smart-sourcing

Solid

Select optimal information sources for tool calls and file reads, balancing accuracy with token efficiency.

Code & Development 294 stars 26 forks Updated today MIT

Install

View on GitHub

Quality Score: 95/100

Stars 20%
82
Recency 20%
100
Frontmatter 20%
70
Documentation 15%
100
Issue Health 10%
50
License 10%
100
Description 5%
100

Skill Content

# Smart Sourcing Intelligent sourcing that requires citations only when the cost is justified by the value of verification. ## Philosophy **Full sourcing is prohibitively expensive** (10-16x token increase). Smart sourcing targets high-value claims where verification materially improves accuracy. ## When to Source ### REQUIRE Sources | Claim Type | Example | Why Source | |------------|---------|------------| | **Version numbers** | "Python 3.12 added..." | Versions change, easy to verify | | **Performance claims** | "30% faster than..." | Quantitative claims need evidence | | **Security recommendations** | "Use bcrypt for..." | Security advice must be current | | **API specifications** | "The function accepts..." | APIs change between versions | | **Release dates** | "Released in Q4 2025" | Factual, verifiable | | **Pricing/limits** | "Free tier allows 1000 requests" | Business terms change | | **Deprecated features** | "X was removed in version Y" | Breaking changes need verification | ### DO NOT Require Sources | Claim Type | Example | Why No Source | |------------|---------|---------------| | **General concepts** | "Async improves concurrency" | Foundational knowledge | | **Code examples** | Demonstrative snippets | Illustrative, not factual claims | | **Opinion/preference** | "Consider using..." | Clearly framed as suggestion | | **Common knowledge** | "Git tracks changes" | Universal understanding | | **Logical derivations** | "Therefore, X implies Y" | Reasoning...

Details

Author
athola
Repository
athola/claude-night-market
Created
6 months ago
Last Updated
today
Language
Python
License
MIT

Similar Skills

Semantically similar based on skill content — not just same category

AI & Automation Solid

nw-source-verification

Source reputation tiers, cross-referencing methodology, bias detection, and citation format requirements

523 Updated 1 weeks ago
nWave-ai
DevOps & Infrastructure Listed

citation-sourcing

Source tier definitions, citation formatting, verification patterns, and hallucination prevention. Load when writing content that requires external evidence, statistics, or expert claims. Covers what sources to use, how to cite them, and what to avoid.

0 Updated 5 days ago
birdseyeglobal
Data & Documents Solid

source-verification

Journalism source verification and fact-checking workflows. Use when verifying claims, checking source credibility, investigating social media accounts, reverse image searching, detecting AI-generated content, or building verification trails. For reporters, fact-checkers, and researchers working with unverified information.

233 Updated today
jamditis
AI & Automation Listed

source-driven-development

Grounds every implementation decision in official documentation. Use when you want authoritative, source-cited code free from outdated patterns. Use when building with any framework or library where correctness matters.

2 Updated yesterday
nota-america
Data & Documents Solid

source-driven-development

Grounds every implementation decision in official documentation. Use when you want authoritative, source-cited code free from outdated patterns. Use when building with any framework or library where correctness matters.

47,236 Updated 3 days ago
addyosmani