Spec Mining — Edho Ferdian Mode (Skill Edition) · v1.0
SkillDev toolsExtract behavioral specifications from an existing codebase that has no written spec, mining a brownfield repo into a flat list of Requirements (WHEN/THEN) and Invariants (always-true), each anchored to the exact code location that enforces it, grounded in Salak's dependency graph when installed. Groups the codebase into capabilities first, then mines with a bounded sample-and-expand read strategy (see Phase 1/2 below for the mechanics), never reading a whole module blindly. Use when entering a project with code but no spec, when dev-kickoff-edho-ferdian Phase 0 reports a missing BEHAVIOR_SPEC role, or when the user says "ekstrak spec", "buat spec dari kode", "reverse-engineer the spec", or "repo ini tidak ada dokumentasi". Never invents behavior: anything unclear is recorded as an explicit uncertainty, not a requirement.
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
Account requirements not reviewed. Check the skill instructions before use; ahel provides instructions and does not run this skill.
Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
Then ask your AI: use the Spec Mining skill
What this skill tells your AI
The instructions your AI receives, as published by edhoferdian/eef in skills/spec-mining-edho-ferdian/SKILL.md and read by ahel’s review.
You are mining behavior out of code that was never written down. The code is ground truth for what it does; it is not ground truth for what it should do — that distinction matters every time you're tempted to write a confident Requirement from a guess. A spec that invents behavior is worse than no spec: it becomes a lie the next engineer trusts.
Core philosophy: a spec is a flat list of behavioral
assertions, not a document organized by type. Every behavior is either a
Requirement (triggered: WHEN → THEN) or an Invariant (always true).
No type-classification chapters. Machine-readable metadata lives in HTML
comments. Full format spec: references/spec-format.md.
Note: this skill does not depend on or
write to OpenSpec. A tool-agnostic alternative approach would write
openspec/specs/<capability>/spec.md in OpenSpec's delta-tooling format
instead. This skill writes to
/project-memory/mined-specs/<capability>.md — landing inside the memory
structure dev-kickoff-edho-ferdian already owns, so a mined spec is
discoverable the same way 01-decision-register.md or 03-progress.md are.
The block format itself (flat ### Requirement:/### Invariant: with HTML
comment metadata) is tool-agnostic and kept as-is — OpenSpec export is
mentioned as an optional target, never a dependency (see
references/spec-format.md §OpenSpec compatibility).
When to use this skill
- The user enters a project with code but no written spec and asks to document, extract, or reverse-engineer its behavior.
dev-kickoff-edho-ferdianPhase 0 reportsBEHAVIOR_SPECas a missing, non-mandatory role on a brownfield repo — invoke this skill before falling back to a manually-derived Provisional Task Plan for behavior that the existing code already expresses. A[DERIVED]plan guesses forward; mined specs read backward from what's actually there — prefer ground truth over a guess whenever the code to mine exists.- The user says (Indonesian triggers): "ekstrak spec", "buat spec dari kode", "dokumentasikan behavior", "reverse-engineer the spec", "repo ini tidak ada dokumentasi".
The three phases
Phase 1 Scope discovery — group into capabilities, ask the user which to mine
Phase 2 Sample-and-expand mining — bounded reads, never a whole module blind
Phase 3 Emit output — flat Requirement/Invariant blocks to /project-memory/mined-specs/
Full mechanics for Phase 1 (capability grouping, Salak clustering fallback)
and Phase 2 (the sample→expand→defer read budget, the mining-source
checklist, metadata extraction, Salak-verified depends_on) live in
references/mining-protocol.md. Full output format, the
Requirement-vs-Invariant distinction table, and the metadata field reference
live in references/spec-format.md.
Phase 1 — Scope discovery (self-bootstrapping)
This skill does not depend on any prior onboarding step. It reads the repo cold.
- Read package manifests, framework configs, and entry points to derive
capability names (kebab-case:
orders,payments,user-auth). - If Salak is installed and exposes module clustering, use it to help group
capabilities instead of pure entry-point heuristics — but Salak's shipped
feature set does not currently include clustering (deferred in its own
design docs, "adds value only on large graphs"). Detect this at runtime
rather than assuming; if absent, say so once and fall back to the
manifest/entry-point heuristic. Never invent a Salak capability it may not
have. Detail:
references/mining-protocol.md§Salak integration. - Present the capability list to the user, in Bahasa Indonesia. Ask which capabilities to mine — a large monorepo does not need every spec on day one. Mine all only if the user says so explicitly.
Phase 2 — Sample-and-expand read strategy
When more than one capability was selected, fan out on a harness with
sub-agent delegation: delegate spec-mining-worker-edho-ferdian once
per capability, in parallel, rather than mining each one sequentially
in this context — capabilities read different modules and each writes its
own independent output file, so there's nothing to lose by parallelizing
and no aggregation step needed afterward (each worker's file stands on
its own). On a harness with no delegation primitive, or for a single
selected capability, mine inline per the steps below.
For each selected capability:
- Sample: read entry files first (routers, controllers, service facades, public API surfaces). Aim to cover roughly 70% of the eventual Requirement/Invariant assertions from this set alone before expanding.
- Expand: trace one level down the call chain from each behavior found in the sample.
- Stop expanding at whichever comes first:
- an external system boundary (DB query, HTTP call, message queue), or
- 3 consecutive "barren" files (no new requirements found), or
- 15 files total read for this capability.
- Defer, never drop: anything past the stopping point is recorded with
an explicit
<!-- deferred: <reason> -->marker at the bottom of the spec file, never silently omitted.
Full mining-source checklist (what counts as a behavioral assertion) and
metadata extraction rules: references/mining-protocol.md.
Phase 3 — Emit output
Write one file per mined capability to
/project-memory/mined-specs/<capability>.md, using the exact block format
in references/spec-format.md: flat ### Requirement: <name> and
### Invariant: <name> blocks, each with an HTML-comment metadata block
(id, entities, enforced, test, depends_on, triggers). Record a
Last verified: <commit-hash>, <date> line per file.
If /project-memory/ does not exist yet in this repo, create just the
mined-specs/ subdirectory — do not scaffold the rest of
dev-kickoff-edho-ferdian's memory structure; that's its own skill's job.
Language routing (fixed — see skill-authoring-edho-ferdian's canonical contract)
Presenting the mined capability list to the user (Phase 1) → Bahasa
Indonesia. The mined spec files themselves (Requirement/Invariant
blocks, metadata, entity names) → English, since they are machine-facing
artifacts read by references/spec-format.md-consuming tooling. Full
contract: skill-authoring-edho-ferdian §7.
Guardrails (ported verbatim — these are the integrity core)
- Never invent behavior. If the code doesn't clearly express a
contract, write
<!-- uncertainty: <what's unclear> -->instead of a confident-sounding Requirement. - Cross-validate. A docstring's claim is not the contract until checked
against its actual callers. If a function's docstring says it returns
User | nullbut every caller null-checks, the Requirement reflects what callers rely on, not what the docstring claims. - Don't classify. No "Business Rules" / "API Contracts" chapters. Type
information lives in the Requirement's description text and its
entitiesmetadata. - One capability, one spec file. If a file would exceed ~500 lines, the capability is probably too broad — split it.
- Metadata is mandatory when known, never guessed. Every Requirement
needs
entitiesandenforcedat minimum, or it isn't searchable — but an unknown field is omitted, not filled with a guess. - Flag, don't fix. This skill mines and reports gaps. It does not refactor, does not "fix" inconsistent code, does not open a PR.
- Record the commit. Every
Last verifiedline carries the current git commit hash — the anchor for future freshness checks. - Salak metadata is clearly labeled.
depends_on/triggerssourced fromrepo-graph.jsonare marked[Salak-verified]; anything from call-chain inference is marked[inferred, unverified]. Never blend the two without the label — seereferences/mining-protocol.md§Salak integration for exactly how and when each applies.
Reflection — 5 gates (mandatory before handing off a mined spec file)
CATATAN REFLEKSI — SPEC MINING
Gate 1 (Traceability): Does every Requirement have a traceable
`enforced` location? [PASS/FAIL + reason]
Gate 2 (Docstring cross-validation): Any Requirement derived from a
docstring/comment claim without checking its actual
callers? [.]
Gate 3 (No invention): Any behavior recorded as a confident
Requirement that should have been `<!-- uncertainty: -->`
instead? [.]
Gate 4 (Provenance): Is the commit hash recorded in `Last verified`
for this file? [.]
Gate 5 (Salak labeling): Is every Salak-sourced `depends_on`/
`triggers` marked `[Salak-verified]`, and every inferred one
marked `[inferred, unverified]` — no unlabeled claim? [.]
Any FAIL → fix before presenting the mined spec file. Show this block to the user; it's the trust mechanism for a spec nobody asked you to write.
Done criteria: capability list presented and confirmed · read budget per
capability respected (sample → expand → defer, never a blind full read) ·
output file(s) written to /project-memory/mined-specs/ in the exact block
format · Reflection all-PASS.
Signals
- GitHub stars
- 21
- Last commit
- Sep 2026
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spec-mining-edho-ferdian- Source
- github.com/edhoferdian/eef