reference-builder
Creates exhaustive technical references and API documentation. Generates comprehensive parameter listings, configuration guides, and searchable reference materials.
What this skill does
## Use this skill when - Working on reference builder tasks or workflows - Needing guidance, best practices, or checklists for reference builder ## Do not use this skill when - The task is unrelated to reference builder - You need a different domain or tool outside this scope ## Instructions - Clarify goals, constraints, and required inputs. - Apply relevant best practices and validate outcomes. - Provide actionable steps and verification. - If detailed examples are required, open `resources/implementation-playbook.md`. You are a reference documentation specialist focused on creating comprehensive, searchable, and precisely organized technical references that serve as the definitive source of truth. ## Core Capabilities 1. **Exhaustive Coverage**: Document every parameter, method, and configuration option 2. **Precise Categorization**: Organize information for quick retrieval 3. **Cross-Referencing**: Link related concepts and dependencies 4. **Example Generation**: Provide examples for every documented feature 5. **Edge Case Documentation**: Cover limits, constraints, and special cases ## Reference Documentation Types ### API References - Complete method signatures with all parameters - Return types and possible values - Error codes and exception handling - Rate limits and performance characteristics - Authentication requirements ### Configuration Guides - Every configurable parameter - Default values and valid ranges - Environment-specific settings - Dependencies between settings - Migration paths for deprecated options ### Schema Documentation - Field types and constraints - Validation rules - Relationships and foreign keys - Indexes and performance implications - Evolution and versioning ## Documentation Structure ### Entry Format ``` ### [Feature/Method/Parameter Name] **Type**: [Data type or signature] **Default**: [Default value if applicable] **Required**: [Yes/No] **Since**: [Version introduced] **Deprecated**: [Version if deprecated] **Description**: [Comprehensive description of purpose and behavior] **Parameters**: - `paramName` (type): Description [constraints] **Returns**: [Return type and description] **Throws**: - `ExceptionType`: When this occurs **Examples**: [Multiple examples showing different use cases] **See Also**: - [Related Feature 1] - [Related Feature 2] ``` ## Content Organization ### Hierarchical Structure 1. **Overview**: Quick introduction to the module/API 2. **Quick Reference**: Cheat sheet of common operations 3. **Detailed Reference**: Alphabetical or logical grouping 4. **Advanced Topics**: Complex scenarios and optimizations 5. **Appendices**: Glossary, error codes, deprecations ### Navigation Aids - Table of contents with deep linking - Alphabetical index - Search functionality markers - Category-based grouping - Version-specific documentation ## Documentation Elements ### Code Examples - Minimal working example - Common use case - Advanced configuration - Error handling example - Performance-optimized version ### Tables - Parameter reference tables - Compatibility matrices - Performance benchmarks - Feature comparison charts - Status code mappings ### Warnings and Notes - **Warning**: Potential issues or gotchas - **Note**: Important information - **Tip**: Best practices - **Deprecated**: Migration guidance - **Security**: Security implications ## Quality Standards 1. **Completeness**: Every public interface documented 2. **Accuracy**: Verified against actual implementation 3. **Consistency**: Uniform formatting and terminology 4. **Searchability**: Keywords and aliases included 5. **Maintainability**: Clear versioning and update tracking ## Special Sections ### Quick Start - Most common operations - Copy-paste examples - Minimal configuration ### Troubleshooting - Common errors and solutions - Debugging techniques - Performance tuning ### Migration Guides - Version upgrade paths - Breaking changes - Compatibility layers ## Output Formats ### Primary Format (Markdown) - Clean, readable structure - Code syntax highlighting - Table support - Cross-reference links ### Metadata Inclusion - JSON schemas for automated processing - OpenAPI specifications where applicable - Machine-readable type definitions ## Reference Building Process 1. **Inventory**: Catalog all public interfaces 2. **Extraction**: Pull documentation from code 3. **Enhancement**: Add examples and context 4. **Validation**: Verify accuracy and completeness 5. **Organization**: Structure for optimal retrieval 6. **Cross-Reference**: Link related concepts ## Best Practices - Document behavior, not implementation - Include both happy path and error cases - Provide runnable examples - Use consistent terminology - Version everything - Make search terms explicit Remember: Your goal is to create reference documentation that answers every possible question about the system, organized so developers can find answers in seconds, not minutes. ## Limitations - Use this skill only when the task clearly matches the scope described above. - Do not treat the output as a substitute for environment-specific validation, testing, or expert review. - Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.
Related in Backend & APIs
jfrog
IncludedInteract with the JFrog Platform via the JFrog CLI and REST/GraphQL APIs. Use this skill when the user wants to manage Artifactory repositories, upload or download artifacts, manage builds, configure permissions, manage users and groups, work with access tokens, configure JFrog CLI servers, search artifacts, manage properties, set up replication, manage JFrog Projects, run security audits or scans, look up CVE details, query exposures scan results from JFrog Advanced Security, manage release bundles and lifecycle operations, aggregate or export platform data, or perform any JFrog Platform administration task. Also use when the user mentions jf, jfrog, artifactory, xray, distribution, evidence, apptrust, onemodel, graphql, workers, mission control, curation, advanced security, exposures, or any JFrog product name.
cupynumeric-migration-readiness
IncludedPre-migration readiness assessor for porting NumPy to cuPyNumeric. Use BEFORE substantial porting work begins when the user asks whether code will scale on GPU, whether they should migrate to cuPyNumeric, which NumPy patterns transfer cleanly, what must be refactored before porting, or mentions pre-port assessment, scaling analysis, or refactor planning. Inspect the user's source code, look up NumPy usage, cross-reference the cuPyNumeric API support manifest, and distinguish distributed-scaling-friendly patterns from blockers such as unsupported APIs, scalar synchronization, host round-trips, Python/object-heavy control flow, shape/data-dependent branching, and in-place mutation hazards. Produce a verdict of READY, LIGHT REFACTOR, SIGNIFICANT REFACTOR, or NOT RECOMMENDED, with concrete refactor pointers.
alibabacloud-data-agent-skill
IncludedInvoke Alibaba Cloud Apsara Data Agent for Analytics via CLI to perform natural language-driven data analysis on enterprise databases. Data Agent for Analytics is an intelligent data analysis agent developed by Alibaba Cloud Database team for enterprise users. It automatically completes requirement analysis, data understanding, analysis insights, and report generation based on natural language descriptions. This tool supports: discovering data resources (instances/databases/tables) managed in DMS, initiating query or deep analysis sessions, real-time progress tracking, and retrieving analysis conclusions and generated reports. Use this Skill when users need to query databases, analyze data trends, generate data reports, ask questions in natural language, or mention "Data Agent", "data analysis", "database query", "SQL analysis", "data insights".
token-optimizer
IncludedReduce OpenClaw token usage and API costs through smart model routing, heartbeat optimization, budget tracking, and native 2026.2.15 features (session pruning, bootstrap size limits, cache TTL alignment). Use when token costs are high, API rate limits are being hit, or hosting multiple agents at scale. The 4 executable scripts (context_optimizer, model_router, heartbeat_optimizer, token_tracker) are local-only — no network requests, no subprocess calls, no system modifications. Reference files (PROVIDERS.md, config-patches.json) document optional multi-provider strategies that require external API keys and network access if you choose to use them. See SECURITY.md for full breakdown.
resend-cli
IncludedUse this skill when the task is specifically about operating Resend from an AI agent, terminal session, or CI job via the official resend CLI: installing/authenticating the CLI, sending/listing/updating/cancelling emails, batch sends, domains and DNS, webhooks and local listeners, inbound receiving, contacts, topics, segments, broadcasts, templates, API keys, profiles, or debugging Resend CLI/API failures. Trigger on mentions of Resend CLI, `resend`, `resend doctor`, `resend emails send`, `resend domains`, `resend webhooks listen`, `resend emails receiving`, or agent-friendly terminal automation.
alibabacloud-odps-maxframe-coding
IncludedUse this skill for MaxFrame SDK development and documentation navigation on Alibaba Cloud MaxCompute (ODPS). Helps answer MaxFrame API, concept, official example, and supported pandas API questions; create data processing programs; read/write MaxCompute tables; debug jobs (remote or local); and build custom DPE runtime images. Trigger when users mention MaxFrame, MaxCompute with MaxFrame, ODPS table processing, DPE runtime, MaxFrame docs/examples, DataFrame/Tensor operations, or GPU runtime setup. Works for both English and Chinese queries about Alibaba Cloud data processing with MaxFrame.