MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
Diagnose IJFW integration health per platform. An agent skill from FerroxLabs/ijfw.
$ npx skills add FerroxLabs/ijfw --skill ijfw-doctor -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install FerroxLabs/ijfw ijfw-doctor --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/FerroxLabs/ijfw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/codex/skills/ijfw-doctor .claude/skills/ijfw-doctor && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "ijfw-doctor" agent skill from https://github.com/FerroxLabs/ijfw/tree/main/codex/skills/ijfw-doctor into .claude/skills/ijfw-doctor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijfw-doctor", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/FerroxLabs/ijfw/tree/main/codex/skills/ijfw-doctorType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add FerroxLabs/ijfw --skill ijfw-doctor -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install FerroxLabs/ijfw ijfw-doctor --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FerroxLabs/ijfw.git skills-src && mkdir -p .agents/skills && cp -r skills-src/codex/skills/ijfw-doctor .agents/skills/ijfw-doctor && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ijfw-doctor" agent skill from https://github.com/FerroxLabs/ijfw/tree/main/codex/skills/ijfw-doctor into .agents/skills/ijfw-doctor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijfw-doctor", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add FerroxLabs/ijfw --skill ijfw-doctor -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install FerroxLabs/ijfw ijfw-doctor --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FerroxLabs/ijfw.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/codex/skills/ijfw-doctor .cursor/skills/ijfw-doctor && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "ijfw-doctor" agent skill from https://github.com/FerroxLabs/ijfw/tree/main/codex/skills/ijfw-doctor into .cursor/skills/ijfw-doctor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijfw-doctor", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/FerroxLabs/ijfw.git --path codex/skills/ijfw-doctor--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add FerroxLabs/ijfw --skill ijfw-doctor -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install FerroxLabs/ijfw ijfw-doctor --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FerroxLabs/ijfw.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/codex/skills/ijfw-doctor .gemini/skills/ijfw-doctor && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "ijfw-doctor" agent skill from https://github.com/FerroxLabs/ijfw/tree/main/codex/skills/ijfw-doctor into .gemini/skills/ijfw-doctor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijfw-doctor", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install FerroxLabs/ijfw ijfw-doctorInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add FerroxLabs/ijfw --skill ijfw-doctor -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/FerroxLabs/ijfw.git skills-src && mkdir -p .github/skills && cp -r skills-src/codex/skills/ijfw-doctor .github/skills/ijfw-doctor && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "ijfw-doctor" agent skill from https://github.com/FerroxLabs/ijfw/tree/main/codex/skills/ijfw-doctor into .github/skills/ijfw-doctor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijfw-doctor", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add FerroxLabs/ijfw --skill ijfw-doctor -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install FerroxLabs/ijfw ijfw-doctor --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FerroxLabs/ijfw.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/codex/skills/ijfw-doctor .opencode/skills/ijfw-doctor && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "ijfw-doctor" agent skill from https://github.com/FerroxLabs/ijfw/tree/main/codex/skills/ijfw-doctor into .opencode/skills/ijfw-doctor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ijfw-doctor", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
ijfw-doctorDiagnose IJFW integration health per platform. An agent skill from FerroxLabs/ijfw.
Ijfw Doctor is an agent skill from FerroxLabs/ijfw. Diagnose IJFW integration health per platform. Trigger: 'doctor', 'check setup', /doctor
Its SKILL.md is about 440 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Agent Workflows. It works with Model Context Protocol. The repository describes itself as: IJFW — It Just Fcking Works. Ferrox Labs' local-first infrastructure for AI coding agents: shared memory, smart routing, multi-AI cross-audits, disciplined workflow. The licence is MIT.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit eda62f3. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
claudenodeFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
nodejs.orgFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Ijfw Doctor loads about 435 tokens when it runs. Until then it costs about 25 tokens; SKILL.md has 224 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from FerroxLabs/ijfw at commit eda62f3, republished under its MIT licence (© FerroxLabs). 224 words, ~435 tokens.
.claude/skills/ijfw-doctor/SKILL.md (or your agent's skills folder).Run each check silently, then emit a single positive-framed report. Never say "failed", "error", or "not found" -- reframe every finding as an action or a ready state.
Call ijfw_metrics. If it responds: "Memory server active". If unreachable: "Memory server ready to connect -- run claude mcp add ijfw-memory node /path/to/mcp-server/src/index.js".
Check .ijfw/memory/ exists and is writable (test -w .ijfw/memory). If writable: "Memory directory writable". If missing: "Memory directory ready to create -- first memory write will initialize it".
Check for hook scripts in the platform's hooks directory (e.g. ~/.claude/hooks/ for Claude, .codex/hooks/ for Codex). If scripts exist and are executable: "Hooks registered and live". If missing: "Hooks standing by -- re-run install.sh to register".
Report which features are active based on what's detected:
Run node --version. If 18+: "Runtime ready (Node <version>)". If missing or older: "Node.js 18+ needed -- install from https://nodejs.org".
5-line list, one line per check, all positive. End with:
All systems active -- IJFW running at full depth.
Or if any items need action:
IJFW active -- <N> of 5 systems at full depth. Steps above complete the setup.
Under 20 lines total. No negatives.
© FerroxLabs, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in codex/skills/ijfw-doctor of FerroxLabs/ijfw.
Open the folder on GitHubat commit eda62f3
Ijfw Doctor next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Ijfw Doctor this skillFerroxLabs/ijfw | 212 | — | ~435 | Automated safety check: Pass | MIT | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server BuildershareAI-lab/learn-claude-code | 78k | 4 repos | ~1.2k | Automated safety check: Pass | MIT | |
| MCP Integration for Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| MemPalace Memory SearchMemPalace/mempalace | 60k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Crush Configurationcharmbracelet/crush | 29k | — | ~3.7k | Automated safety check: Pass | Custom licence |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
shareAI-lab/learn-claude-code
Walks through building MCP servers in Python or TypeScript that expose tools, resources and prompts to Claude, with templates, registration and testing.
anthropics/claude-plugins-official
Explains how to bundle Model Context Protocol servers in a Claude Code plugin, covering config files, stdio, SSE, HTTP and WebSocket server types, and authentication.
MemPalace/mempalace
Mines project files and conversation exports into a local, searchable memory palace and recalls past work by semantic search through the mempalace CLI.
charmbracelet/crush
Explains how to configure the Crush coding agent with crushrc or crush.json, covering providers, models, LSPs, MCP servers, hooks, permissions and config precedence.
mksglu/context-mode
Routes large command, file, API and browser output through context-mode tools so only the needed result enters the agent's context, instead of dumping it via Bash.
FerroxLabs/ijfw
Maintain canonical AGENTS.md (open spec). An agent skill from FerroxLabs/ijfw.
FerroxLabs/ijfw
A skill your agent uses when the user says: 'design', 'redesign', 'UI', 'UX', 'dashboard', 'page', 'component', 'make it look better', 'polish', 'pretty', 'professional', 'user experience'…
FerroxLabs/ijfw
A skill your agent uses when a milestone is shipping and you need to archive its artifacts, generate a summary, and seed the next milestone.
FerroxLabs/ijfw
Challenge decisions, surface counter-arguments, flag assumptions.
FerroxLabs/ijfw
Generate a cross-platform multi-model audit (Trident) on a diff, brief, or artifact.
FerroxLabs/ijfw
Root-cause analysis with hypothesis tracking. An agent skill from FerroxLabs/ijfw.
Works with
Categories
Diagnose IJFW integration health per platform. An agent skill from FerroxLabs/ijfw. Ijfw Doctor is an agent skill from FerroxLabs/ijfw. Diagnose IJFW integration health per platform.
Ijfw Doctor fits situations like: agent Workflows work in your project.
Run `npx skills add FerroxLabs/ijfw --skill ijfw-doctor -a claude-code`. Or copy the skill folder (codex/skills/ijfw-doctor in FerroxLabs/ijfw) into .claude/skills/ijfw-doctor in your project. Claude Code loads it when a task matches its description.
Run `npx skills add FerroxLabs/ijfw --skill ijfw-doctor -a codex`. Or copy the skill folder (codex/skills/ijfw-doctor in FerroxLabs/ijfw) into .agents/skills/ijfw-doctor in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add FerroxLabs/ijfw --skill ijfw-doctor -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ijfw-doctor, .gemini/skills/ijfw-doctor, .github/skills/ijfw-doctor and .opencode/skills/ijfw-doctor in your project.
Going by SKILL.md and its folder, Ijfw Doctor needs the command-line tools its instructions call (claude and node). Our summary lists: Node.js.
SKILL.md names 1 domain. As links in the text: nodejs.org. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Ijfw Doctor is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 435 tokens (SKILL.md is roughly 1.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Ijfw Doctor: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars) and MemPalace Memory Search (MemPalace/mempalace, 60k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
FerroxLabs (a GitHub user) maintains it in FerroxLabs/ijfw, which has 212 GitHub stars. The repository holds 38 skills in this directory. The repository was last updated on October 5, 2026.
Source: FerroxLabs/ijfw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.