Summarize files, URLs, and images including code, docs, screenshots, diagrams, and web content with fidelity preservation, quote-grounded extraction, anti-hallucination checks, and structured YAML outputs. Deploy autonomous agents for hands-off processing of codebases, visuals, and pages, plus skills and hooks for orchestrating multi-source synthesis and validating agent results.
npx claudepluginhub jamie-bitflight/claude_skills --plugin summarizerAutonomous 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.
Summarize web content by fetching URLs, extracting key passages with quote-grounding, and producing structured output. Activates on summarize this URL, what does this page say, summarize this article, read and summarize, summarize the documentation at, tl;dr this link, give me the highlights of this page, what's important on this site. Routes to fetching strategy based on content type — documentation, articles, API references, READMEs. Reports partial accessibility explicitly.
Uses power tools
Uses Bash, Write, or Edit tools
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Sign in to claimDocumentation 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.
Codebase orientation agent using rskim for structure extraction and task-relevant code discovery
Session wrap-up workflow with multi-agent analysis pipeline for documentation, automation, learning, and follow-up suggestions
Smart README generation from project analysis
Semantic search for Claude Code conversations. Remember past discussions, decisions, and patterns.
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.