Deliver real-time stock quotes and market data with PubNub
Does it follow best practices?
Evaluation — 98%
↑ 1.81xAgent success when using this tile
Validation for skill structure
Discovery
33%Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.
The description identifies a clear domain (stock/market data via PubNub) but is too brief to be effective for skill selection. It lacks explicit trigger guidance ('Use when...'), comprehensive action verbs, and natural keyword variations that users would actually say when needing this functionality.
Suggestions
Add a 'Use when...' clause with explicit triggers like 'Use when the user asks for stock prices, ticker symbols, real-time market data, or mentions PubNub streaming'
Expand specific actions beyond 'deliver' to include concrete capabilities like 'fetch real-time quotes', 'stream live prices', 'subscribe to ticker updates', 'display market trends'
Include more natural trigger terms users would say: 'stock price', 'ticker', 'shares', 'trading data', 'live quotes', 'financial streaming'
| Dimension | Reasoning | Score |
|---|---|---|
Specificity | Names the domain (stock quotes, market data) and implies an action (deliver), but lacks comprehensive concrete actions like 'fetch quotes', 'stream prices', 'subscribe to tickers', or 'display historical data'. | 2 / 3 |
Completeness | Describes what it does (deliver stock quotes/market data) but completely lacks a 'Use when...' clause or any explicit trigger guidance for when Claude should select this skill. | 1 / 3 |
Trigger Term Quality | Includes relevant keywords like 'stock quotes', 'market data', and 'PubNub', but misses common variations users might say such as 'ticker', 'share price', 'stocks', 'trading', 'financial data', or 'live prices'. | 2 / 3 |
Distinctiveness Conflict Risk | The mention of 'PubNub' adds some distinctiveness, and 'stock quotes' is fairly specific, but 'market data' is broad enough to potentially overlap with other financial or data streaming skills. | 2 / 3 |
Total | 7 / 12 Passed |
Implementation
73%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
This skill provides strong actionable guidance with executable code examples covering the main use cases for stock quote streaming with PubNub. The progressive disclosure is well-organized with clear references. However, it could be more concise by removing the persona framing and 'When to Use' section, and the workflow lacks explicit validation/error handling steps for a domain where data integrity matters.
Suggestions
Remove the persona introduction and 'When to Use This Skill' section - Claude can infer appropriate usage from the content itself
Add validation checkpoints to the Core Workflow, such as verifying subscription success, handling connection failures, and confirming quote delivery
Include error handling in code examples showing how to detect and recover from failed publishes or stale connections
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The skill includes some unnecessary framing ('You are a PubNub real-time stock quote specialist') and the 'When to Use This Skill' section explains scenarios Claude can infer. However, the code examples are reasonably lean and the constraints section is efficient. | 2 / 3 |
Actionability | Provides fully executable JavaScript code examples for broadcasting quotes, subscribing to watchlists, and implementing price alerts with PubNub Functions. Code is copy-paste ready with realistic payloads and proper SDK usage. | 3 / 3 |
Workflow Clarity | The 'Core Workflow' section lists steps but lacks validation checkpoints. For operations involving market data distribution and alert systems, there's no explicit error handling, retry logic, or verification steps to confirm quotes are being received correctly. | 2 / 3 |
Progressive Disclosure | Well-structured with a clear reference table pointing to three separate files for setup, portfolio management, and patterns. The main skill provides working examples while deferring detailed topics appropriately with one-level-deep references. | 3 / 3 |
Total | 10 / 12 Passed |
Validation
94%Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.
Validation — 15 / 16 Passed
Validation for skill structure
| Criteria | Description | Result |
|---|---|---|
description_trigger_hint | Description may be missing an explicit 'when to use' trigger hint (e.g., 'Use when...') | Warning |
Total | 15 / 16 Passed | |
Install with Tessl CLI
npx tessl i pubnub/pubnub-live-stock-quote-updatesReviewed
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