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.
Implement fallback strategies when web-reading tools fail simultaneously
$ npx skills add HKUDS/OpenSpace --skill web-tool-fallback -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install HKUDS/OpenSpace web-tool-fallback --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/HKUDS/OpenSpace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/benchmarks/gdpval/skills/web-tool-fallback .claude/skills/web-tool-fallback && 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 "web-tool-fallback" agent skill from https://github.com/HKUDS/OpenSpace/tree/main/benchmarks/gdpval/skills/web-tool-fallback into .claude/skills/web-tool-fallback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "web-tool-fallback", 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/HKUDS/OpenSpace/tree/main/benchmarks/gdpval/skills/web-tool-fallbackType 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 HKUDS/OpenSpace --skill web-tool-fallback -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install HKUDS/OpenSpace web-tool-fallback --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/HKUDS/OpenSpace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/benchmarks/gdpval/skills/web-tool-fallback .agents/skills/web-tool-fallback && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "web-tool-fallback" agent skill from https://github.com/HKUDS/OpenSpace/tree/main/benchmarks/gdpval/skills/web-tool-fallback into .agents/skills/web-tool-fallback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "web-tool-fallback", 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 HKUDS/OpenSpace --skill web-tool-fallback -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install HKUDS/OpenSpace web-tool-fallback --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/HKUDS/OpenSpace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/benchmarks/gdpval/skills/web-tool-fallback .cursor/skills/web-tool-fallback && 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 "web-tool-fallback" agent skill from https://github.com/HKUDS/OpenSpace/tree/main/benchmarks/gdpval/skills/web-tool-fallback into .cursor/skills/web-tool-fallback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "web-tool-fallback", 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/HKUDS/OpenSpace.git --path benchmarks/gdpval/skills/web-tool-fallback--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 HKUDS/OpenSpace --skill web-tool-fallback -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install HKUDS/OpenSpace web-tool-fallback --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/HKUDS/OpenSpace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/benchmarks/gdpval/skills/web-tool-fallback .gemini/skills/web-tool-fallback && 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 "web-tool-fallback" agent skill from https://github.com/HKUDS/OpenSpace/tree/main/benchmarks/gdpval/skills/web-tool-fallback into .gemini/skills/web-tool-fallback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "web-tool-fallback", 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 HKUDS/OpenSpace web-tool-fallbackInstalls 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 HKUDS/OpenSpace --skill web-tool-fallback -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/HKUDS/OpenSpace.git skills-src && mkdir -p .github/skills && cp -r skills-src/benchmarks/gdpval/skills/web-tool-fallback .github/skills/web-tool-fallback && 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 "web-tool-fallback" agent skill from https://github.com/HKUDS/OpenSpace/tree/main/benchmarks/gdpval/skills/web-tool-fallback into .github/skills/web-tool-fallback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "web-tool-fallback", 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 HKUDS/OpenSpace --skill web-tool-fallback -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install HKUDS/OpenSpace web-tool-fallback --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/HKUDS/OpenSpace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/benchmarks/gdpval/skills/web-tool-fallback .opencode/skills/web-tool-fallback && 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 "web-tool-fallback" agent skill from https://github.com/HKUDS/OpenSpace/tree/main/benchmarks/gdpval/skills/web-tool-fallback into .opencode/skills/web-tool-fallback/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "web-tool-fallback", 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.
web-tool-fallbackImplement fallback strategies when web-reading tools fail simultaneously
Web Tool Fallback is an agent skill from HKUDS/OpenSpace. Implement fallback strategies when web-reading tools fail simultaneously
Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file.
It works with Python. The repository describes itself as: "OpenSpace: The Skill Management Layer for AI Agents" -- https://open-space.cloud/. The licence is MIT.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 3827781. 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:
python3From the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
web.archive.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.
Web Tool Fallback loads about 1.9k tokens when it runs. Until then it costs about 23 tokens; SKILL.md has 461 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 HKUDS/OpenSpace at commit 3827781, republished under its MIT licence (© HKUDS). 461 words, ~1,898 tokens.
.claude/skills/web-tool-fallback/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Apply this skill when all web-reading tools (read_webpage, search_web) fail simultaneously with unknown errors during a research or information-gathering task.
Confirm this pattern before applying fallbacks:
Critical: execute_code_sandbox may also fail during system-wide issues. Always be prepared to immediately fall back to run_shell if sandbox execution returns errors.
Before abandoning web access, try these alternatives:
Alternative URLs:
Simplified Requests:
# Example: Generate alternative URL formats
original_url = "https://example.com/research/report?id=123"
alternatives = [
"https://example.com/research/report",
"http://example.com/research/report?id=123",
"https://web.archive.org/web/*/https://example.com/research/report"
]When web access is unavailable, generate content from reliable embedded knowledge. Note: execute_code_sandbox can fail during cascading system issues—if it returns errors, immediately proceed to Step 2b.
code = '''
# Generate structured information from embedded knowledge
evaluation_frameworks = {
"Kirkpatrick Model": ["Reaction", "Learning", "Behavior", "Results"],
"Bloom's Taxonomy": ["Remember", "Understand", "Apply", "Analyze", "Evaluate", "Create"],
"SMART Criteria": ["Specific", "Measurable", "Achievable", "Relevant", "Time-bound"]
}
# Create comprehensive reference material
for framework, levels in evaluation_frameworks.items():
print(f"## {framework}\\n")
for i, level in enumerate(levels, 1):
print(f"{i}. {level}")
print()
'''If execute_code_sandbox returns any error (unknown error, timeout, execution failure):
- Established frameworks and methodologies
- Standard best practices
- Well-documented technical concepts
- Historical information that doesn't change frequently
### Step 2b: Fall Back to run_shell if execute_code_sandbox Fails
### Step 2b: Fall Back to run_shell if execute_code_sandbox Fails (REQUIRED)
**When to use**: execute_code_sandbox returns any error OR fails to produce output within reasonable time.
**Action**: Immediately switch to run_shell with direct Python execution. Do not continue attempting execute_code_sandbox.
1. **Use run_shell with direct Python execution** (simplest, most reliable):
1. **Use run_shell with direct Python execution**:
```bash
python3 -c "print('content from embedded knowledge')"Use heredoc for multi-line scripts:
python3 << 'EOF'
# Your Python code here
frameworks = {"Kirkpatrick": ["Reaction", "Learning", "Behavior", "Results"]}
for name, levels in frameworks.items():
print(f"## {name}")
for level in levels:
print(f"- {level}")
EOFCapture output to file for further processing:
python3 -c "print('structured content')" > output.txtWhy run_shell works when execute_code_sandbox fails:
For tasks requiring formal documentation:
[WEB_ACCESS_LIMITED: URL https://example.com/source could not be accessed][Reference needed: Topic - URL attempted but inaccessible]Always create a transparent "Research Access Notes" section:
## Research Access Notes
**Access Limitation**: All web-reading tools failed simultaneously during research.
**Fallback Actions Taken**:
- [ ] Attempted alternative URLs: [Yes/No]
- [ ] Used embedded knowledge generation: [Yes/No]
- [ ] Created placeholders for citations: [Yes/No]
**Confidence Level**: [High/Medium/Low] - based on reliance on embedded knowledge vs. current web sources
**Recommendation**: Verify critical claims with current web sources when access is restored.All web tools failed?
├─ Yes → Try alternative URLs
│ ├─ Success → Complete task normally
│ └─ Failed → Can content be generated from embedded knowledge?
│ ├─ Yes → Try execute_code_sandbox (expect potential failure)
│ │ ├─ Success → Use output + document limitation
│ │ └─ Failed/Errors → **IMMEDIATELY** use run_shell + document limitation
│ └─ No → Create document with placeholders + notify Executive Director
│ └─ No → Create document with placeholders + notify Executive Director
└─ No → Handle individual failures normally| Task Type | Primary Fallback | Documentation Required |
|---|---|---|
| Research/Analysis | execute_code_sandbox | Access notes section |
| Document Creation | Placeholder citations | Limitation notice to Executive Director |
| Time-Sensitive | Proceed with available methods | Brief limitation note |
| Compliance/Legal | Escalate immediately | Full access failure report |
# When gathering reference materials fails
try:
# Primary: read_webpage attempts (all failed)
pass
except:
# Fallback 1: Try alternative sources
alternative_content = execute_code_sandbox(generate_from_knowledge())
# Fallback 2: Create document with transparency
document = create_with_placeholders(
content=alternative_content,
citation_markers="[WEB_ACCESS_LIMITED]",
stakeholder_note="Executive Director: Web access unavailable, content from embedded knowledge"
)© HKUDS, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file in benchmarks/gdpval/skills/web-tool-fallback of HKUDS/OpenSpace.
Open the folder on GitHubat commit 3827781
Web Tool Fallback 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 |
|---|---|---|---|---|---|---|
| Web Tool Fallback this skillHKUDS/OpenSpace | 7.7k | — | ~1.9k | Automated safety check: Pass | MIT | |
| MCP Server Builderanthropics/skills | 180k | 62 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| PDF Processinganthropics/skills | 180k | 48 repos | ~2k | Automated safety check: Pass | Proprietary | |
| NotebookLM Research AssistantPleasePrompto/notebooklm-skill | 7.8k | 13 repos | ~2.4k | Automated safety check: Notes | MIT | |
| Manim Video Productionbrowser-use/video-use | 28k | 6 repos | ~3k | Automated safety check: Pass | MIT | |
| Code Review ChecklistshareAI-lab/learn-claude-code | 78k | 5 repos | ~1.1k | Automated safety check: Pass | MIT |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
anthropics/skills
Handles everyday PDF jobs in Python and on the command line: extract text and tables, merge, split, rotate, watermark, fill forms, encrypt and OCR.
PleasePrompto/notebooklm-skill
Lets Claude Code ask questions of your Google NotebookLM notebooks through browser automation and return answers grounded in your uploaded sources.
browser-use/video-use
Produces math and technical explainer videos with Manim Community Edition: concept animations, equation derivations, algorithm walkthroughs and data stories.
shareAI-lab/learn-claude-code
Reviews code against a five-part checklist covering security, correctness, performance, maintainability and testing, and reports findings in a fixed format.
hugohe3/ppt-master
Generates editable PowerPoint decks, rebuilds slides from images, fills .pptx templates and polishes existing presentations through routed workflows.
HKUDS/OpenSpace
Walks through producing a master audio track plus stems in Python, from checking a reference file and timing sections by BPM to effects, a zip archive and final verification.
HKUDS/OpenSpace
Handle cascading data retrieval tool failures by falling back to embedded knowledge generation
HKUDS/OpenSpace
Gives an agent a workaround when its code-execution sandbox keeps failing: save the Python script to a file and run it through the shell instead.
HKUDS/OpenSpace
A recovery routine for agents whose sandboxed code runner keeps failing: save the Python script to disk, then run it through the shell and read the output.
HKUDS/OpenSpace
Fallback ladder for failed sandboxed code runs, plus the habit of fixing the working directory first so generated files land in the right place.
HKUDS/OpenSpace
Fallback workflow for executing Python code when executecodesandbox fails repeatedly
Works with
Implement fallback strategies when web-reading tools fail simultaneously. Web Tool Fallback is an agent skill from HKUDS/OpenSpace.
Run `npx skills add HKUDS/OpenSpace --skill web-tool-fallback -a claude-code`. Or copy the skill folder (benchmarks/gdpval/skills/web-tool-fallback in HKUDS/OpenSpace) into .claude/skills/web-tool-fallback in your project. Claude Code loads it when a task matches its description.
Run `npx skills add HKUDS/OpenSpace --skill web-tool-fallback -a codex`. Or copy the skill folder (benchmarks/gdpval/skills/web-tool-fallback in HKUDS/OpenSpace) into .agents/skills/web-tool-fallback 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 HKUDS/OpenSpace --skill web-tool-fallback -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/web-tool-fallback, .gemini/skills/web-tool-fallback, .github/skills/web-tool-fallback and .opencode/skills/web-tool-fallback in your project.
Going by SKILL.md and its folder, Web Tool Fallback needs the command-line tools its instructions call (python3). Our summary lists: Python 3.
SKILL.md names 1 domain. In commands or code: web.archive.org; the agent is likely to contact it when it follows the instructions. 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.
Web Tool Fallback is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.9k tokens (SKILL.md is roughly 7.6k 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 Web Tool Fallback: MCP Server Builder (anthropics/skills, 180k stars), PDF Processing (anthropics/skills, 180k stars), NotebookLM Research Assistant (PleasePrompto/notebooklm-skill, 7.8k stars) and Manim Video Production (browser-use/video-use, 28k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
HKUDS (a GitHub organization) maintains it in HKUDS/OpenSpace, which has 7,743 GitHub stars. The repository holds 199 skills in this directory. The repository was last updated on August 12, 2026.
Source: HKUDS/OpenSpace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.