Chatgpt Apps
Haohao-end/openagent
Build, scaffold, refactor, and troubleshoot ChatGPT Apps SDK applications that combine an MCP server and widget UI.
OpenSpec-mode authoring for Chorus PM workflows in Hermes. An agent skill from Chorus-AIDLC/Chorus.
$ npx skills add Chorus-AIDLC/Chorus --skill openspec-aware -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Chorus-AIDLC/Chorus openspec-aware --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/Chorus-AIDLC/Chorus.git skills-src && mkdir -p .claude/skills && cp -r skills-src/packages/chorus-hermes/chorus/skills/openspec-aware .claude/skills/openspec-aware && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "openspec-aware" agent skill from https://github.com/Chorus-AIDLC/Chorus/tree/main/packages/chorus-hermes/chorus/skills/openspec-aware into .claude/skills/openspec-aware/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openspec-aware", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/Chorus-AIDLC/Chorus/tree/main/packages/chorus-hermes/chorus/skills/openspec-awareType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add Chorus-AIDLC/Chorus --skill openspec-aware -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Chorus-AIDLC/Chorus openspec-aware --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Chorus-AIDLC/Chorus.git skills-src && mkdir -p .agents/skills && cp -r skills-src/packages/chorus-hermes/chorus/skills/openspec-aware .agents/skills/openspec-aware && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "openspec-aware" agent skill from https://github.com/Chorus-AIDLC/Chorus/tree/main/packages/chorus-hermes/chorus/skills/openspec-aware into .agents/skills/openspec-aware/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openspec-aware", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Chorus-AIDLC/Chorus --skill openspec-aware -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Chorus-AIDLC/Chorus openspec-aware --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Chorus-AIDLC/Chorus.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/packages/chorus-hermes/chorus/skills/openspec-aware .cursor/skills/openspec-aware && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "openspec-aware" agent skill from https://github.com/Chorus-AIDLC/Chorus/tree/main/packages/chorus-hermes/chorus/skills/openspec-aware into .cursor/skills/openspec-aware/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openspec-aware", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/Chorus-AIDLC/Chorus.git --path packages/chorus-hermes/chorus/skills/openspec-aware--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add Chorus-AIDLC/Chorus --skill openspec-aware -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Chorus-AIDLC/Chorus openspec-aware --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Chorus-AIDLC/Chorus.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/packages/chorus-hermes/chorus/skills/openspec-aware .gemini/skills/openspec-aware && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "openspec-aware" agent skill from https://github.com/Chorus-AIDLC/Chorus/tree/main/packages/chorus-hermes/chorus/skills/openspec-aware into .gemini/skills/openspec-aware/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openspec-aware", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install Chorus-AIDLC/Chorus openspec-awareInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add Chorus-AIDLC/Chorus --skill openspec-aware -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Chorus-AIDLC/Chorus.git skills-src && mkdir -p .github/skills && cp -r skills-src/packages/chorus-hermes/chorus/skills/openspec-aware .github/skills/openspec-aware && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "openspec-aware" agent skill from https://github.com/Chorus-AIDLC/Chorus/tree/main/packages/chorus-hermes/chorus/skills/openspec-aware into .github/skills/openspec-aware/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openspec-aware", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add Chorus-AIDLC/Chorus --skill openspec-aware -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Chorus-AIDLC/Chorus openspec-aware --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Chorus-AIDLC/Chorus.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/packages/chorus-hermes/chorus/skills/openspec-aware .opencode/skills/openspec-aware && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "openspec-aware" agent skill from https://github.com/Chorus-AIDLC/Chorus/tree/main/packages/chorus-hermes/chorus/skills/openspec-aware into .opencode/skills/openspec-aware/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "openspec-aware", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
openspec-awareOpenSpec-mode authoring for Chorus PM workflows in Hermes. An agent skill from Chorus-AIDLC/Chorus.
Openspec Aware is an agent skill from Chorus-AIDLC/Chorus. OpenSpec-mode authoring for Chorus PM workflows in Hermes. The default whenever OpenSpec is usable; consumes the resolved Spec Mode (never re-detects). Scaffolds openspec/changes/<slug/ on disk, and mirrors Markdown files into Chorus document drafts via chorus mcp call --arg-file (the native Chorus MCP tool as fallback when the chorus CLI is missing). Required reading for the proposal, develop, and yolo skills. When OpenSpec is not the resolved mode, this skill no-ops and the caller follows the resolved mode…
Its SKILL.md is about 7.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Agent Workflows, covering MCP servers, Computer vision and Project scaffolding. It works with Model Context Protocol and Bash. The repository describes itself as: The Agent Harness for AI-Human Collaboration, inspired by the AI-DLC (AI-Driven Development Lifecycle). The licence is AGPL-3.0.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 4754822. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
jqnpmbashFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
github.comFrom URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
CHORUS_API_KEYFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Openspec Aware loads about 7.2k tokens when it runs. Until then it costs about 142 tokens; SKILL.md has 3,318 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check noted patterns worth knowing about, such as sudo or a known installer.
US_URL`, `CHORUS_API_KEY`) or `~/.hermes/.env`; export them in the `terminal` command if the shell does not see them. IfAutomated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from Chorus-AIDLC/Chorus at commit 4754822, republished under its AGPL-3.0 licence (© Chorus-AIDLC). 3,318 words, ~7,238 tokens.
.claude/skills/openspec-aware/SKILL.md (or your agent's skills folder).This skill is a shared sub-procedure invoked by the Chorus stage skills (proposal, develop, yolo) when the resolved spec mode is a usable OpenSpec — spec-driven authoring through the OpenSpec CLI:
CHORUS_SPEC_MODE=openspec or unset, and CHORUS_OPENSPEC_MODE not off, an openspec/ directory exists at the project root, and the openspec CLI is on PATH.CHORUS_SPEC_MODE=off).See also —
spec-lite(the lightweight fallback): OpenSpec (this skill) stays the default whenever usable. When OpenSpec is absent or disabled — orCHORUS_SPEC_MODE=lite— the mode resolves to spec-lite: a durable local.chorus/specs/<slug>/spec.md(never synced) + per-change dated folders<slug>/<YYYY-MM-DD>-<change-slug>/of Chorus-typed docs mirrored 1:1 into Chorus via the same--arg-filetransport. Seeskill_view("chorus:spec-lite").
When you reach a point in proposal / develop / yolo where this skill is referenced, read the resolved mode from the ## Spec Mode section (see §1) and branch on it. Do not re-derive the detection — the Chorus Hermes plugin's pre_llm_call session-start check-in has already resolved it once for this session.
Hermes specifics: the document-mirror transport is the
chorusCLI (chorus mcp call … --arg-file content=<file>, §2 Rule 1), run through theterminaltool. Whenchorusis not onPATH, the fallback is the native Chorus MCP tool (mcp__chorus__chorus_pm_add_document_draft,mcp__chorus__chorus_pm_update_document_draft,mcp__chorus__chorus_pm_update_document) withcontentread from the file viaread_file. There is no bundled shell wrapper on Hermes. The helper snippets below are Bash; run multi-line blocks underbash -lc(or save them as a.shscript with a Bash shebang) if theterminalshell is not Bash.
The Chorus Hermes plugin's pre_llm_call hook resolves the spec mode on the first turn of each session (and again after /reset or context compression) via its spec_mode.py — the single source of truth, a Python port of the canonical resolver with the same rules — and writes a ## Spec Mode section into the injected context stating CHORUS_SPEC_MODE=<lite|openspec|off>; when the resolved mode is a usable OpenSpec it also carries a CHORUS_OPENSPEC_ACTIVE=1 line. That line is present only when CHORUS_SPEC_MODE is openspec or unset, and all three of these hold:
CHORUS_OPENSPEC_MODE not off, CHORUS_ENABLE_OPENSPEC not false).openspec/ directory (i.e. someone ran openspec init here).openspec CLI is on PATH.Both signals (2) and (3) are required because the OpenSpec authoring path needs the working directory and the CLI. If signal (2) holds but (3) does not, the ## Spec Mode section carries an install hint (npm i -g @fission-ai/openspec); pass it through if asked.
You should already see something like this in your context (look for the ## Spec Mode section near the top of the conversation):
## Spec Mode
CHORUS_SPEC_MODE=openspec (default — openspec/ directory + openspec CLI both present)
CHORUS_OPENSPEC_ACTIVE=1 (openspec/ directory + openspec CLI both present)or (resolved to lite / off — no CHORUS_OPENSPEC_ACTIVE=1 line):
## Spec Mode
CHORUS_SPEC_MODE=lite (default — OpenSpec not usable: no openspec/ directory at /path/to/repo/openspec)Branch:
CHORUS_OPENSPEC_ACTIVE=1 line present → follow §3 (OpenSpec authoring).CHORUS_OPENSPEC_ACTIVE=1 line → this skill is a no-op; return to the caller, which follows the resolved CHORUS_SPEC_MODE (spec-lite or free-form). Do not scaffold openspec/changes/. Do not add the slug line to the proposal description.If the ## Spec Mode section shows an explicit CHORUS_SPEC_MODE=openspec that cannot be honored (OpenSpec disabled or not installed — it carries a config-conflict / not-installed reason and no CHORUS_OPENSPEC_ACTIVE=1 line), the caller MUST halt and surface it — do not silently fall back.
The mode is resolved by the Chorus Hermes plugin (spec_mode.py) at session start — there is no resolver for you to source, and you must not hand-roll the rule (a hand-rolled OpenSpec-only check ignores CHORUS_SPEC_MODE and the lite/off cases). If the ## Spec Mode section is genuinely absent:
delegate_task child (children start with an isolated context): the parent must pass the resolved ## Spec Mode lines verbatim in your context. If it did not, report back to the parent that the spec mode is missing and stop, rather than guessing.CHORUS_SPEC_MODE explicitly (lite | openspec | off) and start a fresh session (/reset, or restart hermes gateway for Chorus-woken sessions) so the plugin re-resolves it — rather than guessing.Both are enforced at review time. Both have caused incidents in past releases.
content from the file (CLI preferred, native-tool fallback); never re-type document content from agent outputDocument/draft mirror calls (chorus_pm_add_document_draft, chorus_pm_update_document_draft, chorus_pm_update_document) MUST fill the content field from the local file's bytes, never from a hand-typed body. Calling these tools directly from the native MCP tools with a hand-typed content field is a protocol violation for OpenSpec mode and will fail review. Use whichever transport is available, preferred first:
chorus CLI: chorus mcp call <tool_name> '<json-without-content>' --arg-file content=<file>. --arg-file content=<path> reads the file's raw bytes and injects them as the JSON content string, byte-exact, so no encoding helper is needed. See §3.6. Requires chorus >= 0.17.0 (the chorus mcp subcommand was added then; an older CLI errors with "unknown command"); on any version or unknown-command failure, upgrade with npm install -g @chorus-aidlc/chorus.terminal. The chorus CLI is a Node binary on PATH; run it with the Hermes terminal tool so the file bytes never pass through model context.chorus is not on PATH: read the file with read_file and call mcp__chorus__chorus_pm_add_document_draft / mcp__chorus__chorus_pm_update_document_draft / mcp__chorus__chorus_pm_update_document with content set to the file's text exactly as read — no edits, no reflow, no "fixes", and none of any line-number prefix the reader adds for display. This is a degraded path: the body does pass through model context (token cost) and loses the byte-exact guarantee, so after each call spot-check the round-trip (§3.9 step 4) and prefer installing the CLI (npm install -g @chorus-aidlc/chorus) before any multi-document mirror. There is no bundled shell wrapper on Hermes.New to the
chorusCLI? Seeskill_view("chorus:chorus-cli")for install, configuring agents (chorus agents add|remove|list), the connection env vars, andchorus mcpbasics.
Acting identity — which agent the call acts as.
chorus mcp callresolves the agent from, in order:CHORUS_AGENT_PROFILE(a name or UUID) →CHORUS_URL+CHORUS_API_KEYin the environment → the single agent configured in~/.chorus/daemon.json. On Hermes the credentials come from the environment (CHORUS_URL,CHORUS_API_KEY) or~/.hermes/.env; export them in theterminalcommand if the shell does not see them. If a mirror call fails withMultiple agents … specify --agent(several agents configured and no profile/creds in the env), pass your own identity explicitly:chorus mcp call <tool> … --agent <your-agentUuid>— your UUID is in yourchorus_checkinresult, andchorus agentslists every configured name/UUID.
Reasons (they are why the CLI path is preferred, and why the fallback must copy the file text verbatim):
--arg-file streams the file's bytes into the JSON string — content never enters LLM context. A typical 3-doc proposal mirror costs roughly zero content-tokens this way; via direct MCP with a re-typed body it routinely costs 20k+.--arg-file is a byte-faithful encoder: backslashes, quotes, newlines, code-fence content, zero-width chars all survive. LLM re-emission has a non-zero failure rate on long markdown — table alignment drifts, fence escapes get "fixed", long URLs wrap. The exact byte-equality guarantee holds only on the --arg-file path, never on LLM re-emission — which is why the native-tool fallback needs a round-trip spot check.openspec/changes/<slug>/*.md is authoritative and Chorus is a mirror. With agent re-typing, authority splits between local file and whatever the LLM happened to output — a future diff cannot tell which one is correct.chorus_check_responseEvery chorus mcp call must check three signals: exit code, "error": in body, empty body. Bare RC=$? is defense in depth only — an auth failure or a tool-level error can surface in the body rather than the exit code, so a single-signal check can silently miss the most common runtime failure. See §6 for the helper definition. On the native-tool fallback, treat any error result (or an empty/unexpected result) from the tool as a halt.
openspec/changes/<slug>/ is the local change folder. The slug must be:
add-export-csv, not addExportCsv or add_export_csv),openspec/changes/.Record it for later steps:
SLUG="add-export-csv"openspec new change "$SLUG" --description "<one-line idea summary>"This creates openspec/changes/$SLUG/ with README.md and .openspec.yaml. Then author by hand:
| Local file | Purpose | Mirror as Document.type |
|---|---|---|
proposal.md | Why + What Changes + Capabilities + Impact | prd |
design.md | Architecture, contracts, risks | tech_design |
specs/<capability>/spec.md | Delta spec (## ADDED Requirements + Scenarios) | spec (one draft per capability) |
tasks.md | OpenSpec tasks list | (not mirrored — Chorus task drafts are source of truth) |
Use openspec instructions <artifact> --change "$SLUG" (artifacts: proposal, specs, design, tasks) for templates.
openspec instructions specs)A delta spec lists one or more block headers — ## ADDED Requirements, ## MODIFIED Requirements, ## REMOVED Requirements, ## RENAMED Requirements — and within each, ### Requirement: entries. Mix freely in the same file; only include the blocks you actually need.
## ADDED RequirementsAppend a brand-new Requirement to the long-term spec.
## ADDED Requirements
### Requirement: <name>
<requirement text — use SHALL / MUST for normative behavior>
#### Scenario: <name>
- **WHEN** <condition>
- **THEN** <expected outcome>## MODIFIED RequirementsWhole-block replacement, not merge. Whatever you write here completely replaces the existing same-named Requirement in the long-term spec — title, description, and all scenarios. Half-writing it deletes the rest.
## MODIFIED Requirements
### Requirement: <existing name>
<full updated requirement text>
#### Scenario: <name>
- **WHEN** <condition>
- **THEN** <expected outcome>
#### Scenario: <other name>
- **WHEN** <condition>
- **THEN** <expected outcome>Always include every scenario you want the post-archive spec to have, even ones that were already present and unchanged.
## REMOVED RequirementsDelete a Requirement from the long-term spec. The block under the heading is just the requirement name(s) you're removing — no scenarios needed.
## REMOVED Requirements
### Requirement: <existing name>## RENAMED RequirementsRename a Requirement's title. Body and scenarios are preserved as-is in the long-term spec; use MODIFIED instead if you need to change anything besides the title.
## RENAMED Requirements
### Requirement: <old name> -> <new name>Critical formatting rules (verified):
#### Scenario:). 3 hashtags or a bullet list silently fail validation.### Requirement: under ADDED or MODIFIED MUST have at least one #### Scenario:.MODIFIED blocks MUST include the full updated content — they overwrite, not patch.SHALL / MUST for normative requirements; avoid should / may.openspec/specs/<capability>/spec.md happens at openspec archive time (§3.9), not at proposal time. While the proposal is in flight, Chorus only sees the delta file as one spec Document — there is no half-merged state for the skill to reason about.Optional:
openspec validate "$SLUG"content field byte-exactThe document content must be inserted byte-for-byte from the local file — never re-typed by the LLM. Two mechanisms, preferred first:
chorus mcp call … --arg-file content=<path> (§3.6). The CLI reads the file's raw bytes and injects them as the JSON content string. This is byte-faithful, so no encoding helper is needed — pass the base JSON without a content field and let --arg-file fill it.chorus is not on PATH). content is the read_file text copied verbatim; verify the round-trip afterwards.Round-trip verification is exact: a trailing newline difference is real drift and MUST NOT be normalized or ignored.
Use the regular chorus_pm_create_proposal MCP tool (no CLI required for this single call — the description is short, the LLM-emitted version is fine). The description must carry exactly one line:
OpenSpec change slug: <slug>OpenSpec change slug: (capital O, capital S, single space after colon),openspec new change.This line is machine-grep-able by future runs of this skill and by the §3.9 archive trigger.
Rule 1 reminder:
contentcomes from the file's bytes, never a hand-typed body. The agent must not retype the document body.
Define the halt-on-error helper from §6 once at the top. Primary path — the chorus CLI: pass the base JSON without a content field and let --arg-file content=<file> fill it byte-exact. One call per file:
# PRD draft — --arg-file fills content byte-exact from the file; no encoding helper needed.
RESULT=$(chorus mcp call chorus_pm_add_document_draft \
"{\"proposalUuid\":\"$PROPOSAL_UUID\",\"type\":\"prd\",\"title\":\"PRD: $HUMAN_TITLE\"}" \
--arg-file content="openspec/changes/$SLUG/proposal.md")
RC=$?
chorus_check_response "chorus_pm_add_document_draft (prd)" "$RC" "$RESULT"
PRD_DRAFT_UUID=$(printf '%s' "$RESULT" | grep -o '"draftUuid"[[:space:]]*:[[:space:]]*"[^"]*"' | head -1 | sed 's/.*"\([^"]*\)"$/\1/')Repeat with type: "tech_design" for design.md, and one call per capability with type: "spec" for each specs/<capability>/spec.md. Do not mirror tasks.md — Chorus task drafts (created via the chorus_pm_add_task_draft MCP tool, no CLI needed) are the source of truth for tasks.
Why parsing uses
printf '%s' "$RESULT" | grepnotecho "$RESULT" | jq:echointerprets backslash sequences inside the captured JSON, turning embedded\ninto a real newline.jqthen aborts withInvalid string: control characters from U+0000 through U+001F must be escaped.printf '%s'emits the captured bytes verbatim. Same pattern applies to all CLI-result parsing in this skill.
chorus CLI is not on PATHIf command -v chorus fails, mirror through the native Chorus MCP tool instead. There is no shell wrapper or encoding helper on Hermes. Per file:
read_file("openspec/changes/<slug>/proposal.md") — take the file text exactly as stored (drop any display-only line-number prefix).
Call the native tool with that text as content:
mcp__chorus__chorus_pm_add_document_draft({
proposalUuid: "<proposalUuid>",
type: "prd",
title: "PRD: <human title>",
content: "<the file text, verbatim>"
})Treat any error (or empty) result as a halt (§6). Record the returned draftUuid.
Repeat for design.md (tech_design) and each specs/<capability>/spec.md (spec). Because this path re-emits the body, spot-check the round-trip once the drafts materialize (§3.9 step 4), and install the chorus CLI before the next mirror if you can.
Local file changes propagate via chorus_pm_update_document_draft — same primary/fallback split as §3.6, same halt check. Primary (CLI):
RESULT=$(chorus mcp call chorus_pm_update_document_draft \
"{\"proposalUuid\":\"$PROPOSAL_UUID\",\"draftUuid\":\"$PRD_DRAFT_UUID\"}" \
--arg-file content="openspec/changes/$SLUG/proposal.md")
RC=$?
chorus_check_response "chorus_pm_update_document_draft" "$RC" "$RESULT"Fallback (no chorus on PATH) — the native tool, same rules as the §3.6 fallback:
mcp__chorus__chorus_pm_update_document_draft({
proposalUuid: "<proposalUuid>",
draftUuid: "<prdDraftUuid>",
content: "<read_file text of openspec/changes/<slug>/proposal.md, verbatim>"
})Once the proposal is approved, drafts materialize into Documents with their own UUIDs. To keep openspec/changes/$SLUG/ and the Chorus Document in sync, mirror file edits via chorus_pm_update_document. Primary (CLI):
RESULT=$(chorus mcp call chorus_pm_update_document \
"{\"documentUuid\":\"$SPEC_DOCUMENT_UUID\"}" \
--arg-file content="openspec/changes/$SLUG/specs/<capability>/spec.md")
RC=$?
chorus_check_response "chorus_pm_update_document" "$RC" "$RESULT"Fallback (no chorus on PATH) — the native tool, same rules as the §3.6 fallback:
mcp__chorus__chorus_pm_update_document({
documentUuid: "<specDocumentUuid>",
content: "<read_file text of openspec/changes/<slug>/specs/<capability>/spec.md, verbatim>"
})To re-derive $SPEC_DOCUMENT_UUID from a fresh shell, look it up via chorus_get_documents for the proposal's project and match by title + type. Re-derive $SLUG by grepping the proposal's description for ^OpenSpec change slug: .
When the LAST task of an OpenSpec-mode idea is admin-verified via chorus_admin_verify_task, the Chorus Hermes plugin's transform_tool_result hook appends an OpenSpec Archive Trigger reminder (branch A of its post-verify reminders) to the tool result. It contains the literal substring openspec archive <slug> and the project/proposal UUIDs, so you can act without re-reading the slug.
The reminder is only a reminder — the plugin does not archive anything; you (the agent) perform the archive:
Run archive locally. Use --yes for non-interactive mode. Do NOT pass --skip-specs (defeats the mirror-back) or --no-validate (lets malformed deltas corrupt cumulative specs).
openspec archive "$SLUG" --yesThis moves openspec/changes/$SLUG/ under openspec/changes/archive/<date>-<slug>/ and emits/updates openspec/specs/<capability>/spec.md for each capability. (Run openspec archive --help against your installed version to confirm the current flag set — flags can drift between releases.)
Mirror each updated openspec/specs/<capability>/spec.md back to the matching post-approval Chorus Document (§3.8 contract). chorus_get_documents only supports projectUuid + type server-side filters; filter by title client-side. One chorus_pm_update_document call per capability.
Halt on any error from openspec archive or chorus_pm_update_document. Print stderr verbatim, post a comment on the proposal recording the failure (chorus_add_comment with targetType: "proposal", targetUuid: <proposalUuid>), then stop. No retry. Matches §6 "no silent errors." (Comment on the proposal, not the idea: the failure is in archiving proposal-derived specs, and proposals can be inputType: "document" with no idea attached.)
Confirm success. For each capability, verify that
openspec/specs/<capability>/spec.md round-trips byte-equal with its
Chorus Document. The --arg-file mirror path already guarantees this, so a
spot check is enough: fetch the Document with
chorus mcp call chorus_get_document '{"documentUuid":"<uuid>"}', write its
content to a temp file, and cmp (or compare SHA-256 of) both files.
Do NOT use jq -r to extract the content — it appends a trailing newline
and manufactures a phantom 1-byte drift (a spec that mirrored correctly will
read as 1 byte longer on the server). Use jq -j (no trailing newline), and
never rely on recursive jq, head, command substitution, or newline
normalization. On mismatch report only byte counts and hashes. (The Chorus
Hermes plugin ships no round-trip verifier script — the --arg-file
byte-equality guarantee makes it unnecessary.) If the mirror went through the
native-tool fallback (no chorus CLI), fetch with chorus_get_document and
compare the content against the local file as closely as you can; flag any
visible drift and recommend a CLI re-mirror.
Strict opt-in: if the verified task is not the last of its idea, OR the proposal description carries no OpenSpec change slug: <slug> line, OR the local shell has no openspec CLI, the plugin appends no archive reminder (branch A stays silent; the code-review and report reminders, branches C and B, are independent). Existing free-form behavior is preserved.
When the resolved mode is not a usable OpenSpec (no CHORUS_OPENSPEC_ACTIVE=1 line), this skill is a no-op — return to the calling skill, which follows the resolved CHORUS_SPEC_MODE: spec-lite (the default when OpenSpec isn't usable) or free-form (=off). From this skill's side:
openspec/changes/ folder is created or referenced.OpenSpec change slug: … line is added to the proposal description.skill_view("chorus:spec-lite") (durable .chorus/specs/<slug>/spec.md + dated per-change folders mirrored via --arg-file); in free-form, document drafts are authored via direct MCP chorus_pm_add_document_draft calls with inline content — same as before this skill existed.| Local file | Chorus Document.type | Mirrored? |
|---|---|---|
openspec/changes/<slug>/proposal.md | prd | yes |
openspec/changes/<slug>/design.md | tech_design | yes |
openspec/changes/<slug>/specs/<capability>/spec.md | spec | yes (one draft per capability) |
openspec/changes/<slug>/tasks.md | (not mapped) | no — Chorus task drafts are source of truth |
prd, tech_design, spec are pre-existing valid Document.type values — no schema change required.
chorus_check_response helperThis helper guards every chorus mcp call on the primary path. chorus mcp call exits non-zero on tool/transport errors, so RC is usually reliable — but an error can also arrive as an "error" object in an otherwise successful body, and an empty body means the call produced nothing usable. Run the three-signal check after every call, as defense in depth. (On the native-tool fallback there is no shell result to check: halt on any error or empty tool result.)
Define this helper once at the top of the authoring session and use it after every chorus mcp call mirror:
chorus_check_response() {
local _tool="$1"
local _rc="$2"
local _body="$3"
local _has_error=0
local _is_empty=0
local _trimmed
_trimmed=$(printf '%s' "$_body" | tr -d ' \t\n\r')
[ -z "$_trimmed" ] && _is_empty=1
if [ "$_is_empty" -eq 0 ]; then
if command -v jq >/dev/null 2>&1; then
if printf '%s' "$_body" | jq -e 'try ([.. | objects | has("error")] | any) catch false' >/dev/null 2>&1; then
_has_error=1
fi
else
printf '%s' "$_body" | grep -qE '"error"[[:space:]]*:' && _has_error=1
fi
fi
if [ "$_rc" -ne 0 ] || [ "$_has_error" -eq 1 ] || [ "$_is_empty" -eq 1 ]; then
echo "ERROR: $_tool failed (exit=$_rc, error_in_body=$_has_error, empty_body=$_is_empty)" >&2
echo "Output: $_body" >&2
[ "$_rc" -ne 0 ] && exit "$_rc" || exit 1
fi
}Anti-patterns — do not:
|| true./dev/null.chorus mcp call inside a pipeline (masks $?).$RESULT into a variable; the helper needs the body.if [ "$RC" -ne 0 ]; then ... — that misses the HTTP-error path.Minimal call site shape:
RESULT=$(chorus mcp call <tool_name> '<json-without-content>' --arg-file content=<file>)
RC=$?
chorus_check_response "<tool_name>" "$RC" "$RESULT"
# ...if we reach here, the call succeeded; parse RESULT and continue.This is project-wide policy: no silent errors.
When invoked from a stage skill (proposal / develop / yolo):
## Spec Mode section injected by the Chorus Hermes plugin at session start (§1) — proceed only if it carries the CHORUS_OPENSPEC_ACTIVE=1 line. If the section is absent, use the fallback in §1 (parent-forwarded mode, or set CHORUS_SPEC_MODE explicitly + /reset).CHORUS_OPENSPEC_ACTIVE=1 line → no-op; return to the caller per the resolved CHORUS_SPEC_MODE (spec-lite or free-form) — see §4.$SLUG (§3.1).
b. openspec new change "$SLUG" (§3.2).
c. Author proposal.md, design.md, specs/<capability>/spec.md (§3.2–§3.3). Mix ADDED / MODIFIED / REMOVED / RENAMED blocks as needed; remember MODIFIED overwrites the whole Requirement.
d. Optional: openspec validate "$SLUG".
e. chorus_pm_create_proposal (direct MCP) with the OpenSpec change slug: $SLUG line in description (§3.5).
f. Define the chorus_check_response helper. Use chorus mcp call … --arg-file content=<file> via terminal for mirrors (§3.6). Only when chorus is not on PATH, fall back to the native MCP tool with the read_file text verbatim (§2 Rule 1).
g. For each row in §5 with "yes" — mirror via chorus mcp call chorus_pm_add_document_draft … --arg-file content=<file> (§3.6; fallback = native mcp__chorus__chorus_pm_add_document_draft). Record each $DRAFT_UUID.
h. On any failed chorus_check_response — halt, surface the error, do NOT proceed.© Chorus-AIDLC, AGPL-3.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in packages/chorus-hermes/chorus/skills/openspec-aware of Chorus-AIDLC/Chorus.
Open the folder on GitHubat commit 4754822
Openspec Aware next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Openspec Aware this skillChorus-AIDLC/Chorus | 1.2k | — | ~7.2k | Automated safety check: Notes | AGPL-3.0 | |
| Chatgpt AppsHaohao-end/openagent | 807 | 1 repos | ~4.9k | Automated safety check: Pass | Apache-2.0 | |
| Crush Configurationcharmbracelet/crush | 29k | — | ~3.7k | Automated safety check: Pass | Custom licence | |
| Record Demoapify/mcpc | 983 | — | ~3.3k | Automated safety check: Notes | Apache-2.0 | |
| MCP Scaffoldtimothywarner-org/claude-code | 224 | — | ~940 | Automated safety check: Pass | MIT | |
| AI Bomcdxgen/cdxgen | 1.1k | — | ~2.5k | Automated safety check: Pass | Apache-2.0 |
Haohao-end/openagent
Build, scaffold, refactor, and troubleshoot ChatGPT Apps SDK applications that combine an MCP server and widget UI.
charmbracelet/crush
Explains how to configure the Crush coding agent with crushrc or crush.json, covering providers, models, LSPs, MCP servers, hooks, permissions and config precedence.
apify/mcpc
Record or regenerate the mcpc demo GIFs (the README hero docs/images/mcpc-demo.gif and the focused tapes in docs/vhs/) with VHS.
timothywarner-org/claude-code
Scaffold production-ready Python MCP servers using FastMCP. An agent skill from timothywarner-org/claude-code.
cdxgen/cdxgen
Generates AI-BOM, MCP inventory, AI skill inventory, and AI authorship provenance documents with cdxgen, cataloging models, inference services, Hugging Face purls, MCP servers and their…
majiayu000/claude-skill-registry
Upload local assets (images, mockups, extracted HTML, design markdown) to a Stitch project.
Chorus-AIDLC/Chorus
A skill your agent uses when manually verifying a Chorus frontend change in a real browser — finding local login credentials, driving the running dev server with the Playwright MCP, logging in…
Chorus-AIDLC/Chorus
Write release blog posts for Chorus — problem-first narrative, bilingual (zh/en), following the project's editorial style.
Chorus-AIDLC/Chorus
Optional divergent-then-convergent dialogue for fuzzy ideas on Hermes.
Chorus-AIDLC/Chorus
Optional divergent-then-convergent dialogue for fuzzy ideas.
Chorus-AIDLC/Chorus
Optional divergent-then-convergent dialogue for fuzzy ideas.
Chorus-AIDLC/Chorus
Optional divergent-then-convergent dialogue for fuzzy ideas.
Works with
OpenSpec-mode authoring for Chorus PM workflows in Hermes. An agent skill from Chorus-AIDLC/Chorus. Openspec Aware is an agent skill from Chorus-AIDLC/Chorus. OpenSpec-mode authoring for Chorus PM workflows in Hermes.
Openspec Aware fits situations like: tasks that involve MCP servers; tasks that involve Computer vision; tasks that involve Project scaffolding.
Run `npx skills add Chorus-AIDLC/Chorus --skill openspec-aware -a claude-code`. Or copy the skill folder (packages/chorus-hermes/chorus/skills/openspec-aware in Chorus-AIDLC/Chorus) into .claude/skills/openspec-aware in your project. Claude Code loads it when a task matches its description.
Run `npx skills add Chorus-AIDLC/Chorus --skill openspec-aware -a codex`. Or copy the skill folder (packages/chorus-hermes/chorus/skills/openspec-aware in Chorus-AIDLC/Chorus) into .agents/skills/openspec-aware in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Chorus-AIDLC/Chorus --skill openspec-aware -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/openspec-aware, .gemini/skills/openspec-aware, .github/skills/openspec-aware and .opencode/skills/openspec-aware in your project.
Going by SKILL.md and its folder, Openspec Aware needs the command-line tools its instructions call (jq, npm and bash) and credentials named CHORUS_API_KEY. Our summary lists: Python 3; Node.js; A credential in CHORUS_API_KEY.
SKILL.md names 1 domain. As links in the text: github.com. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Openspec Aware is published under the AGPL-3.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 7.2k tokens (SKILL.md is roughly 29k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Openspec Aware: Chatgpt Apps (Haohao-end/openagent, 807 stars), Crush Configuration (charmbracelet/crush, 29k stars), Record Demo (apify/mcpc, 983 stars) and MCP Scaffold (timothywarner-org/claude-code, 224 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Chorus-AIDLC (a GitHub organization) maintains it in Chorus-AIDLC/Chorus, which has 1,192 GitHub stars. The repository holds 64 skills in this directory. The repository was last updated on October 7, 2026.
Source: Chorus-AIDLC/Chorus on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.