About reverse-engineer
A development skill for turning an authorized external system analysis into a feature inventory, evidence index, and adoption map. It distinguishes documentation claims from code and hosted evidence, and requires traceable decisions rather than README-based assumptions.
Key features
- 01Build an external feature inventory
- 02Tag evidence by source
- 03Map adoption decisions to project surfaces
- 04Validate teardown output and security
- 05Require authorization and protect secrets
Use cases
- 01Assess an authorized code repository
- 02Document CLI, configuration, and contracts
- 03Map external capabilities to an existing project
- 04Track claims that need verification in docs-only reviews
Install
Copy the command and run it in a terminal.
npx skills add https:/ / github.com/ boshu2/ agentops --skill reverse-engineerAfter installing, type/reverse-engineerin Claude Code to confirm it loaded.
Bundled files
References and scripts installed along with SKILL.md.
.gitignoreagents/openai.yamlfixtures/cc-sdd-v2.1.0/cli-surface-contracts.txtclone-metadata.jsondocs-features.txtfeature-registry.yamlreferences/invocation.mdreverse-engineer.featurereferences/templates/spec-architecture.md.tmplspec-code-map.md.tmplreferences/templates/security/attack-surface.md.tmplauthn-authz.md.tmplcrypto-review.md.tmpldataflow.md.tmplfindings.md.tmplreproducibility.md.tmplthreat-model.md.tmplscripts/extract_docs_features.shextract_sitemap_paths.shfetch_url.pygenerate_feature_catalog_md.pygenerate_feature_inventory_md.pyrepo_fixture_test.shreverse_engineer.pyscaffold_feature_registry.pyscripts/binary/analyze_binary.shcapture_cli_help.shextract_embedded_archives.pylist_embedded_archives.pyscripts/security/generate_sbom.shDetails
From the project READMEReverse Engineer
Reverse-engineer an external system into two things: a teardown (feature inventory, a registry of where to read, CLI and contract 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.
⚠️ Constraints — Hard Guardrails (MANDATORY)
- Only operate on code/binaries you own or have explicit written authorization to analyze — this matters because unauthorized teardown is the legal/IP line.
- Do not provide steps to bypass protections/ToS or to extract proprietary source/system prompts.
- Do not output reconstructed proprietary source or embedded prompts (index only; redact in reports) — to prevent reproducing protected IP.
- Redact secrets/tokens/keys if encountered. The output validator runs this skill's
scripts/security/scan_secrets.shover the whole output dir in every phase; a hit fails it until you redact. - Always separate docs say vs code proves vs hosted/control-plane.
Evidence rules
- Tag every capability by its source.
code: their source or binary shows it; cite the file:line (for a binary, the teardown output line) you opened 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. - The registry is an index, not evidence. It lists where to read. In repo
mode its groups start
impl: unclassified(binary mode writesclientgroups anchored tobinary-symbols.txt, still notcodeevidence);clientormixedneeds anchors, andcontrol-planemeanshosted. A registry entry alone never makes a rowcode. - No code access, no steal. With only docs, a README or a landing page,
every row about their implementation is
docsand unverified. It can begap,parkorreject, neversteal. - Prove our side on the live tree. A
haverow 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. - Re-open before a steal. Re-open each cited file before marking
steal; a summary from memory is not evidence. - The steal is the pattern, not the platform. Their robustness is usually one idea (unification, a gate, a reconcile loop). Re-express it in our primitives; never vendor their runtime or storage engine.
Phase 1 — teardown
<skill-dir> is the directory that contains this SKILL.md. Claude Code shows it
as "Base directory for this skill"; Codex lists this skill's SKILL.md path; in
an AgentOps source checkout it is skills/reverse-engineer. Replace
<skill-dir> with that absolute path before running a command. The working
directory stays the user's repository. If the host did not show where this
skill is installed, use the directory of the SKILL.md you read. If you cannot
determine it, do not guess a path or run a same-named script from the current
repository; say the bundled script is unavailable and build the inventory and
steal-map by hand as in docs-only mode below.
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 "<skill-dir>/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>/"
The clone lands in .tmp/<product>/ under the current directory unless
--local-clone-dir names another place; keep it out of your commits. Binary
mode requires --authorized; without authorization for a real binary, run
bash "<skill-dir>/scripts/self_test.sh", which builds a demo binary (needs Go). Flags, the full
output list, fixtures and tests 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.
Phase 2 — steal-map
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
teardown, the code it points to, and 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: <file:line>), (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:
- have — our live tree already does it; cite the file and confirm it still holds.
- steal — we lack it,
codeevidence shows how they do it, and it advances our core. Take the pattern, re-expressed in our primitives. - gap — we lack it and would want it if it holds up, but steal is not
earned: their mechanism is
docsorhostedonly, or its value to our core is unshown. Name the evidence that would decide it. - park — real, but deliberately not ours to build now: substrate we delegate (for AgentOps, ADR-0009 keeps scheduling, supervision and queues external) or downstream of a bet we have not made. Name it, don't build it.
- reject — conflicts with our doctrine (e.g. a completion edge with no check behind it, where we require checks and CI, plus one fresh judgment for a costly mistake).
When two seem to fit, reject beats park, and park beats steal or gap; between steal and gap, the evidence rules decide.
Validation and handoff
After authoring steal-map.md, validate the complete output with
$output_dir, $security_audit, $sbom, and $upstream_ref_set (each
numeric flag 0|1):
bash "<skill-dir>/scripts/validate-output.sh" \
--output-dir "$output_dir" --phase complete \
--security-audit "$security_audit" --sbom "$sbom" \
--upstream-ref-set "$upstream_ref_set"
It fails any table row without a source tag or one of the five verdicts, and
any steal without code evidence; with an upstream ref it requires the
resolved commit in clone-metadata.json. It must exit 0 before handoff, or the
report says it did not run (docs-only mode).
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
validated steal-map to Plan, which shapes the selected
option in the existing intent source. Idea Genie duel
mode or Premortem may challenge it as advisory
evidence; neither grants readiness or continuation authority. Ordinary have,
park and reject rows are evidence-backed terminal decisions.
For general exploration rather than one external system, use
Research. The scenarios in
reverse-engineer.feature document the
behavior; this skill's scripts/validate.sh and scripts/self_test.sh check it.