LangBot Plugin Development
langbot-app/LangBot
Guides building, debugging and testing LangBot plugins: components, SDK calls, README and locale rules, SDK pitfalls and WebSocket-based testing.
Debug Python code execution failures by capturing partial traces, isolating failing functions, and incrementally verifying outputs
$ npx skills add HKUDS/OpenSpace --skill debug-sandbox-execution -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install HKUDS/OpenSpace debug-sandbox-execution --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/debug-sandbox-execution .claude/skills/debug-sandbox-execution && 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 "debug-sandbox-execution" agent skill from https://github.com/HKUDS/OpenSpace/tree/main/benchmarks/gdpval/skills/debug-sandbox-execution into .claude/skills/debug-sandbox-execution/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "debug-sandbox-execution", 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/debug-sandbox-executionType 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 debug-sandbox-execution -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install HKUDS/OpenSpace debug-sandbox-execution --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/debug-sandbox-execution .agents/skills/debug-sandbox-execution && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "debug-sandbox-execution" agent skill from https://github.com/HKUDS/OpenSpace/tree/main/benchmarks/gdpval/skills/debug-sandbox-execution into .agents/skills/debug-sandbox-execution/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "debug-sandbox-execution", 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 debug-sandbox-execution -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install HKUDS/OpenSpace debug-sandbox-execution --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/debug-sandbox-execution .cursor/skills/debug-sandbox-execution && 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 "debug-sandbox-execution" agent skill from https://github.com/HKUDS/OpenSpace/tree/main/benchmarks/gdpval/skills/debug-sandbox-execution into .cursor/skills/debug-sandbox-execution/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "debug-sandbox-execution", 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/debug-sandbox-execution--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 debug-sandbox-execution -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install HKUDS/OpenSpace debug-sandbox-execution --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/debug-sandbox-execution .gemini/skills/debug-sandbox-execution && 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 "debug-sandbox-execution" agent skill from https://github.com/HKUDS/OpenSpace/tree/main/benchmarks/gdpval/skills/debug-sandbox-execution into .gemini/skills/debug-sandbox-execution/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "debug-sandbox-execution", 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 debug-sandbox-executionInstalls 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 debug-sandbox-execution -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/debug-sandbox-execution .github/skills/debug-sandbox-execution && 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 "debug-sandbox-execution" agent skill from https://github.com/HKUDS/OpenSpace/tree/main/benchmarks/gdpval/skills/debug-sandbox-execution into .github/skills/debug-sandbox-execution/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "debug-sandbox-execution", 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 debug-sandbox-execution -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 debug-sandbox-execution --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/debug-sandbox-execution .opencode/skills/debug-sandbox-execution && 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 "debug-sandbox-execution" agent skill from https://github.com/HKUDS/OpenSpace/tree/main/benchmarks/gdpval/skills/debug-sandbox-execution into .opencode/skills/debug-sandbox-execution/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "debug-sandbox-execution", 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.
debug-sandbox-executionDebug Python code execution failures by capturing partial traces, isolating failing functions, and incrementally verifying outputs
Debug Sandbox Execution is an agent skill from HKUDS/OpenSpace. Debug Python code execution failures by capturing partial traces, isolating failing functions, and incrementally verifying outputs
Its SKILL.md is about 840 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file.
It sits in Development, covering Debugging. 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.
3 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:
pythonFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From 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.
Debug Sandbox Execution loads about 843 tokens when it runs. Until then it costs about 39 tokens; SKILL.md has 288 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). 288 words, ~843 tokens.
.claude/skills/debug-sandbox-execution/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.When execute_code_sandbox fails with unknown errors or incomplete output, use this debugging pattern to identify the root cause and recover incrementally.
The execute_code_sandbox tool may fail silently, truncate output, or produce opaque errors. Complex scripts with multiple file outputs are especially prone to partial failures.
Use a three-phase debugging approach:
When a sandbox execution fails, rerun the code using run_shell with output piping to capture whatever output is produced before the failure:
python your_script.py 2>&1 | head -100This reveals:
Break the script into smaller, testable units. Execute each function or code block independently:
# Test individual components
if __name__ == "__main__":
# Step 1: Test imports
import numpy as np
print("Imports OK")
# Step 2: Test function A in isolation
result_a = function_a()
print(f"Function A: {result_a}")
# Step 3: Test function B
result_b = function_b(result_a)
print(f"Function B: {result_b}")Run each section with execute_code_sandbox separately to identify which component fails.
Generate output files one at a time, verifying each before proceeding:
import numpy as np
import soundfile as sf
# Generate and save file 1
audio1 = np.random.randn(48000 * 10).astype(np.float32)
sf.write('output_01.wav', audio1, 48000, subtype='FLOAT')
# Verify file 1 exists and has expected properties
import os
assert os.path.exists('output_01.wav'), "File 1 not created"
# Generate and save file 2
audio2 = np.random.randn(48000 * 10).astype(np.float32)
sf.write('output_02.wav', audio2, 48000, subtype='FLOAT')
# Verify file 2
assert os.path.exists('output_02.wav'), "File 2 not created"execute_code_sandboxrun_shell and | head -100 to see partial outputassert os.path.exists(path)execute_code_sandbox call that produces incomplete or no output© 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/debug-sandbox-execution of HKUDS/OpenSpace.
Open the folder on GitHubat commit 3827781
Debug Sandbox Execution 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 |
|---|---|---|---|---|---|---|
| Debug Sandbox Execution this skillHKUDS/OpenSpace | 7.7k | — | ~843 | Automated safety check: Pass | MIT | |
| LangBot Plugin Developmentlangbot-app/LangBot | 18k | — | ~3.9k | Automated safety check: Pass | Apache-2.0 | |
| Python Performance Optimizationwshobson/agents | 40k | 12 repos | ~814 | Automated safety check: Pass | MIT | |
| Git History Bug Auditben-manes/caffeine | 18k | — | ~3.3k | Automated safety check: Pass | Apache-2.0 | |
| Keybase RPC Log Analysiskeybase/client | 9.3k | — | ~3k | Automated safety check: Pass | BSD-3-Clause | |
| The Art of Debuggingstas00/the-art-of-debugging | 1.7k | — | ~6.1k | Automated safety check: Notes | CC-BY-SA-4.0 |
langbot-app/LangBot
Guides building, debugging and testing LangBot plugins: components, SDK calls, README and locale rules, SDK pitfalls and WebSocket-based testing.
wshobson/agents
Profiles slow Python code with cProfile and memory profilers, then applies targeted fixes for CPU, memory, I/O and query bottlenecks.
ben-manes/caffeine
Audits a module by walking its git history commit by commit, tracking unresolved issues forward, and reporting the ones that survive to HEAD as findings.
keybase/client
Captures a clean Keybase service log and analyzes it for redundant, duplicated or looping RPCs, then checks whether a caching fix reduced the calls.
stas00/the-art-of-debugging
Condensed debugging method and tool recipes for Unix, Python and PyTorch programs: crashes, hangs, segfaults, wrong output, CUDA OOM, NaN values and slowness.
google/adk-python
Sets up a local ADK Python development environment in a git clone of the open-source adk-python repository: a uv virtual environment, all dependency extras, pre-commit hooks, and a first unit-test…
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
Categories
Debug Python code execution failures by capturing partial traces, isolating failing functions, and incrementally verifying outputs. Debug Sandbox Execution is an agent skill from HKUDS/OpenSpace.
Debug Sandbox Execution fits situations like: tasks that involve Debugging.
Run `npx skills add HKUDS/OpenSpace --skill debug-sandbox-execution -a claude-code`. Or copy the skill folder (benchmarks/gdpval/skills/debug-sandbox-execution in HKUDS/OpenSpace) into .claude/skills/debug-sandbox-execution in your project. Claude Code loads it when a task matches its description.
Run `npx skills add HKUDS/OpenSpace --skill debug-sandbox-execution -a codex`. Or copy the skill folder (benchmarks/gdpval/skills/debug-sandbox-execution in HKUDS/OpenSpace) into .agents/skills/debug-sandbox-execution 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 debug-sandbox-execution -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/debug-sandbox-execution, .gemini/skills/debug-sandbox-execution, .github/skills/debug-sandbox-execution and .opencode/skills/debug-sandbox-execution in your project.
Going by SKILL.md and its folder, Debug Sandbox Execution needs the command-line tools its instructions call (python). Our summary lists: Python 3.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. 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.
Debug Sandbox Execution is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 843 tokens (SKILL.md is roughly 3.4k 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 Debug Sandbox Execution: LangBot Plugin Development (langbot-app/LangBot, 18k stars), Python Performance Optimization (wshobson/agents, 40k stars), Git History Bug Audit (ben-manes/caffeine, 18k stars) and Keybase RPC Log Analysis (keybase/client, 9.3k 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.