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 a failed OpenSDL run, reproduce it in simulation, and validate the smallest correct fix.
$ npx skills add fl-sean03/OpenSDL --skill debug-run -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install fl-sean03/OpenSDL debug-run --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/fl-sean03/OpenSDL.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/debug-run .claude/skills/debug-run && 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-run" agent skill from https://github.com/fl-sean03/OpenSDL/tree/main/.agents/skills/debug-run into .claude/skills/debug-run/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "debug-run", 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/fl-sean03/OpenSDL/tree/main/.agents/skills/debug-runType 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 fl-sean03/OpenSDL --skill debug-run -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install fl-sean03/OpenSDL debug-run --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/fl-sean03/OpenSDL.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/debug-run .agents/skills/debug-run && 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-run" agent skill from https://github.com/fl-sean03/OpenSDL/tree/main/.agents/skills/debug-run into .agents/skills/debug-run/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "debug-run", 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 fl-sean03/OpenSDL --skill debug-run -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install fl-sean03/OpenSDL debug-run --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/fl-sean03/OpenSDL.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/debug-run .cursor/skills/debug-run && 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-run" agent skill from https://github.com/fl-sean03/OpenSDL/tree/main/.agents/skills/debug-run into .cursor/skills/debug-run/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "debug-run", 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/fl-sean03/OpenSDL.git --path .agents/skills/debug-run--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 fl-sean03/OpenSDL --skill debug-run -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install fl-sean03/OpenSDL debug-run --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/fl-sean03/OpenSDL.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/debug-run .gemini/skills/debug-run && 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-run" agent skill from https://github.com/fl-sean03/OpenSDL/tree/main/.agents/skills/debug-run into .gemini/skills/debug-run/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "debug-run", 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 fl-sean03/OpenSDL debug-runInstalls 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 fl-sean03/OpenSDL --skill debug-run -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/fl-sean03/OpenSDL.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/debug-run .github/skills/debug-run && 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-run" agent skill from https://github.com/fl-sean03/OpenSDL/tree/main/.agents/skills/debug-run into .github/skills/debug-run/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "debug-run", 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 fl-sean03/OpenSDL --skill debug-run -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install fl-sean03/OpenSDL debug-run --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/fl-sean03/OpenSDL.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/debug-run .opencode/skills/debug-run && 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-run" agent skill from https://github.com/fl-sean03/OpenSDL/tree/main/.agents/skills/debug-run into .opencode/skills/debug-run/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "debug-run", 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-runDiagnose a failed OpenSDL run, reproduce it in simulation, and validate the smallest correct fix.
Debug Run is an agent skill from fl-sean03/OpenSDL. Diagnose a failed OpenSDL run, reproduce it in simulation, and validate the smallest correct fix. Use when a workflow or task has failed or requires intervention.
Its SKILL.md is about 440 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `run.sh`).
It sits in Agent Workflows. The repository describes itself as: A modular Python foundation for reproducible computational and autonomous laboratories. Alpha; the reference profile is simulator-only. The licence is Apache-2.0.
9 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 43f4988. 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.
Ships script files (Shell), which the agent can run.
Shell commands in SKILL.md call:
uvFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use uv, which can reach the network depending on how they are called.
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 Run loads about 438 tokens when it runs. Until then it costs about 43 tokens; SKILL.md has 229 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 fl-sean03/OpenSDL at commit 43f4988, republished under its Apache-2.0 licence (© fl-sean03). 229 words, ~438 tokens.
.claude/skills/debug-run/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub..agents/skills/debug-run/run.sh RUN_ID [MANIFEST].uv run --locked opensdl events --manifest MANIFEST --run-id RUN_ID and identify the first
failed task.uv run --locked opensdl export RUN_ID --manifest MANIFEST.opensdl run WORKFLOW --supersedes RUN_ID. A run
records the workflow it was asked to execute, so --run-id RUN_ID resumes only the identical
definition and is refused for any other; superseding leaves the failed run's record intact and
names the replacement on both.The cause is tied to persisted evidence, the regression test fails before the fix and passes after it, and the simulation rerun has an exported evidence bundle.
Stop on ambiguous physical state or when safe recovery needs hold, abort, resume, or reconciliation behavior that the typed interface does not expose. Do not infer physical reversal from database state.
© fl-sean03, Apache-2.0. 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 .agents/skills/debug-run of fl-sean03/OpenSDL.
Open the folder on GitHubat commit 43f4988
Debug Run 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 Run this skillfl-sean03/OpenSDL | 107 | — | ~438 | Automated safety check: Pass | Apache-2.0 | |
| MCP Server Builderanthropics/skills | 180k | 62 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Hook Development for Claude Code Pluginsanthropics/claude-plugins-official | 37k | 11 repos | ~4.1k | Automated safety check: Notes | Apache-2.0 | |
| Using Superpowersfarm-fe/farm | 5.6k | 34 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Executing Plans Inlineobra/superpowers | 296k | 2 repos | ~5.1k | Automated safety check: Pass | MIT | |
| Claude Code Agent Developmentanthropics/claude-plugins-official | 37k | 8 repos | ~2.8k | Automated safety check: Pass | Apache-2.0 |
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/claude-plugins-official
Explains how to write Claude Code plugin hooks, both prompt-based checks and bash commands, for events such as PreToolUse, Stop and SessionStart.
farm-fe/farm
A skill your agent uses when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions
obra/superpowers
Has the agent carry out an implementation plan itself, task by task in the current session, keeping a ledger, proving each step with a test and ending with one whole-branch review.
anthropics/claude-plugins-official
Explains how to write agents for Claude Code plugins: the markdown file with YAML frontmatter, trigger descriptions, model and color settings, and system prompt design.
Azure/azqr
Create new skills, modify and improve existing skills, and measure skill performance.
fl-sean03/OpenSDL
Create, revise, split, or remove an OpenSDL repository skill.
fl-sean03/OpenSDL
Create a simulator-first organization laboratory scaffold with policy and validation.
fl-sean03/OpenSDL
Scope the physical and interface design of a laboratory before configuring it.
fl-sean03/OpenSDL
Design, change, validate, and test an OpenSDL workflow through a simulation manifest.
fl-sean03/OpenSDL
Inspect the current OpenSDL repository and declared laboratory state.
fl-sean03/OpenSDL
Build and validate OpenSDL release candidates by synchronizing versions and producing every workspace distribution locally.
Categories
Diagnose a failed OpenSDL run, reproduce it in simulation, and validate the smallest correct fix. Debug Run is an agent skill from fl-sean03/OpenSDL. Diagnose a failed OpenSDL run, reproduce it in simulation, and validate the smallest correct fix.
Debug Run fits situations like: task has failed; requires intervention.
Run `npx skills add fl-sean03/OpenSDL --skill debug-run -a claude-code`. Or copy the skill folder (.agents/skills/debug-run in fl-sean03/OpenSDL) into .claude/skills/debug-run in your project. Claude Code loads it when a task matches its description.
Run `npx skills add fl-sean03/OpenSDL --skill debug-run -a codex`. Or copy the skill folder (.agents/skills/debug-run in fl-sean03/OpenSDL) into .agents/skills/debug-run 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 fl-sean03/OpenSDL --skill debug-run -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-run, .gemini/skills/debug-run, .github/skills/debug-run and .opencode/skills/debug-run in your project.
Going by SKILL.md and its folder, Debug Run needs a shell for the scripts in its folder and the command-line tools its instructions call (uv). Our summary lists: A Bash shell.
SKILL.md contains no URLs. Its commands use uv, which can reach the network depending on how they are called. 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 Run is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 438 tokens (SKILL.md is roughly 1.8k 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 Run: MCP Server Builder (anthropics/skills, 180k stars), Hook Development for Claude Code Plugins (anthropics/claude-plugins-official, 37k stars), Using Superpowers (farm-fe/farm, 5.6k stars) and Executing Plans Inline (obra/superpowers, 296k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
fl-sean03 (a GitHub user) maintains it in fl-sean03/OpenSDL, which has 107 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on October 4, 2026.
Source: fl-sean03/OpenSDL on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.