@rpamis/comet

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中文版：README-zh.md Bilibili video DouYin

Comet is a resumable long-running task workflow and Skill platform for coding.

It uses a unified cross-platform runtime to connect OpenSpec artifacts, Superpowers execution methodology, Skill creation, evaluation, and release into a closed-loop workflow.

It allows you to use a toolchain to handle everything from requirements to archiving, combine any skill to make it like Comet, evolving your skills based on scientific Rubric, Pass@k, and Pass^k scoring.

[!IMPORTANT] 0.4.0-beta.1 — Comet has been upgraded to a pure Node runtime (no longer dependent on Bash/WSL) and brings three core capabilities: use /comet-any to combine any skill into a custom workflow, use comet eval to evaluate any skill and integrate it into the LangSmith system, and use comet dashboard to visualize each change in the browser.

0.3.9 — Review mode (off|standard|thorough) controls Build/Verify code review with project defaults; init/update now use optional dependency prompts, broader CLI i18n, stronger phase guards, and macOS executable bits.

0.3.8 — Adds Kimi Code support, safe multi-platform comet uninstall, extended subagent dispatch, shared progressive-loading references, update checks, and pre-commit formatting.

0.3.7 — Adds CodeGraph semantic indexing, Beta context compression, active context compression, token optimizations, auto_transition, phase guards, optional TDD, and safer archive/verification flow.

See NEWS.md for details.

Combining OpenSpec and Superpowers is not Comet's ultimate goal. We hope to track long-running skills like these and find the Harness capabilities that enable stable execution of long-running skills. If you are interested in participating, you are welcome to contribute to our project or learn from our source code.

Why Comet

• The stable core for long-running tasks — Comet's Classic Spec mode combines OpenSpec and Superpowers with a state machine, phase guards, and scripts that connect the full lifecycle. Agents can only do the work allowed in the current phase and can only exit after the phase work is complete. The core flow can advance automatically, with HITL only at moments that need your confirmation.
• Resumable workflow and intelligent routing — Comet uses intent recognition to route each task toward the path it needs. /comet remembers where a change stopped, supports zero-context recovery across devices, and removes the need to memorize long Skill command names: use /comet to advance or resume your work.
• Skill platform — Comet can author reusable Skill packages and use /comet-any to organize them into distributable Bundles, so Skills you create can be distributed to coding platforms with one command, much like comet init.
• Eval platform — Comet assesses your skills using scientific Rubric, Pass@k, and Pass^k scoring, ensuring skill evolution is based on scientific evidence rather than intuition. It supports integration with LangSmith assessments, bringing evaluation to real-world enterprise production environments. Its dual-agent architecture automates the assessment process in your production environment.

Extremely low memory threshold

With Comet, you only need to remember two skills and one command, covering coding, creation, and evaluation with an extremely low barrier to entry：

• Use /comet for coding tasks
• Use /comet-any to compose any Skills
• Use comet eval to evaluate any Skill

Comet 0.4.0 Baseline Comparison

The following charts are from 16 Comet workflow tasks, with 5 samples per treatment, comparing no Comet, Comet 0.3.9, and Comet 0.4.0.

The core observations were the differences in Pass@5, Pass^5, and Rubric scores. The baseline without Comet Skills only validated business behavior.

From Industry-Frontier Practice

Many Comet capabilities have parallels in current industry practice.

To compare Comet with those patterns, see Comet Docs.

What You Can Learn

• How to reliably trigger nested Skills — not by making an agent perform something that merely looks like a Skill trigger, such as writing files based on a Skill description, but by actually triggering the Skill. Comet invokes many OpenSpec and Superpowers capabilities, with trigger prompts refined through broad real-world practice.
• How to make composed Skills advance through multiple phases automatically — not through manual intervention. Aside from necessary user choices, Comet's five-phase flow can trigger core Skills automatically while the state machine keeps transitions reliable.
• How to make a Spec lifecycle resumable — Comet links OpenSpec change/spec artifacts with Superpowers design and plan documents, then records phase, execution mode, verification result, and archive status in each change's .comet.yaml, so an agent can continue after interruption instead of rereading documents and guessing progress.
• How to turn doc synchronization from reminders into automation — Comet scripts handoff, state updates, validation, and archive sync, reducing repeated prompts such as "remember to update the design doc" or "remember to archive the change."
• How to design guard conditions that agents can execute — phase exits do not rely on an agent saying "done." Scripts such as comet-guard.mjs, comet-yaml-validate.mjs, and comet-state.mjs check tasks, state fields, verification evidence, and archive conditions before the workflow advances.
• How to distribute and install Skills across platforms — Comet supports many AI coding platforms, project/global install scopes, Chinese/English Skill variants, and platform-specific directories such as Antigravity's different project/global paths.
• How to turn scripts into agent workflow infrastructure — Comet scripts handle hashes, YAML fields, state machines, and archive flow, showing how workflow control that is easy to scatter across prompts can become testable, reusable tooling.
• How to evolve Skills through scientific evaluation — Comet Eval supports structured rubric scoring plus Pass@k and Pass^k metrics, with both local and LangSmith evaluation paths for production use.
• How to create Comet-like Skills intelligently — /comet-any composes arbitrary Skills. You describe your Skill preferences, and the agent handles stability-related hooks, rules, scripts, and referenced Skill files for you.

Install

Requirements:

• Node.js 20+
• npm/npx
• Git

npm install -g @rpamis/comet

Quick Start

cd your-project
comet init

Support for OpenClaw and Hermes, and other AI platforms

For platforms that use the generic skills CLI directly, you can install the Comet skill package with:

npx skills add rpamis/comet

Screenshots

Classic Spec Skill

Integration with LangSmith/LangFuse

Comet Eval's automated dual-agent architecture can integrate online with LangSmith/LangFuse environments, making experiments traceable and skills evolvable.

Commands

Initializes OpenSpec, Superpowers, and Comet skills for selected AI coding platforms.

| Option | Description | | ------------------- | ------------------------------------------------------------------------------ | | --yes | Non-interactive mode, auto-select detected platforms (or all if none detected) | | --scope <scope> | Install scope: project or global | | --language <lang> | Skill language: en or zh (skips interactive language prompt) | | --skip-existing | Skip already installed components | | --overwrite | Overwrite already installed components | | --json | Output structured JSON |

When multiple existing components are found on the same platform, interactive init offers one bulk choice: overwrite all, skip all, or choose per component.

Displays active changes, task progress, the recommended next Comet workflow command, the current step, runtime mode, and diagnostic recovery hints when a change is malformed or missing required evidence.

| Option | Description | | -------- | ------------------------------------------------------------------------- | | --json | Output active changes with nextCommand, currentStep, and runtime data |

Read-only probe for active changes, .comet.yaml, current phase, and the user request. It returns auto_resume, ask_user, out_of_scope, or none. comet init/update merges a <comet-ambient-resume> managed block into AGENTS.md and CLAUDE.md while preserving user-authored rules.

Starts a local HTTP server that displays a visual dashboard with active changes, phase status, task progress, and archive history. Auto-opens in your browser by default.

| Option | Description | | ----------- | --------------------------------------------------------------------------- | | --port | Server port (default: auto-selects available port) | | --no-open | Don't auto-open the dashboard in browser | | --json | Collect single snapshot and print JSON to stdout (for scripting/inspection) |

Checks project/global installation health, working directories, installed skills, scripts, and active change diagnostics. comet doctor reports diagnostic status for malformed .comet.yaml files, current step / runtime mode for valid changes, and runtime evidence gaps that block safe resume.

| Option | Description | | ----------------- | --------------------------------------------------------------- | | --json | Output structured diagnostic results | | --scope <scope> | Diagnose auto, project, or global scope (default: auto) |

Updates the npm package and refreshes installed Comet skills in detected project/global targets.

| Option | Description | | ------------------- | --------------------------------------------- | | --json | Output npm and skill update results as JSON | | --language <lang> | Override detected skill language (en, zh) | | --scope <scope> | Update only global or project scope |

Safely removes Comet-distributed skills, rules, and hooks from all detected platforms. Preserves user-defined hooks and non-Comet configuration.

| Option | Description | | ----------------- | ------------------------------------------ | | --force | Skip confirmation prompt | | --scope <scope> | Uninstall only global or project scope | | --json | Output removal results as JSON |

comet uninstall              # Interactive — shows targets, asks for confirmation
comet uninstall --force      # Non-interactive — removes everything immediately
comet uninstall --scope project  # Only remove project-level installations

comet eval answers a simple question: does this Skill actually work reliably on standard tasks?

The most common case is evaluating a Skill generated by /comet-any. Generated packages usually include comet/eval.yaml; pass that file to comet eval first:

comet eval ./generated-skill/comet/eval.yaml --collect
comet eval ./generated-skill/comet/eval.yaml --html

The first command only performs discovery and preflight checks, confirming that the manifest, tasks, and dependency paths can be found before any expensive evaluation work runs. The second command runs local evaluation and writes a browsable report suitable for publish-readiness evidence. The report path is printed by the command and is usually under eval/local/logs/experiments/<experiment-id>/summary.html.

If you do not have comet/eval.yaml yet and only have a local Skill directory, start with a low-cost smoke run:

comet eval ./my-skill --quick --html

That path is useful early on: it checks that the Skill directory can be read, injected into the eval harness, and run against the generic smoke task. For release evidence, prefer generating comet/eval.yaml through /comet-any and using the manifest path.

Reading Local Eval

Local eval is the normal path for day-to-day development and pre-release checks. In the HTML report, look first at:

• whether pass/fail and rubric scores match expectations
• whether failures are attributed to the Skill, workflow, task, model, or environment/harness
• whether expected artifacts are missing
• whether token use, cost, or duration look unusual
• whether the result is clean enough, or a specific task/treatment should be rerun

If the report says Insufficient clean data or Inconclusive due to data quality, check auth, rate limits, Docker/container setup, network, and other environment issues before treating the run as a Skill-quality verdict.

LangSmith Eval

Use the LangSmith suite when you want to sync eval results to LangSmith, or when your team wants to inspect runs, rubric feedback, costs, and Claude Code trajectories together. It reuses the same tasks, treatments, rubric, and comet/eval.yaml; the difference is that results are uploaded to LangSmith.

Prepare dependencies and environment variables once:

cd eval
uv sync --extra langsmith

LANGSMITH_API_KEY=lsv2_pt_...
LANGSMITH_PROJECT=comet-skill-eval
LANGSMITH_TRACING=true

Then run the same manifest:

cd eval
uv run pytest langsmith/tests/tasks/test_tasks.py \
  --eval-manifest=/absolute/path/to/generated-skill/comet/eval.yaml -v

In PowerShell, set $env:LANGSMITH_API_KEY, $env:LANGSMITH_PROJECT, and $env:LANGSMITH_TRACING, or place them in eval/.env. See eval/langsmith/README.md for plugin cache and trajectory tracing details.

Which Path To Use

• Day-to-day development: comet eval ./my-skill --quick --html
• /comet-any output: comet eval ./generated-skill/comet/eval.yaml --collect, then rerun with --html
• Publish evidence: prefer the local HTML report from comet/eval.yaml
• Team tracing and side-by-side comparison: run the same comet/eval.yaml through the LangSmith suite

For full task, treatment, report, and troubleshooting details, see the Eval usage guide.

/comet-any is the main user path: Create or optimize a reusable Skill → validate it with comet eval → review and distribute it, until it becomes a stable composed Skill. For resume and release, use comet creator, comet creator status / comet creator next, comet publish, and comet publish distribute --preview. The README does not expand the backend command list; see the Skill creation guide for Advanced Bundle backend and Advanced Engine Run details, including comet skill run / comet skill continue.

| Command | Description | | ----------------- | ------------ | | comet --help | Show help | | comet --version | Show version |

Supported Platforms

comet init supports 33 AI coding platforms:

| Platform | Skills Dir | Platform | Skills Dir | | ------------------ | ------------- | ------------- | ------------ | | Claude Code | .claude/ | Cursor | .cursor/ | | Codex | .codex/ | OpenCode | .opencode/ | | Windsurf | .windsurf/ | Cline | .cline/ | | RooCode | .roo/ | Continue | .continue/ | | GitHub Copilot | .github/ | Gemini CLI | .gemini/ | | Amazon Q Developer | .amazonq/ | Qwen Code | .qwen/ | | Kilo Code | .kilocode/ | Auggie | .augment/ | | Kimi Code | .kimi-code/ | Kiro | .kiro/ | | Lingma | .lingma/ | Junie | .junie/ | | CodeBuddy | .codebuddy/ | CoStrict | .cospec/ | | Crush | .crush/ | Factory Droid | .factory/ | | iFlow | .iflow/ | Pi | .pi/ | | Qoder | .qoder/ | Antigravity | .agents/ | | Antigravity 2.0 | .agents/ | Bob Shell | .bob/ | | ForgeCode | .forge/ | Trae | .trae/ | | Trae CN | .trae-cn/ | ZCode | .zcode/ | | MimoCode | .mimocode/ | | |

Skills

After comet init, three groups of skills are installed to the selected platform's skills/ directory:

Comet Skills

| Skill | Description | | ---------------- | ----------------------------------------------------------------------------------------------------- | | /comet | Main entry — auto-detects phase and dispatches to sub-commands | | /comet-open | Phase 1: Open a change (proposal, design, task breakdown) | | /comet-design | Phase 2: Deep design (brainstorming, Design Doc) | | /comet-build | Phase 3: Plan and build (implementation plan, code commits) | | /comet-verify | Phase 4: Verify and finish (testing, verification report) | | /comet-archive | Phase 5: Archive (delta spec sync, status annotation) | | /comet-hotfix | Preset: Quick bug fix (skips brainstorming) | | /comet-tweak | Preset: OpenSpec-chained medium change (delta spec is first-class, skips brainstorming and full plan) | | /comet-any | Comet Skill Creator — Create or optimize a reusable Skill |

Guard & Automation Scripts

| Script | Purpose | | ------------------------- | ---------------------------------------------------------------------------------------------------------- | | comet-env.mjs | Script discovery helper — prints the bundled scripts directory so skills can resolve sibling command paths | | comet-guard.mjs | Phase transition guard — validates exit conditions, --apply auto-updates .comet.yaml | | comet-handoff.mjs | Design handoff — generates deterministic context packages from OpenSpec artifacts with SHA256 tracing | | comet-archive.mjs | One-command archive — validates state, syncs specs, moves to archive, updates status | | comet-yaml-validate.mjs | Schema validator — validates .comet.yaml structure and field values | | comet-state.mjs | Unified state management — init/set/get/check/scale, agents' exclusive YAML interface | | comet-hook-guard.mjs | Phase write guard — PreToolUse hook, blocks file writes during open/design/archive phases |

Classic automation ships as independent Node.js command scripts generated from TypeScript. They run through node on every platform, so Comet requires only Node.js — no Bash, Git Bash, or WSL.

Workflow

/comet
  ↓ auto-detect
/comet-open  -->  /comet-design  -->  /comet-build  -->  /comet-verify  -->  /comet-archive
(OpenSpec)         (Superpowers)       (Superpowers)       (Both)           (OpenSpec)

/comet-hotfix (preset path, skips brainstorming)
  open  -->  build  -->  verify  -->  archive

/comet-tweak (lightweight preset, chains OpenSpec)
  open  -->  build  -->  verify  -->  archive

Five Phases

| Phase | Command | Owner | Artifacts | | ------------------ | ---------------- | ----------- | ------------------------------------ | | 1. Open | /comet-open | OpenSpec | proposal.md, design.md, tasks.md | | 2. Deep Design | /comet-design | Superpowers | Design Doc, delta spec | | 3. Plan & Build | /comet-build | Superpowers | Implementation plan, code commits | | 4. Verify & Finish | /comet-verify | Both | Verification report, branch handling | | 5. Archive | /comet-archive | OpenSpec | delta→main spec sync, archive |

State Management

Comet uses a decoupled state architecture with separate files

| File | Owner | Purpose | | ----------------------------------------- | -------- | --------------------------------------------------- | | .openspec.yaml | OpenSpec | Spec lifecycle, change metadata | | openspec/changes/<name>/.comet.yaml | Comet | Workflow phase, execution mode, verification status | | .comet/run-state.json | Engine | Run identity and execution state (machine-owned) | | .comet/state-events.jsonl | Comet | Append-only state transition audit log |

Each change-level .comet.yaml stores Classic workflow state and only keeps run_id as the link to the Engine Run. Machine-owned Engine state lives in the change's .comet/run-state.json with camelCase fields such as currentStep, status, and iteration. Legacy Run fields left in YAML are migrated after compatibility reads, and skill is no longer a valid current .comet.yaml field. Project defaults live in .comet/config.yaml.

Phase progression is handled consistently by the TypeScript transition table, comet-state transition, comet-guard --apply, and archive commands. Each successful progression appends an audit event to .comet/state-events.jsonl with the source, before/after state, and actual field changes.

This keeps Skill text focused on guiding the agent while scripts own state writes, phase checks, auditability, and breakpoint recovery. Agents can use Comet commands to know which phase the current Spec is in.

Key Fields in change .comet.yaml:

workflow: full                                           # Workflow type: full | tweak | hotfix
phase: build                                             # Current phase: open | design | build | verify | archive
context_compression: off                                 # Context compression: off | beta
auto_transition: true                                    # Auto-invoke the next Skill after phase completion
base_ref: <git-sha-or-null>                              # Baseline commit captured at init; may be null
created_at: YYYY-MM-DD                                   # Creation date written by comet-state.mjs init
run_id: <uuid>                                           # Links to .comet/run-state.json only; Run details stay out of YAML
review_mode: standard                                    # Automatic review strength: off | standard | thorough
build_mode: subagent-driven-development                  # Build mode: subagent-driven-development | executing-plans | direct
build_pause: null                                        # `build_pause` records an internal build-phase pause point: null none, `plan-ready` means the plan has been generated
subagent_dispatch: null                                  # Dispatch confirmation; confirm before verify
tdd_mode: null                                           # Full-workflow build choice: tdd | direct
isolation: branch                                        # Isolation mode: branch | worktree
verify_mode: null                                        # Verification mode: light | full
design_doc: docs/superpowers/specs/<design-doc>.md       # Design doc path
plan: docs/superpowers/plans/YYYY-MM-DD-feature.md       # Implementation plan path
verify_result: pending                                   # Verification result: pending | pass | fail
verification_report: null                                # Verification report path; must exist before verify-pass
branch_status: pending                                   # Branch handling status: pending | handled
verified_at: null                                        # Verification timestamp; null before verification passes
archived: false                                          # Archived changes are blocked from further mutation
direct_override: null                                    # Must be true when a full workflow chooses direct build
handoff_context: null                                    # Design handoff context path written by comet-handoff.mjs
handoff_hash: null                                       # SHA256 for handoff_context; 64 hex chars when present
classic_profile: full                                    # Machine-maintained Classic profile
classic_migration: 1                                     # Machine-maintained migration version

Current change .comet.yaml no longer contains skill; legacy Run fields in YAML are migrated to .comet/run-state.json.

Reliability Features

Comet ensures agent execution reliability through automated state transitions:

1. Entry Verification — Each phase validates preconditions before execution

   • Checks file existence, state consistency, and phase transitions
   • Outputs [HARD STOP] with actionable suggestions if validation fails

2. Automated State Transitions — comet-guard.mjs --apply updates .comet.yaml automatically

   • All phase transitions (open → design/build → verify → archive) use guard --apply
   • No manual state editing required — eliminates write-verification errors
   • comet-state.mjs is the agents' exclusive interface for state operations
   • Guard and archive scripts use comet-state.mjs internally for state management

3. Schema Validation — comet-yaml-validate.mjs ensures data integrity

   • Validates required and optional fields
   • Validates enum values, including direct_override
   • Validates design_doc, plan, and handoff_context paths exist, plus handoff_hash format
   • Detects unknown/typos fields

4. Build Decision Enforcement — Guard and state transitions both block skipped build choices

   • isolation must be branch or worktree
   • build_mode must be selected before leaving build
   • build_pause: plan-ready is a recoverable pause after plan generation, not a build_mode
   • Full workflow build_mode: direct requires direct_override: true

5. Verification Evidence — Guard enforces proof before phase advance

   • verify-pass transition requires verification_report pointing to an existing report file
   • branch_status must be handled before verify can pass
   • Guard checks verification_report exists and branch_status=handled as hard prerequisites
   • Prevents false phase advances when verification or branch handling was skipped

6. Archive Automation — comet-archive.mjs handles the full archive flow in one command

   • Validates entry state, merges delta specs into main specs through OpenSpec
   • Annotates design doc and plan frontmatter
   • Moves change to archive directory and updates archived: true
   • Supports --dry-run for preview

7. Anti-drift Phase Guards — Phase awareness for long-context sessions

   • Rule layer: comet-phase-guard.md injects phase awareness, Skill invocation rules, and context recovery guidance each turn across platforms
   • Hook layer: comet-hook-guard.mjs hard-blocks file writes during open/design/archive phases on platforms that support hooks, such as Claude Code
   • Allowlisted paths: openspec/*, docs/superpowers/*, .superpowers/*, .claude/*, and .comet/*

Classic Spec Mode Project Structure

your-project/
├── .comet/
│   └── config.yaml              # Project-level global config (context_compression, review_mode, auto_transition)
├── .claude/skills/              # Platform skills dir (Comet + OpenSpec + Superpowers)
│   ├── comet/SKILL.md
│   │   └── scripts/
│   │       ├── comet-guard.mjs       # Phase transition guard (--apply auto-updates state)
│   │       ├── comet-env.mjs         # Script discovery helper
│   │       ├── comet-handoff.mjs     # Design handoff (OpenSpec → Superpowers context tracing)
│   │       ├── comet-archive.mjs     # One-command archive automation
│   │       ├── comet-yaml-validate.mjs # Schema validator
│   │       ├── comet-hook-guard.mjs   # Phase write guard (PreToolUse hook)
│   │       └── comet-state.mjs       # Unified state management (init/set/get/check/scale)
│   ├── comet-*/SKILL.md
│   ├── openspec-*/SKILL.md
│   └── brainstorming/SKILL.md
├── openspec/                    # OpenSpec — WHAT
│   ├── config.yaml
│   └── changes/
│       └── <name>/
│           ├── .openspec.yaml       # OpenSpec state
│           ├── .comet.yaml          # Comet workflow state (Classic fields + run_id link)
│           ├── .comet/
│           │   ├── run-state.json   # Engine Run state (machine-owned, auto-migrated)
│           │   └── state-events.jsonl # State transition audit log (append-only)
│           ├── proposal.md
│           ├── design.md
│           ├── specs/<capability>/spec.md
│           └── tasks.md
└── docs/superpowers/            # Superpowers — HOW
    ├── specs/                   # Design documents
    └── plans/                   # Implementation plans

Comet supports context compression at the Design → Build handoff. When enabled, comet-handoff.mjs generates a compact context package that reduces Build-phase input tokens by 25–30% without affecting implementation correctness.

| Mode | Behavior | Token Savings | | ------ | ---------------------------------------- | ------------- | | off | Full Spec excerpts in handoff context | Baseline | | beta | Design Doc + SHA256 hash references only | ~25–30% |

Key findings from benchmark testing:

• Test pass rate: 100% across all tiers (compression does not affect correctness)
• Spec coverage: 100% (off) vs 95% (beta) — minor edge-case detail loss
• Scaling: Larger tasks yield higher absolute savings (up to 15,000 tokens for large-tier tasks)

Enable in .comet/config.yaml: context_compression: beta

See CONTEXT-COMPRESSION.md for the full benchmark report, compression principles, and reproduction steps.

auto_transition controls whether Comet automatically invokes the next skill after a phase completes, or pauses for manual handoff. Phase advancement itself always happens — this setting only affects skill invocation.

| Value | Behavior | | ------- | ------------------------------------------------------------- | | true | Auto-invoke the next skill after each phase (default) | | false | Pause after each phase; user manually triggers the next skill |

Three-layer configuration with precedence: COMET_AUTO_TRANSITION env var > .comet/config.yaml (project) > change .comet.yaml.

See AUTO-TRANSITION.md for configuration details, workflow mapping, and FAQ.

Development

See CONTRIBUTING.md | 中文版 for development setup, commit conventions, PR process, branch workflow, and guidance for adding platforms, skills, scripts, or changelog entries.

See CHANGELOG.md for version history and updates.

Roadmap

Track our development progress and upcoming features on the Comet Roadmap.

Star History

Contributors

License

MIT

Community

Reference

LINUX DO - 新的理想型社区