Gives the plugin an executable procedure over a project's glossary, closing the two gaps the glossary-convention infrastructure left open: no on-ramp to build a glossary for an existing project, and no conformance check around hand-maintenance. New `glossary` utility skill (invoked on demand like `issue`, not a pipeline phase) with a mode dispatch: - maintain: guided add / change / remove of one entry under a local conformance check (three-field shape, <=2-sentence definition, collision scan against existing entries) plus a stale-usage sweep on change/rename. A non-conforming entry is rejected with the named rule, not written. The sweep reports drift; it does not block (guidance, not enforcement). - bootstrap (user-only): fans out one read-only glossary-extractor agent per prose slice, merges and clusters their observed variants, auto- includes clear winners, surfaces contested clusters to the user for the canonical choice, and leaves unresolved clusters out (never coined). New `glossary-extractor` agent (read-only, template-conforming): sweeps one prose slice, reports recurring concept terms + competing variants with frequencies and locations, coins nothing. Single-sourcing held throughout: the skill applies the rules in docs/glossary-convention.md and restates none of them. Authority is unchanged — maintain keeps the user-any-time / boss-record-reality rule; bootstrap is user-only, with boss allowed to recommend it via bounce-back (one wired sentence in boss/SKILL.md). docs/glossary-convention.md gains a one-line tooling pointer to the skill; README.md lists `glossary` and `issue` as utility skills and drops the stale 'Eight skills' count the fresh-context grounding-check flagged (it had silently omitted `issue`). install.sh links the new skill + agent with no installer change (its glob covers any top-level dir with a SKILL.md + agents/ subdir; verified). Docs/prose-only repo, no test runner: all 13 grep presence-gates green against verified zero baselines; final sweep ALL_PRESENT, install.sh still parses (bash -n). Implements docs/specs/2026-05-31-glossary-skill-design.md. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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skills
A self-contained set of development-cycle skills and agents for
Claude Code. Originally distilled from the AILang project's
in-tree skills/ directory and generalised so it can carry the
same discipline across any project.
The plugin is mechanics: pipeline shape, hard-gates, TDD,
RED-first bug fixing, agent-template, working-tree-as-quarantine,
status protocol. It does not know your project's paths,
build commands, vocabulary, or domain-specific contracts. Those
live in a small per-project profile file
(.claude/dev-cycle-profile.yml) plus the project's CLAUDE.md.
What's in the box
The pipeline skills, each with the agents it primarily dispatches:
| Skill | Trigger | Output | Mandatory? |
|---|---|---|---|
brainstorm |
New cycle starting | spec under the configured spec dir | Hard-gate before plan |
planner |
New iteration within an open cycle | plan under the configured plan dir | Hard-gate before implement |
implement |
Plan exists | code + tests, uncommitted in working tree | Standard iteration path |
audit |
Cycle closing OR baseline drift suspected | drift report + regression report | Mandatory at cycle close |
debug |
Bug observed | RED test in working tree + cause analysis | Mandatory RED-first for any bug |
fieldtest |
Orchestrator-dispatched post-audit | example fixtures + friction spec | Per-cycle optional; milestone fieldtest is the closing gate for a surface-touching milestone |
docwriter |
API surface stable across N cycles | rustdoc / docstring sweep | Optional |
boss |
User types /boss |
autonomous-orchestrator session — dispatches the other skills until done-state or bounce-back | User-invoked, never auto-dispatched |
Two further utility skills are invoked on demand rather than as
pipeline phases: issue (file or update a tracker item) and glossary
(build or maintain the project glossary — see docs/glossary-convention.md).
Vocabulary is configurable. A cycle is one round in the
pipeline graph; your project may call it a release, an epic,
or whatever fits, and its sub-unit (the default iteration) a
sprint or a story. A milestone is a distinct, higher
axis — a tracker container (Gitea/GitHub milestone, Linear
project) that spans potentially many cycles and closes only when
the work it promised is complete and functional (see
docs/pipeline.md § Milestone-close gate). A cycle close is a
loop step; it is never a milestone close.
The two-layer split
This repo (the plugin) carries everything that is universal:
- Pipeline form:
design → plan → execute → review → close - Hard-gates between phases
- TDD as an independent inner-loop discipline
- RED-first bug fixes
- Agent template (frontmatter / Iron Law / standing reading / process / status / output / rationalisations / red flags)
- Status protocol:
DONE / DONE_WITH_CONCERNS / PARTIAL / BLOCKED / NEEDS_CONTEXT - Working-tree-as-quarantine and only-orchestrator-commits
- main HEAD sacrosanct
- No nested subagent dispatch (Claude Code platform constraint; Opus 4.8 Workflows fan out at the top level but do not lift it)
- No orphan agents
Your project carries a small profile that fills the slots:
- Paths: spec dir, plan dir, design ledger, code roots, bench dir
- Commands: build, test, lint, regression scripts
- Vocabulary: cycle name, sub-cycle name, ledger-entry name
- Naming: counter prefix vs date prefix vs flat, slug shape
- Standing reading list: concrete files, per role
- Git: issue tracker kind, close marker, main-protection policy
- Pipeline customisations: which phases are mandatory, when optional ones fire
See docs/profile-schema.md for the full schema and
templates/project-profile.yml for a copy-and-fill starting point.
Keeping a profile current
Profile slots are versioned with the plugin, not with your project.
A new optional slot lands in docs/profile-schema.md and as a
commented-out block in templates/project-profile.yml — but an
existing profile does not gain it automatically. Every
consuming skill treats a missing optional slot as a documented
no-op, so an out-of-date profile never breaks; it just silently
skips whatever the new slot would have enabled.
That silence cuts both ways: a profile written before a slot
existed will quietly not run the gate the slot powers, and nothing
flags it. So after pulling a plugin update, skim the commented
blocks in templates/project-profile.yml and the matching sections
in docs/profile-schema.md; any optional section your profile
lacks is a candidate to retrofit. The slot reference lives with the
plugin, never in the project — when in doubt, the schema is the
source of truth.
Retrofitting spec_validation
The spec_validation.parsers slot maps a markdown fence label to
the tool that validates a spec code block of that kind. It powers
the parse gates that stop a spec from shipping code blocks that do
not parse against the live tool:
brainstormStep 7 self-review — the parse-every-block gateplannerStep 5 self-review — the parse-the-bytes-you-inline gate- the
grounding-checkagent's code-block parse pass
A profile written before this slot existed has no spec_validation
section, so all three gates are silent no-ops there. To opt in, add
the section: map each fence label your specs use (a surface
language, a JSON-against-schema block, an IR block, …) to its
ext + cmd, where cmd carries the {file} placeholder and
exits non-zero on a parse failure. A fence label with no entry is
skipped and documented, never silently trusted. See
docs/profile-schema.md § spec_validation for the shape and
templates/project-profile.yml for a commented example.
Install
See INSTALL.md. In short: clone, run install.sh, then drop
a dev-cycle-profile.yml into each project that should use the
plugin.
Status
Migration from AILang's in-tree ~/dev/ailang/skills/ is in
progress. The boss skill is the landed pilot; the remaining
seven skills follow. See docs/migration.md for the per-skill
and per-agent migration checklists and the expected final
layout.