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ager-reverse-engineer

End-to-end reverse engineer of agent codebases (Claude/ChatGPT APIs, LangChain/LangGraph, CrewAI, LlamaIndex, Claude Agent SDK, Deep Agents, MCP, AgentCore…

Skill by SpillwaveSolutions

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Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/spillwavesolutions-ager-reverse-engineer

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

End-to-end reverse engineer of agent codebases (Claude/ChatGPT APIs, LangChain/LangGraph, CrewAI, LlamaIndex, Claude Agent SDK, Deep Agents, MCP, AgentCore, microVMs) into a draft AGER OKF knowledge graph. Primary reverse entry skill for okf-agent-graph (AGKC).

Use cases: agent-building

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
No tools found
Secrets
None asked for
Install scripts
None found

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/ager-reverse-engineer

What's inside

Skill name
ager-reverse-engineer
Description
End-to-end reverse engineer of agent codebases (Claude/ChatGPT APIs, LangChain/LangGraph, CrewAI, LlamaIndex, Claude Agent SDK, Deep Agents, MCP, AgentCore, microVMs) into a draft AGER OKF knowledge graph. Primary reverse entry skill for okf-agent-graph (AGKC).
License
MIT
Instructions
83 lines in SKILL.md · view on GitHub

Files (2)

  • SKILL.md
  • framework-detectors.md · references/

SKILL.md (first lines)

# AGER Reverse Engineer (AGKC)

Populate **agent-graph knowledge** from an existing project that was *not* authored
as AGER — the inverse of `/ager-init` + `/ager-author`.

Pattern siblings:

- [system-architecture-capture](https://github.com/SpillwaveSolutions/system-architecture-capture) (SAC)
- [data-engineering-knowledge-capture](https://github.com/SpillwaveSolutions/data-engineering-knowledge-capture) (DEKC)

This skill is **AGKC** — Agent Graph Knowledge Capture — shipped inside `okf-agent-graph`.

## Process

1. Confirm source root(s) and a destination for the draft bundle (default `discovered-ager/`).
2. Run the orchestrator:

```bash
python3 "${CLAUDE_PLUGIN_ROOT}/scripts/ager_reverse_engineer.py" \
  --root "$SOURCE_ROOT" \
  --out "$DEST_BUNDLE" \
  --title "$TITLE" \
  --scan-json "$DEST_BUNDLE/scan.json" \
  --json
```

When `$DEST_BUNDLE` is a subtree of a shared OKF bundle (typical: `knowledge/agent-graph` next to PKC/SAC packs), pass the bundle root so links resolve from there, not from the subtree:

```bash
python3 "${CLAUDE_PLUGIN_ROOT}/scripts/ager_reverse_engineer.py" \
  --root "$SOURCE_ROOT" \
  --out knowledge/agent-graph \
  --bundle-root knowledge \
  --title "$TITLE" \
  --json
```

That writes `/agent-graph/tools/read.md` instead of `/tools/read.md`. `--link-prefix agent-graph` does the same when the bundle root is implied.

3. Review the draft tree:

```text
discovered-ager/
├── index.md
├── discoveries/
├── frameworks/
├── agents/            # typed WorkerAgent / JudgeAgent / OrchestratorAgent from plugins
├── skills/
├── prompts/ (+ system/)
├── tools/             # real tool names from frontmatter, not "Tool: …"
├── mcp/
├── graphs/            # AgentGraph nodes wiring plugin agents
├── patterns/
├── schemas/
├── runtime/ (loops, sandboxes, hyperscaler)
├── log.md
└── capture-report.json
```

4. Enrich with judgment (agent-graph-re-orchestrator / human):
   - promote Orchestrator / Worker / Judge roles
   - attach missing JSON Schema I/O
   - bind LoopControls (goal, deadline, price, max_turns, no_progress)
   - harden Tool rules, SecretRef, isolation policies
5. Optionally copy/promote into a full scaffold via **ager-init** + **ager-author**.
6. Validate:

```bash
python3 "${CLAUDE_PLUGIN_ROOT}/scripts/ager-validate.py" "$PROMOTED_BUNDLE" --strict
# plus okf-graph-eng when available:
# okf validate "$PROMOTED_BUNDLE" --strict
```

7. Report frameworks detected, key prompts/tools/MCP, orchestration shape, and runtime/harness notes.

## References

- `references/framework-detectors.md`
- `../../docs/REVERSE_ENGINEERING.md`
- `../../docs/AGER_SPEC.md`
- `../../skills/ager-compile/references/framework-map.md`

From SpillwaveSolutions/okf-agent-graph, MIT.

More from SpillwaveSolutions/okf-agent-graph

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Stars
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Forks
3
Open issues
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Last commit (this folder)
Aug 27, 2026 (2 months ago)
Last release
Aug 27, 2026 (2 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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ager-reverse-engineer skill. Agent Mart. https://agentmart.dev/skills/spillwavesolutions-ager-reverse-engineer (last updated 2026-10-24)