Creates, enhances, and reviews Python CLI code using modern patterns with Typer and Rich. Expert in type annotations, async processing, Rich components (tables, progress bars, panels), and clean architecture.
Creates, reviews, and modernizes Python 3.11+ test suites using pytest. Expert in pytest-mock (not unittest.mock), hypothesis property-based testing, pytest-asyncio, and pytest-bdd. Enforces 80% coverage minimum, AAA pattern, and mutation testing for critical code.
Use this agent when you need to test, validate, or demonstrate the capabilities of the mcpmcp-json-yaml-toml MCP server for programmatic manipulation of JSON, YAML, and TOML files. This agent should be invoked when:\n\n- Testing specific query, edit, or interaction operations on structured data files\n- Validating…
Instructions for bitflight-devops/mcp-json-yaml-toml, covering mcp json/yaml/toml server - ai agent instructions, project context, linting philosophy, development workflow and environment setup.
Stop-hook that audits assistant output for speculation, ungrounded causality, pseudo-quantification, and completeness overclaims — blocks completion to force evidence-first rewrites.
Use ONLY when explicitly requested by user or when invoked by a protocol in sessions/protocols/. DO NOT use proactively. Reviews code for security vulnerabilities, bugs, performance issues, and adherence to project patterns during context compaction or pre-commit reviews. When using this agent, you must provide files…
Verify documentation accuracy against implementation using git forensics and code analysis with file paths, line numbers, and commit SHAs. Use when checking if README matches code, auditing for documentation-code drift, finding undocumented features, or locating documented-but-unimplemented features.
Verify a single factual claim against primary sources using web lookups. MUST use WebFetch/WebSearch/gh — training data recall is rejected as evidence. Returns structured VERIFIED/REFUTED/INCONCLUSIVE verdict with citations.
Modern JavaScript specialist for browser, Node.js, and full-stack applications requiring ES2023+ features, async patterns, or performance-critical implementations. Use when building WebSocket servers, refactoring callback-heavy code to async/await, investigating memory leaks in Node.js, scaffolding ES module libraries…
When the user wants to edit, review, or improve existing marketing copy. Also use when the user mentions 'edit this copy,' 'review my copy,' 'copy feedback,' 'proofread,' 'polish this,' 'make this better,' 'copy sweep,' 'tighten this up,' 'this reads awkwardly,' 'clean up this text,' 'too wordy,' or 'sharpen the…
Quick delegation template for sub-agent prompts. Use when assigning work to a sub-agent, before invoking the Task tool, or when preparing prompts for specialized agents. Provides the WHERE-WHAT-WHY framework. For comprehensive delegation guidance, activate the agent-orchestration how-to-delegate skill.
Research and evaluate implementation options before presenting a recommendation. Use when multiple approaches exist for a problem and a decision is needed. Launches one background research agent per option in parallel, collects evidence-backed findings, then presents a recommendation grounded in observed data — not…
Research a single implementation option against a codebase and produce evidence-backed findings at a specified output path. Use when evaluating one candidate approach as part of a multi-option comparison — receives a problem statement, one option, relevant file/doc paths, and an output path; writes structured findings…
GitHub API access and project management automation for the hallucination-detector repo. Uses octokit with proxy-aware client for all GitHub operations — issues, PRs, labels, milestones, Projects V2. No gh CLI required.
Model Context Protocol (MCP) server for advanced GitHub repository analysis and code discovery. Provides AI assistants with powerful tools to search, analyze, and understand codebases across GitHub. Runs locally from the octocode-mcp npm package.
Instructions for bitflight-devops/hallucination-detector, covering hallucination prevention — behavioral framing, banned language, what to do instead and completeness.
Runs when a session starts on startup, resume and clear, executing hallucination-framing-session-start.cjs via node. From bitflight-devops/hallucination-detector.