Agent Builder
shareAI-lab/learn-claude-code
Design and build AI agents for any domain. An agent skill from shareAI-lab/learn-claude-code.
Tear down a competitor's repo or product into a feature inventory and adoption choices.
$ npx skills add boshu2/agentops --skill reverse-engineer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install boshu2/agentops reverse-engineer --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/boshu2/agentops.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/reverse-engineer .claude/skills/reverse-engineer && 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 "reverse-engineer" agent skill from https://github.com/boshu2/agentops/tree/main/skills/reverse-engineer into .claude/skills/reverse-engineer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reverse-engineer", 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/boshu2/agentops/tree/main/skills/reverse-engineerType 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 boshu2/agentops --skill reverse-engineer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install boshu2/agentops reverse-engineer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/boshu2/agentops.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/reverse-engineer .agents/skills/reverse-engineer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "reverse-engineer" agent skill from https://github.com/boshu2/agentops/tree/main/skills/reverse-engineer into .agents/skills/reverse-engineer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reverse-engineer", 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 boshu2/agentops --skill reverse-engineer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install boshu2/agentops reverse-engineer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/boshu2/agentops.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/reverse-engineer .cursor/skills/reverse-engineer && 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 "reverse-engineer" agent skill from https://github.com/boshu2/agentops/tree/main/skills/reverse-engineer into .cursor/skills/reverse-engineer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reverse-engineer", 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/boshu2/agentops.git --path skills/reverse-engineer--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 boshu2/agentops --skill reverse-engineer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install boshu2/agentops reverse-engineer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/boshu2/agentops.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/reverse-engineer .gemini/skills/reverse-engineer && 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 "reverse-engineer" agent skill from https://github.com/boshu2/agentops/tree/main/skills/reverse-engineer into .gemini/skills/reverse-engineer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reverse-engineer", 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 boshu2/agentops reverse-engineerInstalls 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 boshu2/agentops --skill reverse-engineer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/boshu2/agentops.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/reverse-engineer .github/skills/reverse-engineer && 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 "reverse-engineer" agent skill from https://github.com/boshu2/agentops/tree/main/skills/reverse-engineer into .github/skills/reverse-engineer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reverse-engineer", 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 boshu2/agentops --skill reverse-engineer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install boshu2/agentops reverse-engineer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/boshu2/agentops.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/reverse-engineer .opencode/skills/reverse-engineer && 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 "reverse-engineer" agent skill from https://github.com/boshu2/agentops/tree/main/skills/reverse-engineer into .opencode/skills/reverse-engineer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "reverse-engineer", 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.
reverse-engineerTear down a competitor's repo or product into a feature inventory and adoption choices.
Reverse Engineer is an agent skill from boshu2/agentops. Tear down a competitor's repo or product into a feature inventory and adoption choices. Use when: comparing us to another tool or asking what to steal.
Its SKILL.md is about 2.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 49 other files, including scripts and reference files (for example `agents/openai.yaml`, `fixtures/cc-sdd-v2.1.0/clone-metadata.json` and `fixtures/cc-sdd-v2.1.0/feature-registry.yaml`).
It sits in AI & LLM Engineering. The repository describes itself as: DevOps discipline for AI coding agents: shape the work, track it as a graph, and get each change judged by a context that didn't write it. The licence is Apache-2.0.
2 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 3bdbfed. 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 1 file in scripts/, which the agent can run.
Shell commands in SKILL.md call:
python3bashFrom 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:
github.comFrom 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.
Reverse Engineer loads about 2.1k tokens when it runs, and up to ~5.5k if it reads all its reference files. Until then it costs about 42 tokens; SKILL.md has 1,004 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); the scripts in this folder are not scanned.
The full file from boshu2/agentops at commit 3bdbfed, republished under its Apache-2.0 licence (© boshu2). 1,004 words, ~2,138 tokens.
.claude/skills/reverse-engineer/SKILL.md (or your agent's skills folder). This skill also uses 43 other files; get the full folder from GitHub.Reverse-engineer an external system into two things: a teardown (the evidence: feature inventory, machine-checkable registry and specs, optionally a security audit) and a steal-map (the decision: what to adopt into our surfaces and what to leave behind). A decision row that must cite evidence can be re-checked by anyone; a decision made from impressions cannot be re-checked by its own author. Deciding from a competitor's README is the failure this skill exists to prevent.
code: their source, binary or
teardown registry shows it; cite the file:line or registry entry and record
what the code actually does, which is often narrower than the claim. docs:
a README, doc page or announcement says it; unverified. hosted: a service
or control plane you cannot inspect.docs and unverified. It can be
gap, park or reject, never steal.have row cites our file. Every
"missing" row carries the search that proved it (command and scope). Check
what our current stack already offers before calling anything missing.With an authorized clone or binary, the script clones (pinned), scans the CLI/config/artifact surface, writes the inventory, registry and specs, and validates the teardown:
python3 skills/reverse-engineer/scripts/reverse_engineer.py <product> --mode=repo \
--upstream-repo="https://github.com/org/repo.git" --upstream-ref=v1.0.0 \
--output-dir=".agents/scratch/reverse-engineer/<product>/"Binary mode requires --authorized; use the bundled demo fixture if you lack
authorization for a real binary. Flags, output inventory, earlier output paths,
fixtures and the self-test are in the invocation reference.
Without code access (only a README, docs site or landing page), skip the
script: build the inventory and steal-map by hand with each row tagged docs
or hosted, and say that no teardown validator ran. When the code is readable
but the script cannot run on it, read the code directly and cite file:line
for each code row; the validator gap still gets reported.
Map each capability onto our surfaces in
.agents/scratch/reverse-engineer/<product>/steal-map.md. The script stops
after validating Phase 1; it cannot truthfully decide whether our live tree
has, lacks, or should adopt a capability. The caller authors the map from the
registry plus a fresh read of our repository. A missing or malformed map is an
incomplete skill result, not a script success relabelled as a decision.
| Their capability | Our surface today | Verdict |
|---|---|---|
<feature> (code: <registry entry>, or docs, or hosted) | <our file / skill / CLI>, or "none" plus the search that proved it | have / gap / steal / park / reject |
Each row gets exactly one verdict:
code evidence shows how they do it, and it advances
our core. Take the pattern, re-expressed in our primitives.docs or hosted only, or its value to our core
is unshown. Name the evidence that would decide it.When two seem to fit, reject beats park, and park beats steal or gap; between steal and gap, the evidence rules decide.
If adopting a steal is a one-way door (an architecture fork, a new bounded context, a storage or data migration), do not decide it here. Hand the steal-map to Plan. Dueling Idea Genies or Premortem may challenge the choice as advisory evidence. Plan alone shapes the selected option in the existing intent source; neither strategy grants readiness or continuation authority.
After authoring steal-map.md, validate the complete output with
$output_dir, $security_audit, $sbom, and $upstream_ref_set (each
numeric flag 0|1):
bash skills/reverse-engineer/scripts/validate-output.sh \
--output-dir "$output_dir" --phase complete \
--security-audit "$security_audit" --sbom "$sbom" \
--upstream-ref-set "$upstream_ref_set"Give the validated steal-map.md to Plan for one-way-door candidates; ordinary
have, park, and reject rows remain evidence-backed terminal decisions.
feature-registry.yaml and clone-metadata.json record the resolved commit.code/docs/hosted and cites teardown evidence and our matching surface, or "none" with the search that proved it.have/gap/steal/park/reject — and no docs or hosted row is steal.| Problem | Cause | Solution |
|---|---|---|
| Steal-map is all "steal" | Skipped the park/reject rules | Substrate we delegate is park; doctrine conflicts are reject — not everything novel is worth adopting. |
© boshu2, 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 43 other files (scripts, references) in skills/reverse-engineer of boshu2/agentops.
Open the folder on GitHubat commit 3bdbfed
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in boshu2/agentops, which our catalogue first saw on October 7, 2026.
Reverse Engineer 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 |
|---|---|---|---|---|---|---|
| Reverse Engineer this skillboshu2/agentops | 447 | 1 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Agent BuildershareAI-lab/learn-claude-code | 78k | 6 repos | ~1.2k | Automated safety check: Pass | MIT | |
| Add Uint Supportpytorch/pytorch | 104k | 2 repos | ~2.3k | Automated safety check: Pass | Custom licence | |
| Peft Fine TuningOrchestra-Research/AI-Research-SKILLs | 13k | 9 repos | ~3.1k | Automated safety check: Pass | MIT | |
| Segment Anything Model GuideOrchestra-Research/AI-Research-SKILLs | 13k | 9 repos | ~3.3k | Automated safety check: Pass | MIT | |
| 1passwordtrpc-group/trpc-agent-go | 1.8k | 15 repos | ~656 | Automated safety check: Pass | Apache-2.0 |
shareAI-lab/learn-claude-code
Design and build AI agents for any domain. An agent skill from shareAI-lab/learn-claude-code.
pytorch/pytorch
Add unsigned integer (uint) type support to PyTorch operators by updating ATDISPATCH macros.
Orchestra-Research/AI-Research-SKILLs
Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods.
Orchestra-Research/AI-Research-SKILLs
Guide to using Meta's Segment Anything Model for zero-shot image segmentation with point, box or mask prompts, or automatic mask generation.
trpc-group/trpc-agent-go
Set up and use 1Password CLI (op). An agent skill from trpc-group/trpc-agent-go.
Orchestra-Research/AI-Research-SKILLs
Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects.
boshu2/agentops
Dispatch independent tasks to parallel workers or subagents without write collisions.
boshu2/agentops
Compare independent opinions from several models or contexts without inflating agreement.
boshu2/agentops
Draft or lint a bounded long-running goal prompt with a finish line and hard limits.
boshu2/agentops
Write or update READMEs, docs, repo instructions and handoff notes, checked against source.
boshu2/agentops
Brainstorm evidence-backed options for what to build, or stress-test an idea.
boshu2/agentops
Change or repair code, config or services without weakening tests; report what ran and what did not.
Categories
Tear down a competitor's repo or product into a feature inventory and adoption choices. Reverse Engineer is an agent skill from boshu2/agentops. Tear down a competitor's repo or product into a feature inventory and adoption choices.
Reverse Engineer fits situations like: : comparing us to another tool; asking what to steal.
Run `npx skills add boshu2/agentops --skill reverse-engineer -a claude-code`. Or copy the skill folder (skills/reverse-engineer in boshu2/agentops) into .claude/skills/reverse-engineer in your project. Claude Code loads it when a task matches its description.
Run `npx skills add boshu2/agentops --skill reverse-engineer -a codex`. Or copy the skill folder (skills/reverse-engineer in boshu2/agentops) into .agents/skills/reverse-engineer 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 boshu2/agentops --skill reverse-engineer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/reverse-engineer, .gemini/skills/reverse-engineer, .github/skills/reverse-engineer and .opencode/skills/reverse-engineer in your project.
Going by SKILL.md and its folder, Reverse Engineer needs the command-line tools its instructions call (python3 and bash). Our summary lists: Python 3.
SKILL.md names 1 domain. In commands or code: github.com; 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Reverse Engineer 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 2.1k tokens (SKILL.md is roughly 8.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 3.4k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Reverse Engineer: Agent Builder (shareAI-lab/learn-claude-code, 78k stars), Add Uint Support (pytorch/pytorch, 104k stars), Peft Fine Tuning (Orchestra-Research/AI-Research-SKILLs, 13k stars) and Segment Anything Model Guide (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
boshu2 (a GitHub user) maintains it in boshu2/agentops, which has 447 GitHub stars. The repository holds 31 skills in this directory. The repository was last updated on October 7, 2026.
Source: boshu2/agentops on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.