Perform faithful summarization of files, URLs, and images with fidelity preservation and anti-hallucination, outputting structured summaries; includes autonomous agents for independent summarization tasks and a Slack integration for security review notifications.
Autonomous file summarization agent. Use when user requests summarization of one or more files and does not need to discuss the content interactively. Reads files using the Read tool, runs file_metrics.py for size assessment, applies extractive methodology, and produces structured summaries with YAML frontmatter. Handles code, config, data, documentation, and markup files.
Autonomous image and screenshot summarization agent. Use when user requests description of images, screenshots, diagrams, or visual content and does not need to discuss it interactively. Reads images using Read tool (Claude Code is multimodal). Describes only visible elements, never infers from filenames. Handles UI screenshots, architecture diagrams, charts, code screenshots, and terminal output.
Autonomous URL and web content summarization agent. Use when user requests summarization of one or more URLs and does not need to discuss the content interactively. Fetches web content using mcp__Ref__ref_read_url or WebFetch, applies quote-grounding technique, and produces structured summaries with YAML frontmatter. Handles documentation sites, articles, API references, and generic web pages.
Rules for orchestrators handling sub-agent results without lossy re-summarization. Activates when receiving agent output, relaying research results, passing data between agents, or combining agent findings. Prevents the failure mode where 'not found' becomes 'doesn't exist' and counts get dropped.
Summarize files by reading content, extracting key passages, and applying type-specific strategies. Activates on summarize this file, what's in this file, describe this codebase, file summary, analyze this file, tl;dr this file, what does this code do, explain this config, break down this script. Routes to strategies for code, config, data, documentation, markup, and binary files based on extension and word count.
Describe images and screenshots by viewing content with multimodal Read tool and documenting only visible elements. Activates on what's in this image, describe this screenshot, summarize this diagram, image summary, what does this screenshot show, explain this diagram, break down this chart. Handles UI screenshots, architecture diagrams, charts, photos, code screenshots, and terminal output. Never infers from filenames.
Combines multiple summaries into coherent synthesis. Activates when user requests combine these summaries, synthesize results, merge findings, or multi-source synthesis. This is the reduce step after individual sources have been summarized. Enforces deduplication, conflict surfacing, confidence scoring across sources, and attribution to all sources.
Route summarization requests to the correct methodology and enforce fidelity rules. Activates on summarize, tl;dr, give me the highlights, what's important in this, break down this, what does this code do, explain this file, describe this image, read and summarize. Routes files, URLs, images, and multi-source content to type-specific strategies. Enforces anti-hallucination rules — read before summarizing, extract before abstracting, preserve counts, distinguish absence from nonexistence, prevent lossy re-summarization chains.
Uses power tools
Uses Bash, Write, or Edit tools
Own this plugin?
Verify ownership to unlock analytics, metadata editing, and a verified badge. GitHub access is read-only (username + org membership).
Sign in to claimOwn this plugin?
Verify ownership to unlock analytics, metadata editing, and a verified badge. GitHub access is read-only (username + org membership).
Sign in to claimBased on adoption, maintenance, documentation, and repository signals. Not a security audit or endorsement.
Professional workflow plugins for Claude Code — make Claude apply your project's actual linting rules, commit conventions, and testing standards, not generic defaults. Covers Python, shell, Perl, CI/CD, and AI tooling.
| Without plugins | With plugins |
|---|---|
| Claude gives generic Python advice | Claude applies Python 3.11+, Typer, Rich, httpx conventions specific to your stack |
| Claude says "done" before linters pass | holistic-linting enforces root-cause fixes before any task completes |
| Claude speculates and hallucinates | hallucination-detector blocks completion on ungrounded claims |
| Claude jumps to solutions without investigating | verification-gate forces evidence gathering before action |
| Session transcripts disappear with no learning | agentskill-kaizen mines transcripts for anti-patterns and generates skill patches |
| Commit messages are inconsistent | conventional-commits enforces feat/fix/chore format for semantic versioning |
| Claude reads source files when it should delegate | orchestrator-discipline hooks block investigation escalation at the tool level |
# Add the marketplace (one-time setup, ~10 seconds, no restart required)
/plugin marketplace add Jamie-BitFlight/claude_skills
# Install a plugin
/plugin install plugin-name@jamie-bitflight-skills
Start a new session and ask Claude to perform a task the plugin handles (for example, build a CLI with Typer after installing python3-development). Claude will apply the plugin's conventions rather than generic defaults.
Comprehensive frameworks with multiple skills, commands, and specialized agents.
Read The Fucking Prompt — finds the strongest user reaction to an AI instruction-following failure in a chosen session, reconstructs the triggering assistant output, and renders a shareable terminal-style PNG.
This skill should be used when the model needs to ensure code quality through comprehensive linting and formatting. It provides automatic linting workflows for orchestrators (format → lint → resolve via concurrent agents) and sub-agents (lint touched files before task completion). Prevents claiming "production ready" code without verification. Includes linting rules knowledge base for ruff, mypy, and bandit, plus the linting-root-cause-resolver agent for systematic issue resolution.
When setting up commit message validation for a project. When project has commitlint.config.js or .commitlintrc files. When configuring CI/CD to enforce commit format. When extracting commit rules for LLM prompt generation. When debugging commit message rejection errors.
Comprehensive Perl 5.30+ development plugin with modular skills for scripting, CPAN ecosystem, environment setup, testing, linting, and validation. Includes specialized agents for script development, code auditing, and CLI architecture.
Build FastMCP 3.x Python MCP servers — covers provider/transform architecture (including CodeMode, Tool Search, and server-level transforms), component versioning, session state, authorization (MultiAuth, PropelAuth, connection-pooled token verifiers), evaluation creation, Pydantic validation, async patterns, STDIO and HTTP transports, nginx reverse proxy deployment, background tasks, Prefab Apps UI, security patterns, client SDK usage, testing, deployment, and migration from FastMCP v2. TypeScript is a legacy reference only and is not updated for v3.
npx claudepluginhub jamie-bitflight/claude_skills --plugin summarizerDocumentation and authoring workflow router: audit docs vs code drift, sync docs after changes, optimize prompts and SKILL.md files, validate GLFM and Markdown formatting, summarize files/URLs/images with fidelity enforcement. Use when: docs are out of date, CLAUDE.md needs improving, SKILL.md needs optimizing, checking if documentation matches code, summarizing files or URLs.
Z.AI vision, search, reader, and GitHub exploration via CLI and MCP. Analyze images, search the web, read pages as markdown, explore repos.
Personal Claude Code + Codex dev stack: security hooks, AI-first code conventions, /security-review, /repo-map, /stack-check, portable statusline. Designed to complement other skills-based plugins, not replace them.
Session wrap-up workflow with multi-agent analysis pipeline for documentation, automation, learning, and follow-up suggestions
Complete creative writing suite with 10 specialized agents covering the full writing process: research gathering, character development, story architecture, world-building, dialogue coaching, editing/review, outlining, content strategy, believability auditing, and prose style/voice analysis. Includes genre-specific guides, templates, and quality checklists.
Upstash Context7 MCP server for up-to-date documentation lookup. Pull version-specific documentation and code examples directly from source repositories into your LLM context.