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Universal Skills Manager

The master coordinator for AI skills. Discovers skills from multiple sources (SkillsMP.com, SkillHub, and ClawHub), manages installation, and synchronization across Claude Code, Gemini CLI, Google Anti-Gravity, OpenCode, and other AI tools. Handles User-level (Global) and Project-level (Local) scopes.

Audits

Suspicious
ClawScanSuspicious

Agentic behavior and permission review.

Static analysisPass

Pattern checks against bundled files.

VirusTotalPass

Multi-engine malware detections and file reputation.

Install

openclaw skills install universal-skills-manager
<!-- Version: 1.7.0 -->

Universal Skills Manager

This skill empowers the agent to act as a centralized skill manager for AI capabilities. It discovers skills from multiple sources — SkillsMP.com (curated, AI semantic search), SkillHub (community skills, no API key required), and ClawHub (versioned skills, semantic search, no API key required) — and unifies skill management across multiple AI tools (Claude Code, Gemini, Anti-Gravity, OpenCode, Cline, Cursor, etc.), ensuring consistency and synchronization.

When to Use This Skill

Activate this skill when the user:

  • Wants to find or search for new skills.
  • Wants to install a skill (from a search result or local file).
  • Wants to sync skills between different AI tools (e.g., "Copy this Gemini skill to OpenCode").
  • Asks to move or copy skills between scopes (User vs. Project).
  • Mentions "Google Anti-Gravity", "OpenCode", or "Gemini" in the context of skills/extensions.
  • Wants to package a skill for claude.ai, Claude Desktop, or ChatGPT (ZIP upload).

Supported Ecosystem

This skill manages the following tools and scopes. Always verify these paths exist before acting.

ToolUser Scope (Global)Project Scope (Local)
Gemini CLI~/.gemini/skills/./.gemini/skills/
Google Anti-Gravity~/.gemini/antigravity/skills/./.antigravity/extensions/
OpenCode~/.config/opencode/skills/./.opencode/skills/
OpenClaw~/.openclaw/workspace/skills/./.openclaw/skills/
Claude Code~/.claude/skills/./.claude/skills/
OpenAI Codex~/.codex/skills/./.codex/skills/
block/goose~/.config/goose/skills/./.goose/agents/
Roo Code~/.roo/skills/./.roo/skills/
Cursor~/.cursor/skills/./.cursor/skills/
Cline~/.cline/skills/./.cline/skills/

Cloud Platforms (ZIP Upload Required):

PlatformInstallation Method
claude.aiUpload ZIP via Settings → Capabilities → Upload Skill
Claude DesktopUpload ZIP via Settings → Capabilities → Upload Skill
ChatGPTUpload ZIP via Profile → Skills → New skill → Upload from your computer

Note: claude.ai, Claude Desktop, and ChatGPT don't have access to local environment variables. Use the "Package for Cloud Upload" capability (Section 5) to create a ZIP. Embedding an API key is optional — SkillHub and ClawHub search work without one. If you do include a key, do NOT share the ZIP publicly (see Section 5 for credential safety guidance).

ChatGPT Skills are currently in beta and available on Business, Enterprise, Edu, Teachers, and Healthcare plans. Skills are off by default for Enterprise/Edu — workspace admins must enable them in Permissions & roles.

IMPORTANT - Universal Skills Manager Platform Limitations:

This skill (Universal Skills Manager) requires network access to call the SkillsMP API, SkillHub API, ClawHub API, and GitHub. Handle these scenarios:

  • If user asks to package/ZIP the Universal Skills Manager itself for claude.ai or ChatGPT: Tell the user: "The Universal Skills Manager won't work on claude.ai or ChatGPT because it requires network access to call the SkillsMP API, SkillHub API, ClawHub API, and GitHub APIs. These platforms' code execution environments don't allow outbound network requests. However, I can package OTHER skills for cloud upload - those will work as long as they don't require network access."

  • If user wants to try the Universal Skills Manager on Claude Desktop: Tell the user: "Claude Desktop has network access capabilities, but there is a known bug where custom domains added to the 'Additional allowed domains' setting are not included in the network egress JWT token. This means the skill cannot reach the required APIs even after whitelisting them.

    Required domains (for when the bug is fixed):

    • skillsmp.com (for SkillsMP skill searches)
    • skills.palebluedot.live (for SkillHub skill searches)
    • clawhub.ai (for ClawHub skill searches and direct file downloads)
    • api.github.com and raw.githubusercontent.com (for skill downloads from GitHub)

    Workaround: Use Claude Code CLI instead, which has unrestricted network access and works with all three skill sources. You can install via: curl -fsSL https://raw.githubusercontent.com/jacob-bd/universal-skills-manager/main/install.sh | sh -s -- --tools claude"

(Note: If a tool uses a different directory structure, ask the user to confirm the path, then note it for future reference.)

Core Capabilities

1. Smart Installation & Synchronization

Trigger: User asks to install a skill (e.g., "Install the debugging skill" or "Install skill ID xyz").

Procedure:

  1. Identify Source:

    • If from SkillsMP search result: Use the githubUrl from the API response
    • If from SkillHub search result: Fetch skill details via /api/skills/{id} to get skillPath and branch, then construct GitHub tree URL
    • If from ClawHub search result: Use the slug to fetch content via ClawHub's /file endpoint (see Section C below)
    • If from skill name/ID: Search available sources (SkillsMP, SkillHub, and/or ClawHub) to find the skill
    • If local: Identify the source path

  2. Verify Repository Structure (CRITICAL):

    • Before downloading, browse the GitHub repo to confirm the skill folder location
    • Use GitHub API to list directory contents: GET /repos/{owner}/{repo}/contents?ref={branch}
    • Look for folders containing SKILL.md - this is the actual skill directory
    • Common patterns: skill/, skills/{name}/, root level, or custom folder names
    • Confirm the correct path before generating the download URL

  3. Download Using Helper Script:

    • Use install_skill.py (located in this skill's scripts/ folder):
    python3 ~/.claude/skills/universal-skills-manager/scripts/install_skill.py \
  --url "https://github.com/{owner}/{repo}/tree/{branch}/{skill-folder}" \
  --dest "{target-path}" \
  --dry-run  # Preview first, then remove flag to install
    • The script handles: atomic install, validation, subdirectories, safety checks
    • Safety feature: Script will abort (exit code 4) if destination is a root skills directory
    • Update detection: If skill exists, shows diff and prompts for confirmation
    • Security scan: The install script automatically scans downloaded skills for security threats (invisible characters, data exfiltration, prompt injection). Review any findings before proceeding.

  4. Determine Primary Target:

    • Ask: "Should this be installed Globally (User) or Locally (Project)?"
    • Determine the primary tool (e.g., if user is in Claude Code, Claude is primary)
    • If the user specifies claude.ai, Claude Desktop, or ChatGPT as the target, go to Step 4a instead of Step 5.

    4a. Cloud Platform Target Flow (claude.ai / Claude Desktop / ChatGPT): If the user wants the skill for claude.ai, Claude Desktop, or ChatGPT:

    1. Validate frontmatter by running validate_frontmatter.py against the downloaded SKILL.md: 
      python3 scripts/validate_frontmatter.py /path/to/downloaded/SKILL.md
    2. If the skill passes validation, package it as a ZIP and provide upload instructions (see Step 6a below).
    3. If the skill fails validation, notify the user with the exact issues before doing anything:

      "This skill isn't formatted correctly for cloud upload. I found these issues:

      • [list each issue from the validator, e.g., 'Unsupported top-level key: version', 'Description uses a YAML block scalar']

      I can fix these automatically — unsupported keys will be moved into metadata, block scalars will be converted to inline strings, etc. The skill's functionality won't change.

      Would you like me to fix it and package it?"

    4. If the user agrees: Run the fix and re-validate: 
      python3 scripts/validate_frontmatter.py /path/to/downloaded/SKILL.md --fix
      Then package as ZIP (Step 6a).
    5. If the user declines: Skip cloud packaging. Offer to install the skill as-is to other locally detected tools instead.

    6a. Package and deliver ZIP:

    • Create a ZIP containing the skill folder (with fixed SKILL.md if applicable)
    • Provide upload instructions based on the target platform:

      For claude.ai / Claude Desktop: "Your skill is packaged and ready. To install:

      1. Go to Settings → Capabilities
      2. Click 'Upload skill' in the Skills section
      3. Select the ZIP file and upload"

      For ChatGPT: "Your skill is packaged and ready. To install:

      1. Click your profile icon and select Skills (or go to chatgpt.com/skills)
      2. Click 'New skill'
      3. Select 'Upload from your computer'
      4. Select the ZIP file and upload"
    • Continue to Step 5 to offer syncing to other local tools as well.

  5. The "Sync Check" (CRITICAL):

    • Scan: Check if other supported tools are installed on the system (look for their config folders)
    • Propose: "I see you also have OpenCode and Cursor installed. Do you want to sync this skill to them as well?"

  6. Execute:

    • For each target location, ensure the parent directory exists: mkdir -p {target-skills-dir}
    • Run the install script for each target location
    • Ensure the standard structure is maintained

  7. Report Success:

    • Show installed skill name, author, and location(s)
    • Display GitHub URL and stars count for reference

2. The "Updates & Consistency" Check

Trigger: User modifies a skill or asks to "sync" skills.

Procedure:

  1. Compare: Check the modification times or content of the skill across all installed locations.
  2. Report: "The 'code-review' skill in Gemini is newer than the one in OpenCode."
  3. Action: Offer to overwrite older versions with the newer version to ensure consistency.

3. Skill Discovery (Multi-Source)

Trigger: User searches for skills (e.g., "Find a debugging skill" or "Search for React skills").

Procedure:

  1. Discover API Key and Select Source:

    • Step 1 - Environment Variable: Check $SKILLSMP_API_KEY

      printenv SKILLSMP_API_KEY

      If set and non-empty, use SkillsMP as the primary search source. Note: Use printenv (not echo $VAR) — it queries the process environment directly and is more reliable across shell contexts.

    • Step 2 - Config File: Check for config.json in this skill's directory

      # Look for config.json in skill directory (path varies by tool)
cat ~/.claude/skills/universal-skills-manager/config.json 2>/dev/null

      If skillsmp_api_key field has a non-empty value, use SkillsMP as primary source.

    • Step 3 - Source Selection: If no API key found, present the user with a choice:

      "I don't see a SkillsMP API key configured. You have three options:

      A) Provide your SkillsMP API key (get one at skillsmp.com) — curated skills with AI semantic search

      B) Search SkillHub's open catalog — community skills, no API key needed

      C) Search ClawHub — versioned skills with semantic search, no API key needed

      Which would you prefer?"

      • If user chooses A: Collect key, validate it (see below), store in memory for this session, proceed with SkillsMP
      • If user chooses B: Proceed with SkillHub search (no key needed)
      • If user chooses C: Proceed with ClawHub search (no key needed)

    • Key Validation: SkillsMP API keys always start with sk_live_skillsmp_. If the user provides a key that does not match this prefix, reject it immediately:

      "That doesn't look like a valid SkillsMP API key. Keys start with sk_live_skillsmp_. You can get one at https://skillsmp.com — or choose SkillHub/ClawHub search instead (no key needed)."

    • Security: Never log, display, or echo the full API key value.

    Note for claude.ai/Desktop/ChatGPT users: Environment variables are not available. Use the "Package for Cloud Upload" capability (Section 5) to create a ZIP with your API key embedded, or provide your key when prompted.

  2. Execute Search Based on Selected Source:

    If using SkillsMP (primary, curated):

    • Choose method:
      • Keyword Search (/api/v1/skills/search): For specific terms, exact matches
      • AI Semantic Search (/api/v1/skills/ai-search): For natural language queries (e.g., "help me debug code")
    • IMPORTANT: Always capture the API key into a local variable first, then use it. Direct $SKILLSMP_API_KEY expansion in curl can fail in some shell contexts.
    • IMPORTANT: Always include a User-Agent header. SkillsMP is behind Cloudflare, which blocks bare curl requests (403 Forbidden). 
      # Step 1: Capture key (do this once per session)
API_KEY=$(printenv SKILLSMP_API_KEY)

# Step 2: Use ${API_KEY} in curl commands (User-Agent required)
# Keyword Search
curl -X GET "https://skillsmp.com/api/v1/skills/search?q={query}&limit=20&sortBy=recent" \
  -H "Authorization: Bearer ${API_KEY}" \
  -H "User-Agent: Universal-Skills-Manager"

# AI Semantic Search (for natural language queries)
curl -X GET "https://skillsmp.com/api/v1/skills/ai-search?q={query}" \
  -H "Authorization: Bearer ${API_KEY}" \
  -H "User-Agent: Universal-Skills-Manager"
    • Parse: Extract from data.skills[] (keyword) or data.data[] (AI search)
    • Available fields: id, name, author, description, githubUrl, skillUrl, stars, updatedAt
    • Note: SkillsMP requires a q parameter — there is no browse/list endpoint. However, q=* works as a wildcard to surface top skills (combine with sortBy=stars for popularity). For dedicated browsing, use SkillHub or ClawHub instead (both support browsing by stars/downloads).

    If using SkillHub (open catalog, no auth):

    • Execute: 
      # SkillHub Search (no authentication required)
curl -X GET "https://skills.palebluedot.live/api/skills?q={query}&limit=20" \
  -H "User-Agent: Universal-Skills-Manager"
    • Parse: Extract from skills[] array
    • Available fields: id, name, description, githubOwner, githubRepo, githubStars, downloadCount, securityScore
    • Note: SkillHub does not have an AI semantic search — keyword search only

    If using ClawHub (versioned skills, semantic search, no auth):

    • Choose method:
      • Semantic Search (/api/v1/search): For natural language queries — returns results ranked by vector similarity score
      • Browse/List (/api/v1/skills): For browsing by popularity, stars, or recency
    • Execute: 
      # Semantic Search (vector/similarity search)
curl -X GET "https://clawhub.ai/api/v1/search?q={query}&limit=20" \
  -H "User-Agent: Universal-Skills-Manager"

# Browse by stars, downloads, or trending
curl -X GET "https://clawhub.ai/api/v1/skills?limit=20&sort=stars" \
  -H "User-Agent: Universal-Skills-Manager"
# Other sort options: sort=downloads, sort=trending, sort=updated
    • Parse:
      • Semantic search: Extract from results[] array — each has score, slug, displayName, summary, version, updatedAt
      • Browse: Extract from items[] array — each has slug, displayName, summary, version, stats.stars, stats.downloads
    • Note: ClawHub hosts skill files directly (not on GitHub). Use the slug field when installing — see Section C.

  3. Display Results (Unified Format): Display results in a consistent table format regardless of source. Include the Source column to indicate origin:

    | # | Skill | Author | Stars | Source | Description |
|---|-------|--------|-------|--------|-------------|
| 1 | debugging-strategies | wshobson | 27,021 | SkillHub | Master systematic debugging... |
| 2 | code-debugging | AuthorX | 15 | SkillsMP | Systematic debugging methodology... |
| 3 | self-improving-agent | clawhub-user | 42 | ClawHub | Agent that improves itself... |
    • For SkillsMP AI search: Also show relevance score
    • For SkillHub: Show securityScore if available
    • For ClawHub semantic search: Show similarity score if available
    • Limit to top 10-15 results for readability

  4. Search More Sources: After displaying results from any source, offer to search the remaining unsearched sources:

    • If 2 sources remain: "Want to also search {source1} or {source2}? Or both?"
    • If 1 source remains: "Want to also search {source}?"

    Available sources: SkillsMP (requires API key), SkillHub (no key), ClawHub (no key)

    If yes:

    • Query the selected source(s) with the same search terms
    • Deduplicate: Compare results across sources:
      • SkillsMP ↔ SkillHub: By full skill ID ({owner}/{repo}/{path})
      • ClawHub ↔ others: By skill name (ClawHub uses slugs, not GitHub paths)
    • Append unique results to the display, labeled with their source tag

  5. Offer Installation:

    • After displaying results, ask: "Which skill would you like to install?"
    • For SkillsMP results: Note the skill's githubUrl for content fetching
    • For SkillHub results: Note the skill's id for detail fetching (needed to get skillPath and branch)
    • For ClawHub results: Note the skill's slug for direct file fetching via ClawHub's /file endpoint

4. Skill Matrix Report

Trigger: User asks for skill report/overview (e.g., "Show my skills", "What skills do I have?", "Skill report", "Compare my tools").

Procedure:

  1. Detect Installed Tools: Check which AI tools are installed by verifying their user-level skills directories exist:

    # Check each tool's skills directory
ls -d ~/.claude/skills 2>/dev/null && echo "Claude: ✓"
ls -d ~/.codex/skills 2>/dev/null && echo "Codex: ✓"
ls -d ~/.gemini/skills 2>/dev/null && echo "Gemini: ✓"
ls -d ~/.gemini/antigravity/skills 2>/dev/null && echo "Antigravity: ✓"
ls -d ~/.openclaw/workspace/skills 2>/dev/null && echo "OpenClaw: ✓"
ls -d ~/.cursor/skills 2>/dev/null && echo "Cursor: ✓"
ls -d ~/.config/opencode/skills 2>/dev/null && echo "OpenCode: ✓"
ls -d ~/.roo/skills 2>/dev/null && echo "Roo: ✓"
ls -d ~/.config/goose/skills 2>/dev/null && echo "Goose: ✓"
ls -d ~/.cline/skills 2>/dev/null && echo "Cline: ✓"

  2. Collect All Skills: For each detected tool, list skill folders:

    find ~/.{claude,codex,gemini,gemini/antigravity,openclaw/workspace,cursor,config/opencode,config/goose,roo,cline}/skills -maxdepth 1 -type d 2>/dev/null | \
  xargs -I{} basename {} | sort -u

  3. Generate Matrix Table: Create a markdown table where:

    • Rows = skill names (deduplicated across all tools)
    • Columns = only tools that are installed on the system
    • Cells = ✅ (installed) or ❌ (not installed)

    Example output:

    | Skill | Claude | Codex | Gemini |
|-------|--------|-------|--------|
| humanizer | ✅ | ❌ | ✅ |
| skill-creator | ❌ | ✅ | ❌ |
| using-superpowers | ✅ | ✅ | ✅ |

  4. Show Summary:

    • Total skills across all tools
    • Skills unique to one tool
    • Skills installed everywhere

5. Package for Cloud Upload (claude.ai / Claude Desktop / ChatGPT)

Trigger: User wants to use this skill in claude.ai, Claude Desktop, or ChatGPT (e.g., "Package this for claude.ai", "Create a ZIP for Claude Desktop", "Package for ChatGPT", "I want to upload this skill to claude.ai", "Prepare skill for web upload", "Package this for chatgpt.com").

Procedure:

  1. Explain the Process: "I'll create a ZIP file with this skill ready for upload to claude.ai, Claude Desktop, or ChatGPT. Since cloud environments don't have access to your local environment variables, I can optionally embed your API key in the package. Note: the API key is optional — SkillHub and ClawHub search work without one."

  2. Validate Frontmatter Compatibility (CRITICAL — do this BEFORE packaging): Run validate_frontmatter.py to check the SKILL.md against the Agent Skills spec (used by both claude.ai/Claude Desktop and ChatGPT):

    # Validate only (report issues)
python3 scripts/validate_frontmatter.py /path/to/SKILL.md

# Validate and auto-fix (overwrites file)
python3 scripts/validate_frontmatter.py /path/to/SKILL.md --fix

# Validate a ZIP file
python3 scripts/validate_frontmatter.py /path/to/skill.zip --fix

    The script checks for unsupported top-level keys, nested metadata, non-string metadata values, and field length violations. With --fix, it automatically moves unsupported keys into metadata, flattens nested objects, and converts values to strings. Tell the user what was fixed. See Operational Rule 5 for the full spec.

  3. Collect API Key (Optional):

    • Ask: "Would you like to include your SkillsMP API key for curated search? This is optional — SkillHub and ClawHub work without a key. If you skip this, the packaged skill will still work for SkillHub and ClawHub searches."
    • If user wants to include a key:
      • Ask: "Please provide your SkillsMP API key. You can get one at https://skillsmp.com"
      • Wait for user to provide the key
      • Validate: Key must start with sk_live_skillsmp_. If invalid, reject and re-prompt or offer to skip.
      • Security: Do not echo or display the key back to the user
    • If user skips, create the ZIP without config.json
    • Credential safety warning (IMPORTANT — always display this if a key is included):

      "Security note: This ZIP will contain your API key in plain text. Please follow these precautions:

      • Do NOT share this ZIP publicly, post it online, or commit it to version control
      • Do NOT distribute this ZIP to others — each user should package their own
      • Use a scoped/least-privilege key if your provider supports it
      • Rotate your key if you suspect the ZIP was exposed
      • The key is stored locally in config.json inside the ZIP and is only used at runtime to authenticate with the SkillsMP API"

  4. Create Package Contents:

    • Create a temporary directory structure: 
      universal-skills-manager/
├── SKILL.md          # Copy from current skill
├── config.json       # Create with embedded API key
└── scripts/
    └── install_skill.py  # Copy from current skill
    • Generate config.json with the user's API key: 
      {
  "skillsmp_api_key": "USER_PROVIDED_KEY_HERE"
}

  5. Create ZIP File:

    • Use Python to create the ZIP: 
      import zipfile
import json
import tempfile
from pathlib import Path

# Create ZIP in user's Downloads or current directory
zip_path = Path.home() / "Downloads" / "universal-skills-manager.zip"
skill_dir = Path("~/.claude/skills/universal-skills-manager").expanduser()

with tempfile.TemporaryDirectory() as temp_dir:
    temp_path = Path(temp_dir)
    
    # Copy skill files
    for file_path in skill_dir.rglob('*'):
        if file_path.is_file() and file_path.name != 'config.json':
            rel_path = file_path.relative_to(skill_dir)
            dest = temp_path / rel_path
            dest.parent.mkdir(parents=True, exist_ok=True)
            dest.write_bytes(file_path.read_bytes())
    
    # Create config.json with API key
    config = {"skillsmp_api_key": "USER_API_KEY"}
    (temp_path / "config.json").write_text(json.dumps(config, indent=2))
    
    # Create ZIP
    with zipfile.ZipFile(zip_path, 'w', zipfile.ZIP_DEFLATED) as zf:
        for file_path in temp_path.rglob('*'):
            if file_path.is_file():
                arcname = f"universal-skills-manager/{file_path.relative_to(temp_path)}"
                zf.write(file_path, arcname)
    • Alternatively, provide the ZIP as a downloadable artifact

  6. Provide Upload Instructions:

    • "Your skill package is ready! To use it:"
    • For claude.ai / Claude Desktop:
      • "1. Download the ZIP file"
      • "2. Go to Settings → Capabilities"
      • "3. Click 'Upload skill' in the Skills section"
      • "4. Select the ZIP file and upload"
      • "5. Enable the skill and start using it!"
    • For ChatGPT:
      • "1. Download the ZIP file"
      • "2. Click your profile icon and select Skills (or go to chatgpt.com/skills)"
      • "3. Click 'New skill'"
      • "4. Select 'Upload from your computer'"
      • "5. Select the ZIP file and upload"
      • "6. The skill is now installed and ChatGPT will use it when relevant!"

  7. Security Reminder:

    • If a key was embedded: "This ZIP contains your API key. Do NOT share it publicly, distribute it to others, or commit it to version control. If you need to share the skill, create a key-free version (without config.json) and let each user add their own key."
    • If no key was embedded: "This ZIP is safe to share — it contains no credentials. Recipients can add their own API key later, or use SkillHub/ClawHub search which requires no key."

Operational Rules

  1. Structure Integrity: When installing, always ensure the skill has its own folder (e.g., .../skills/my-skill/). Do not dump loose files into the root skills directory. Always run mkdir -p on the target path before copying files.

  2. Conflict Safety: If a skill already exists at a target location, always ask before overwriting, unless the user explicitly requested a "Force Sync."

  3. User-Agent Required: Always include -H "User-Agent: Universal-Skills-Manager" in all curl requests. APIs behind Cloudflare (like SkillsMP) return 403 Forbidden for bare curl requests without a User-Agent header.

  4. OpenClaw Note: OpenClaw may require a restart to pick up new skills if skills.load.watch is not enabled in openclaw.json. Warn the user of this after installation.

  5. Cross-Platform Adaptation:

    • Gemini uses SKILL.md.
    • Cline uses the same SKILL.md format with name and description frontmatter. The name field must match the directory name. No manifest generation required. Note: Cline also reads .claude/skills/ at the project level, so Claude Code project skills work in Cline automatically.
    • If OpenCode or Anti-Gravity require a specific manifest (e.g., manifest.json), generate a basic one based on the SKILL.md frontmatter during installation.

  6. Cloud Platform Frontmatter Compatibility Check (claude.ai / Claude Desktop / ChatGPT): When a user wants to upload or package a skill for claude.ai, Claude Desktop, or ChatGPT, validate the SKILL.md frontmatter against the Agent Skills specification. All three platforms use strict frontmatter validation that rejects ambiguous YAML constructs like block scalars. Non-compliant skills will be rejected with "malformed YAML frontmatter" or "unexpected key" errors.

    Allowed top-level frontmatter fields (Agent Skills spec):

    FieldRequiredConstraints
    nameYesMax 64 chars, lowercase letters/numbers/hyphens only, must match directory name
    descriptionYesMax 1024 chars. No angle brackets (< or >). Avoid literal block scalars (|) — known to fail with blank lines. Folded scalars (>) work but inline strings are safest
    licenseNoLicense name or reference to bundled file
    compatibilityNoMax 500 chars, environment requirements
    metadataNoFlat key-value pairs only (string keys to string values — no nested objects, no arrays)
    allowed-toolsNoSpace-delimited list of pre-approved tools (experimental)

    Use the validation script (preferred — avoids manual YAML errors):

    # Validate a SKILL.md
python3 scripts/validate_frontmatter.py /path/to/SKILL.md

# Validate and auto-fix in place
python3 scripts/validate_frontmatter.py /path/to/SKILL.md --fix

# Validate and fix a ZIP file (rewrites SKILL.md inside the ZIP)
python3 scripts/validate_frontmatter.py /path/to/skill.zip --fix

    The script (scripts/validate_frontmatter.py) is zero-dependency Python 3. It checks all constraints and with --fix automatically applies these corrections:

    • Moves unsupported top-level keys (e.g., version, author, homepage, category) into metadata as string values
    • Flattens nested metadata objects (e.g., metadata.clawdbot.requires.bins: [x, y] → metadata.clawdbot-requires-bins: "x, y")
    • Converts non-string metadata values to quoted strings (e.g., true → "true")
    • Collapses literal block scalar (|) descriptions to inline quoted strings (known to fail with blank lines). Folded scalars (>) trigger a warning but work in current Claude Desktop
    • Strips angle brackets (< >) from description (Anthropic's validator rejects them)
    • Converts YAML list-format allowed-tools to space-delimited string
    • Truncates description if over 1024 chars
    • Validates the fix and reports if any issues remain

    If the script is not available, do the validation manually:

    1. Read the SKILL.md frontmatter
    2. Check all top-level keys are in the allowed set: name, description, license, compatibility, metadata, allowed-tools
    3. If metadata is present, verify all values are strings (no nested objects or arrays)
    4. Verify name is lowercase with hyphens only, max 64 chars
    5. Verify description is max 1024 chars

    If validation fails, tell the user exactly what's wrong and offer to fix it (run the script with --fix, or apply the fixes manually).

Available Tools

  • bash (curl): Make API calls to SkillsMP.com, SkillHub (skills.palebluedot.live), and ClawHub (clawhub.ai); fetch skill content from GitHub or ClawHub directly.
  • web_fetch: Fetch skill content from GitHub raw URLs, SkillHub API, or ClawHub API (alternative to curl).
  • read_file / write_file: Manage local skill files.
  • glob: Find existing skills in local directories.

Implementation Details

Skill Structure

Skills typically contain:

  • SKILL.md (required): Main instructions with frontmatter.
  • Reference docs: Additional documentation files.
  • Scripts: Helper scripts (Python, shell, etc.).
  • Config files: JSON, YAML configurations.

Installation Logic

A. Installing from SkillsMP API

  1. Fetch Skill Content:

    • Convert githubUrl to raw content URL: 
      Input:  https://github.com/{user}/{repo}/tree/{branch}/{path}
Output: https://raw.githubusercontent.com/{user}/{repo}/{branch}/{path}/SKILL.md
    • Fetch the SKILL.md content using curl or web_fetch

  2. Create Directory:

    • Use skill name from API response for directory: .../skills/{skill-name}/
    • Example: .../skills/code-debugging/

  3. Save SKILL.md:

    • Write the fetched content to SKILL.md in the new directory
    • Preserve the original YAML frontmatter and content

  4. Handle Additional Files (Optional):

    • Check if GitHub repo has additional files (reference docs, scripts)
    • Optionally fetch and save them to maintain complete skill package

  5. Confirm:

    • Report: "Installed '{name}' by {author} to {path}"
    • Show GitHub URL and stars count
    • Offer sync to other AI tools

B. Installing from SkillHub

  1. Fetch Skill Details:

    • Use the skill's id from the search result to get full details: 
      curl -X GET "https://skills.palebluedot.live/api/skills/{id}"
    • IMPORTANT: The id field (e.g., wshobson/agents/debugging-strategies) does NOT map to the file path within the repo. You MUST use the detail endpoint to get the actual skillPath and branch.
    • Extract from response: githubOwner, githubRepo, branch, skillPath

  2. Construct GitHub URL:

    • Build the GitHub tree URL from the detail response: 
      https://github.com/{githubOwner}/{githubRepo}/tree/{branch}/{skillPath}
    • Example: https://github.com/wshobson/agents/tree/main/plugins/developer-essentials/skills/debugging-strategies

  3. Download Using Helper Script:

    • From this point, the flow is identical to SkillsMP installation: 
      python3 ~/.claude/skills/universal-skills-manager/scripts/install_skill.py \
  --url "https://github.com/{githubOwner}/{githubRepo}/tree/{branch}/{skillPath}" \
  --dest "{target-path}"

  4. Confirm:

    • Report: "Installed '{name}' from SkillHub to {path}"
    • Show GitHub URL and stars count
    • Offer sync to other AI tools

C. Installing from ClawHub

ClawHub hosts skill files directly (not on GitHub), so the install flow bypasses install_skill.py and fetches content via ClawHub's API.

  1. Fetch SKILL.md Content:

    • Use ClawHub's file endpoint to get the raw SKILL.md: 
      curl -s "https://clawhub.ai/api/v1/skills/{slug}/file?path=SKILL.md" \
  -H "User-Agent: Universal-Skills-Manager" \
  -o /tmp/clawhub-{slug}/SKILL.md
    • IMPORTANT: This endpoint returns raw text/plain content, NOT JSON. Save the response body directly as the file.
    • The x-content-sha256 response header can be used to verify file integrity.

  2. Handle Multi-File Skills (if applicable):

    • If the skill has additional files (scripts, configs), use ClawHub's download endpoint: 
      curl -s "https://clawhub.ai/api/v1/download?slug={slug}" \
  -H "User-Agent: Universal-Skills-Manager" \
  -o /tmp/clawhub-{slug}.zip
unzip -o /tmp/clawhub-{slug}.zip -d /tmp/clawhub-{slug}/
    • To check if a skill has multiple files, inspect the detail response from GET /api/v1/skills/{slug} — the latestVersion object may indicate file count.

  3. Run Security Scan:

    • Since install_skill.py is bypassed, run the security scanner manually: 
      python3 ~/.claude/skills/universal-skills-manager/scripts/scan_skill.py /tmp/clawhub-{slug}/
    • Review any findings before proceeding. ClawHub has VirusTotal integration but our scan provides an additional layer.

  4. Validate YAML Frontmatter:

    • Verify the SKILL.md has valid YAML frontmatter (name, description fields).
    • If invalid, warn the user and ask whether to proceed.

  5. Create Directory and Install:

    • Create the target directory: .../skills/{slug}/
    • Copy all files from the temp directory to the destination: 
      mkdir -p {target-path}/{slug}
cp -r /tmp/clawhub-{slug}/* {target-path}/{slug}/

  6. Confirm:

    • Report: "Installed '{displayName}' (v{version}) from ClawHub to {path}"
    • Show version info and stars count
    • Offer sync to other AI tools

  7. Cleanup:

    • Remove the temporary directory: 
      rm -rf /tmp/clawhub-{slug}/ /tmp/clawhub-{slug}.zip

D. Installing from Local Source (Sync/Copy)

  1. Retrieve: Read all files from the source directory.
  2. Create Directory: Create the target directory .../skills/{slug}/.
  3. Save Files: Copy all files to the new location, preserving filenames.

SkillsMP API Configuration

Base URL: https://skillsmp.com/api/v1

Authentication:

Authorization: Bearer $SKILLSMP_API_KEY

Available Endpoints:

  • GET /api/v1/skills/search?q={query}&page={1}&limit={20}&sortBy={recent|stars}
  • GET /api/v1/skills/ai-search?q={query}

Response Format (Keyword Search):

{
  "success": true,
  "data": {
    "skills": [
      {
        "id": "...",
        "name": "skill-name",
        "author": "AuthorName",
        "description": "...",
        "githubUrl": "https://github.com/user/repo/tree/main/path",
        "skillUrl": "https://skillsmp.com/skills/...",
        "stars": 10,
        "updatedAt": 1768838561
      }
    ],
    "pagination": {
      "page": 1,
      "limit": 20,
      "total": 3601,
      "totalPages": 1801,
      "hasNext": true
    }
  }
}

Response Format (AI Search):

{
  "success": true,
  "data": {
    "search_query": "...",
    "data": [
      {
        "file_id": "...",
        "filename": "...",
        "score": 0.656,
        "skill": {
          "id": "...",
          "name": "...",
          "author": "...",
          "description": "...",
          "githubUrl": "...",
          "skillUrl": "...",
          "stars": 0,
          "updatedAt": 1769542668
        }
      }
    ]
  }
}

Error Handling:

  • 401: Invalid or missing API key
  • 400: Missing required query parameter
  • 500: Internal server error

SkillHub API Configuration

Base URL: https://skills.palebluedot.live/api

Authentication: None required (open API)

Available Endpoints:

  • GET /api/skills?q={query}&limit={20} — Search skills by keyword
  • GET /api/skills/{id} — Get full skill details (includes skillPath, branch, rawContent)
  • GET /api/categories — List skill categories
  • GET /api/health — Health check

Search Response Format:

{
  "skills": [
    {
      "id": "wshobson/agents/debugging-strategies",
      "name": "debugging-strategies",
      "description": "Master systematic debugging...",
      "githubOwner": "wshobson",
      "githubRepo": "agents",
      "githubStars": 27021,
      "downloadCount": 0,
      "securityScore": 100,
      "securityStatus": null,
      "rating": 0,
      "isVerified": false,
      "compatibility": { "platforms": [] }
    }
  ],
  "pagination": {
    "page": 1,
    "limit": 20,
    "total": 1000,
    "totalPages": 50
  },
  "searchEngine": "meilisearch",
  "processingTimeMs": 10
}

Detail Response Format (GET /api/skills/{id}):

{
  "id": "wshobson/agents/debugging-strategies",
  "name": "debugging-strategies",
  "description": "...",
  "githubOwner": "wshobson",
  "githubRepo": "agents",
  "skillPath": "plugins/developer-essentials/skills/debugging-strategies",
  "branch": "main",
  "githubStars": 27021,
  "rawContent": "---\nname: debugging-strategies\n..."
}

Key Fields for Installation:

  • skillPath: The actual directory path within the GitHub repo (CRITICAL — the id does NOT match the file path)
  • branch: The branch name (e.g., main)
  • githubOwner + githubRepo: Used to construct the GitHub URL
  • rawContent: Full SKILL.md content (can be used as fallback if GitHub is unreachable)

Error Handling:

  • 404: Skill not found
  • 500: Internal server error

ClawHub API Configuration

Base URL: https://clawhub.ai/api/v1

Authentication: None required (open API)

Rate Limits: 120 reads/min per IP (shown in x-ratelimit-remaining and x-ratelimit-reset response headers)

Available Endpoints:

  • GET /api/v1/search?q={query}&limit={20} — Semantic/vector search (ranked by similarity score)
  • GET /api/v1/skills?limit={20}&sort={stars|downloads|updated|trending}&cursor={cursor} — Browse/list with cursor pagination
  • GET /api/v1/skills/{slug} — Get full skill details (owner, version, moderation status)
  • GET /api/v1/skills/{slug}/file?path={filepath}&version={ver} — Get raw file content (text/plain, NOT JSON)
  • GET /api/v1/download?slug={slug}&version={ver} — Download full skill as ZIP

Search Response Format (GET /api/v1/search):

{
  "results": [
    {
      "score": 0.82,
      "slug": "self-improving-agent",
      "displayName": "Self-Improving Agent",
      "summary": "An agent that iteratively improves itself...",
      "version": "1.0.0",
      "updatedAt": "2026-01-15T10:30:00Z"
    }
  ]
}

Browse Response Format (GET /api/v1/skills):

{
  "items": [
    {
      "slug": "self-improving-agent",
      "displayName": "Self-Improving Agent",
      "summary": "...",
      "version": "1.0.0",
      "stats": {
        "stars": 42,
        "downloads": 150
      }
    }
  ],
  "nextCursor": "eyJ..."
}

Detail Response Format (GET /api/v1/skills/{slug}):

{
  "skill": {
    "slug": "self-improving-agent",
    "displayName": "Self-Improving Agent",
    "summary": "...",
    "version": "1.0.0"
  },
  "owner": {
    "handle": "username",
    "displayName": "User Name"
  },
  "latestVersion": "1.0.0",
  "moderation": "approved"
}

File Endpoint (GET /api/v1/skills/{slug}/file?path=SKILL.md):

  • Returns raw text/plain content (NOT JSON)
  • Response headers include x-content-sha256 (integrity hash) and x-content-size (byte count)
  • Use version query param to fetch a specific version (defaults to latest)

Key Differences from SkillsMP/SkillHub:

  • Direct hosting: ClawHub hosts skill files directly — no GitHub URL construction needed
  • Versioned skills: Each skill has explicit version numbers; use version param to pin
  • Slug-based IDs: Skills are identified by slug (e.g., self-improving-agent), not GitHub paths
  • Semantic search built-in: The /search endpoint uses vector similarity, not keyword matching
  • VirusTotal integration: ClawHub scans skills via VirusTotal partnership; moderation field indicates status

Error Handling:

  • 404: Skill or file not found
  • 429: Rate limit exceeded (120 reads/min)
  • 500: Internal server error

Guidelines

  • Multi-Source Search: Use SkillsMP as the primary source when an API key is available. Offer SkillHub and ClawHub as alternative or additional sources.
  • Prefer AI/Semantic Search: For natural language queries, use SkillsMP /ai-search or ClawHub /search (both support semantic matching). SkillHub only supports keyword search.
  • Source Labeling: Always label results with their source ([SkillsMP], [SkillHub], or [ClawHub]) so users can distinguish between sources.
  • SkillHub Detail Lookup: When installing from SkillHub, always fetch the detail endpoint first to get the correct skillPath and branch. Never try to parse the id field as a file path.
  • ClawHub Direct Hosting: ClawHub hosts skill files directly — use the /file endpoint to fetch content. No GitHub URL construction is needed. Use the slug field as the skill identifier.
  • ClawHub Versioning: ClawHub skills have explicit version numbers. Show the version in install confirmations. Use the version query param to pin a specific version if needed.
  • Deduplication: When showing results from multiple sources, deduplicate: SkillsMP ↔ SkillHub by full skill ID ({owner}/{repo}/{path}); ClawHub ↔ others by skill name (since ClawHub uses slugs, not GitHub paths).
  • Verify Content: After fetching from any source, verify the SKILL.md has valid YAML frontmatter.
  • Structure Integrity: Maintain the .../skills/{skill-name}/SKILL.md structure.
  • Syncing: After installing a skill, offer to sync (copy) it to other detected AI tools.
  • GitHub URLs: For SkillsMP/SkillHub installs, always convert tree URLs to raw.githubusercontent.com URLs for content fetching.
  • Security: Security scanning runs on all installs regardless of source (SkillsMP, SkillHub, or ClawHub). SkillHub's securityScore and ClawHub's VirusTotal moderation status are informational only — our own scan_skill.py at install time is authoritative.