective but uncertainty exists:\n\n```markdown\nPython 3.12 introduced the `type` statement (verify in release notes for your version).\n```\n\n### Confidence Levels\n\n| Confidence | Action |\n|------------|--------|\n| High (stable facts) | State directly |\n| Medium (may have changed) | Add verification note |\n| Low (uncertain) | Source or acknowledge uncertainty |\n\n## Token Cost Analysis\n\n| Approach | Token Cost | Use Case |\n|----------|------------|----------|\n| No sourcing | Baseline | General knowledge |\n| Uncertainty marker | +5-10 tokens | Medium confidence |\n| Single source | +2-5k tokens | High-value claim |\n| Multiple sources | +10-20k tokens | Research tasks |\n\n## Examples\n\n### Good: Source Version-Specific Claim\n\n```markdown\nUser: What's new in FastAPI 0.109?\n\nResponse: FastAPI 0.109 added Pydantic v2 support as default[1] and\nimproved OpenAPI schema generation[2].\n\nSources:\n1. [FastAPI Release Notes](https://fastapi.tiangolo.com/release-notes/)\n2. [GitHub Release 0.109.0](https://github.com/tiangolo/fastapi/releases/tag/0.109.0)\n```\n\n### Good: No Source for General Concept\n\n```markdown\nUser: How does async/await work?\n\nResponse: Async/await enables non-blocking I/O by allowing coroutines\nto yield control while waiting for operations. The event loop manages\nexecution, resuming coroutines when their awaited operations complete.\n```\n\n### Good: Uncertainty Marker\n\n```markdown\nThe connection pool default is typically 10 connections (verify in your\ndatabase driver documentation as this varies by library and version).\n```\n\n## Integration\n\nWorks with:\n- `conserve:response-compression` - Keeps sourced responses concise\n- `conserve:token-conservation` - Weighs source cost vs value\n- `memory-palace:research` - Full sourcing for knowledge corpus\n\n## When To Use Full Sourcing\n\n## When NOT To Use\n\n- Internal project code that doesn't need citations\n- Casual conversation without factual claims\n\nEscalate to full sourcing (accept high token cost) for:\n- Knowledge corpus entries (permanent documentation)\n- Security advisories (safety-critical)\n- Compliance/legal claims (audit requirements)\n- Research tasks (user expects thorough investigation)\n\nFor these cases, use `memory-palace:research` workflow which is designed for comprehensive sourcing.\n\nFile v1.0.2:_meta.json\n\n{\n  \"ownerId\": \"kn7d107jg9jv602h9ytsegydq184a42s\",\n  \"slug\": \"nm-conserve-smart-sourcing\",\n  \"version\": \"1.0.2\",\n  \"publishedAt\": 1778293008264\n}\n\nFile v1.0.2:skill-card.md\n\n## Description: <br>\nSelect optimal information sources for tool calls and file reads, balancing accuracy with token efficiency. <br>\n\nThis skill is ready for commercial/non-commercial use. <br>\n\n## Publisher: <br>\n[athola](https://clawhub.ai/user/athola) <br>\n\n### License/Terms of Use: <br>\nMIT-0 <br>\n\n\n## Use Case: <br>\nDevelopers and agent users use this skill to decide when sourcing, citation, and verification are worth the token cost for a response or file-reading workflow. <br>\n\n### Deployment Geography for Use: <br>\nGlobal <br>\n\n## Known Risks and Mitigations: <br>\nRisk: Token-saving sourcing guidance may reduce needed verification for high-stakes legal, compliance, security, medical, financial, or research work. <br>\nMitigation: Explicitly ask the agent for full sourcing and verification when the work is high stakes or requires audit-quality evidence. <br>\n\n\n## Reference(s): <br>\n- [ClawHub release page](https://clawhub.ai/athola/nm-conserve-smart-sourcing) <br>\n- [Conserve source homepage](https://github.com/athola/claude-night-market/tree/master/plugins/conserve) <br>\n\n\n## Skill Output: <br>\n**Output Type(s):** [guidance, markdown, text] <br>\n**Output Format:** [Markdown guidance with decision criteria and examples] <br>\n**Output Parameters:** [1D] <br>\n**Other Properties Related to Output:** [Balances verification value against token cost; recommends full sourcing for security, legal, compliance, medical, financial, and research work.] <br>\n\n## Skill Version(s): <br>\n1.0.2 (source: ClawHub 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 v1.0.1: 2 files, 2770 bytes\n\nFiles: SKILL.md (5183b), _meta.json (145b)\n\nFile v1.0.1:SKILL.md\n\n---\nname: smart-sourcing\ndescription: |\n  Select optimal information sources for tool calls and file reads, balancing accuracy with token efficiency\nversion: 1.9.4\ntriggers:\n  - sourcing\n  - citations\n  - accuracy\n  - efficiency\nmetadata: {\"openclaw\": {\"homepage\": \"https://github.com/athola/claude-night-market/tree/master/plugins/conserve\", \"emoji\": \"\\ud83e\\udd9e\"}}\nsource: claude-night-market\nsource_plugin: conserve\n---\n\n> **Night Market Skill** — ported from [claude-night-market/conserve](https://github.com/athola/claude-night-market/tree/master/plugins/conserve). For the full experience with agents, hooks, and commands, install the Claude Code plugin.\n\n\n# Smart Sourcing\n\nIntelligent sourcing that requires citations only when the cost is justified by the value of verification.\n\n## Philosophy\n\n**Full sourcing is prohibitively expensive** (10-16x token increase). Smart sourcing targets high-value claims where verification materially improves accuracy.\n\n## When to Source\n\n### REQUIRE Sources\n\n| Claim Type | Example | Why Source |\n|------------|---------|------------|\n| **Version numbers** | \"Python 3.12 added...\" | Versions change, easy to verify |\n| **Performance claims** | \"30% faster than...\" | Quantitative claims need evidence |\n| **Security recommendations** | \"Use bcrypt for...\" | Security advice must be current |\n| **API specifications** | \"The function accepts...\" | APIs change between versions |\n| **Release dates** | \"Released in Q4 2025\" | Factual, verifiable |\n| **Pricing/limits** | \"Free tier allows 1000 requests\" | Business terms change |\n| **Deprecated features** | \"X was removed in version Y\" | Breaking changes need verification |\n\n### DO NOT Require Sources\n\n| Claim Type | Example | Why No Source |\n|------------|---------|---------------|\n| **General concepts** | \"Async improves concurrency\" | Foundational knowledge |\n| **Code examples** | Demonstrative snippets | Illustrative, not factual claims |\n| **Opinion/preference** | \"Consider using...\" | Clearly framed as suggestion |\n| **Common knowledge** | \"Git tracks changes\" | Universal understanding |\n| **Logical derivations** | \"Therefore, X implies Y\" | Reasoning, not factual claim |\n| **Syntax** | \"Use `def` for functions\" | Language documentation is stable |\n\n## Decision Framework\n\n```\nIs this a factual claim?\n├── No → No source needed\n└── Yes → Would being wrong cause harm?\n    ├── No (minor inconvenience) → No source needed\n    └── Yes → Is verification cost-effective?\n        ├── No (>5k tokens for low-value claim) → State uncertainty\n        └── Yes → Perform web search, cite source\n```\n\n## Implementation\n\n### Inline Citations\n\nWhen sourcing is warranted:\n\n```markdown\nPython 3.12 introduced `type` statement for type aliases[1].\n\nSources:\n1. [PEP 695](https://peps.python.org/pep-0695/)\n```\n\n### Uncertainty Markers\n\nWhen sourcing isn't cost-effective but uncertainty exists:\n\n```markdown\nPython 3.12 introduced the `type` statement (verify in release notes for your version).\n```\n\n### Confidence Levels\n\n| Confidence | Action |\n|------------|--------|\n| High (stable facts) | State directly |\n| Medium (may have changed) | Add verification note |\n| Low (uncertain) | Source or acknowledge uncertainty |\n\n## Token Cost Analysis\n\n| Approach | Token Cost | Use Case |\n|----------|------------|----------|\n| No sourcing | Baseline | General knowledge |\n| Uncertainty marker | +5-10 tokens | Medium confidence |\n| Single source | +2-5k tokens | High-value claim |\n| Multiple sources | +10-20k tokens | Research tasks |\n\n## Examples\n\n### Good: Source Version-Specific Claim\n\n```markdown\nUser: What's new in FastAPI 0.109?\n\nResponse: FastAPI 0.109 added Pydantic v2 support as default[1] and\nimproved OpenAPI schema generation[2].\n\nSources:\n1. [FastAPI Release Notes](https://fastapi.tiangolo.com/release-notes/)\n2. [GitHub Release 0.109.0](https://github.com/tiangolo/fastapi/releases/tag/0.109.0)\n```\n\n### Good: No Source for General Concept\n\n```markdown\nUser: How does async/await work?\n\nResponse: Async/await enables non-blocking I/O by allowing coroutines\nto yield control while waiting for operations. The event loop manages\nexecution, resuming coroutines when their awaited operations complete.\n```\n\n### Good: Uncertainty Marker\n\n```markdown\nThe connection pool default is typically 10 connections (verify in your\ndatabase driver documentation as this varies by library and version).\n```\n\n## Integration\n\nWorks with:\n- `conserve:response-compression` - Keeps sourced responses concise\n- `conserve:token-conservation` - Weighs source cost vs value\n- `memory-palace:research` - Full sourcing for knowledge corpus\n\n## When To Use Full Sourcing\n\n## When NOT To Use\n\n- Internal project code that doesn't need citations\n- Casual conversation without factual claims\n\nEscalate to full sourcing (accept high token cost) for:\n- Knowledge corpus entries (permanent documentation)\n- Security advisories (safety-critical)\n- Compliance/legal claims (audit requirements)\n- Research tasks (user expects thorough investigation)\n\nFor these cases, use `memory-palace:research` workflow which is designed for comprehensive sourcing.\n\nFile v1.0.1:_meta.json\n\n{\n  \"ownerId\": \"kn7d107jg9jv602h9ytsegydq184a42s\",\n  \"slug\": \"nm-conserve-smart-sourcing\",\n  \"version\": \"1.0.1\",\n  \"publishedAt\": 1778077036676\n}","readmeExcerpt":"Skill: smart-sourcing Owner: athola Summary: Selects optimal sources for tool calls, balancing accuracy with token cost. 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[PEP 695](https://peps.python.org/pep-0695/)"},{"language":"markdown","snippet":"Python 3.12 introduced the `type` statement (verify in release notes for your version)."},{"language":"markdown","snippet":"User: What's new in FastAPI 0.109?\n\nResponse: FastAPI 0.109 added Pydantic v2 support as default[1] and\nimproved OpenAPI schema generation[2].\n\nSources:\n1. [FastAPI Release Notes](https://fastapi.tiangolo.com/release-notes/)\n2. [GitHub Release 0.109.0](https://github.com/tiangolo/fastapi/releases/tag/0.109.0)"},{"language":"markdown","snippet":"User: How does async/await work?\n\nResponse: Async/await enables non-blocking I/O by allowing coroutines\nto yield control while waiting for operations. The event loop manages\nexecution, resuming coroutines when their awaited operations complete."},{"language":"markdown","snippet":"The connection pool default is typically 10 connections (verify in your\ndatabase driver documentation as this varies by library and version)."}],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[{"path":"SKILL.md","content":"---\nname: smart-sourcing\ndescription: |\n  Selects optimal sources for tool calls, balancing accuracy with token cost. Use before research tasks or when deciding whether a claim needs verification\nversion: 1.9.8\ntriggers:\n  - sourcing\n  - citations\n  - accuracy\n  - efficiency\nmetadata: {\"openclaw\": {\"homepage\": \"https://github.com/athola/claude-night-market/tree/master/plugins/conserve\", \"emoji\": \"\\ud83e\\udd9e\"}}\nsource: claude-night-market\nsource_plugin: conserve\n---\n\n> **Night Market Skill** — ported from [claude-night-market/conserve](https://github.com/athola/claude-night-market/tree/master/plugins/conserve). For the full experience with agents, hooks, and commands, install the Claude Code plugin.\n\n\n# Smart Sourcing\n\nIntelligent sourcing that requires citations only when the cost is justified by the value of verification.\n\n## Philosophy\n\n**Full sourcing is prohibitively expensive** (10-16x token increase). Smart sourcing targets high-value claims where verification materially improves accuracy.\n\n## When to Source\n\n### REQUIRE Sources\n\n| Claim Type | Example | Why Source |\n|------------|---------|------------|\n| **Version numbers** | \"Python 3.12 added...\" | Versions change, easy to verify |\n| **Performance claims** | \"30% faster than...\" | Quantitative claims need evidence |\n| **Security recommendations** | \"Use bcrypt for...\" | Security advice must be current |\n| **API specifications** | \"The function accepts...\" | APIs change between versions |\n| **Release dates** | \"Released in Q4 2025\" | Factual, verifiable |\n| **Pricing/limits** | \"Free tier allows 1000 requests\" | Business terms change |\n| **Deprecated features** | \"X was removed in version Y\" | Breaking changes need verification |\n\n### DO NOT Require Sources\n\n| Claim Type | Example | Why No Source |\n|------------|---------|---------------|\n| **General concepts** | \"Async improves concurrency\" | Foundational knowledge |\n| **Code examples** | Demonstrative snippets | Illustrative, not factual claims |\n| **Opinion/preference** | \"Consider using...\" | Clearly framed as suggestion |\n| **Common knowledge** | \"Git tracks changes\" | Universal understanding |\n| **Logical derivations** | \"Therefore, X implies Y\" | Reasoning, not factual claim |\n| **Syntax** | \"Use `def` for functions\" | Language documentation is stable |\n\n## Decision Framework\n\n```\nIs this a factual claim?\n├── No → No source needed\n└── Yes → Would being wrong cause harm?\n    ├── No (minor inconvenience) → No source needed\n    └── Yes → Is verification cost-effective?\n        ├── No (>5k tokens for low-value claim) → State uncertainty\n        └── Yes → Perform web search, cite source\n```\n\n## Implementation\n\n### Inline Citations\n\nWhen sourcing is warranted:\n\n```markdown\nPython 3.12 introduced `type` statement for type aliases[1].\n\nSources:\n1. [PEP 695](https://peps.python.org/pep-0695/)\n```\n\n### Uncertainty Markers\n\nWhen sourcing isn't cost-effective but uncertainty exists:\n\n```markdown\nPython 3.12 introduced the `type` statement ("},{"path":"_meta.json","content":"{\n  \"ownerId\": \"kn7d107jg9jv602h9ytsegydq184a42s\",\n  \"slug\": \"nm-conserve-smart-sourcing\",\n  \"version\": \"1.9.19\",\n  \"publishedAt\": 1787749839111\n}"},{"path":"skill-card.md","content":"## Description:\n\nSelects optimal sources for tool calls, balancing accuracy with token cost before research tasks or claim verification.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[athola](https://clawhub.ai/user/athola)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nAgents and developers use this skill to decide when citations or source checks are worth the token cost, especially for version-specific, security, pricing, API, and research claims.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: Broad sourcing guidance may activate during general accuracy or efficiency discussions and influence when an agent verifies claims.\n\nMitigation: Use the evidence security guidance: review behavior during installation and review any separate external plugin before installing it.\n\n## Reference(s):\n\n- [ClawHub skill page](https://clawhub.ai/athola/skills/nm-conserve-smart-sourcing)\n- [Claude Night Market conserve plugin](https://github.com/athola/claude-night-market/tree/master/plugins/conserve)\n\n## Skill Output:\n\n**Output Type(s):** [Guidance, Markdown, Shell commands]\n\n**Output Format:** [Markdown guidance with examples and inline code blocks]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Balances source verification value against token cost and may recommend uncertainty markers when sourcing is not cost-effective.]\n\n## Skill Version(s):\n\n1.9.19 (source: release evidence; artifact frontmatter declares 1.9.8)\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":"Selects optimal sources for tool calls, balancing accuracy with token cost. 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