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Rename to orchestrating-agent-relay + CLI-first/--json guidance#48

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May 18, 2026
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Rename to orchestrating-agent-relay + CLI-first/--json guidance#48
khaliqgant merged 4 commits into
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docs/headless-orchestrator-cli-json-guidance

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@khaliqgant khaliqgant commented May 18, 2026

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Summary

Makes running-headless-orchestrator the canonical "how to run agent-relay" skill: renames it to orchestrating-agent-relay and updates its guidance to be accurate for a spawning orchestrator. Mirrors the relay-side changes in AgentWorkforce/relay#861.

Rename

  • skills/running-headless-orchestrator/skills/orchestrating-agent-relay/
  • SKILL.md frontmatter name, title, and description updated
  • prpm.json: package renamed; skill 1.0.52.0.0 (breaking: package name change); bundle agent-workforce-skills 1.0.101.1.0
  • README.md + commands/spawn.md references and npx prpm install command updated

Gerund form is consistent with the rest of the skill family (using-agent-relay, writing-agent-relay-workflows) and distinct from them: this is the imperative "drive agent-relay to run a team" entrypoint.

Guidance changes (why)

  • The spawning orchestrator is not a registered relaycast agent — mcp__relaycast__message_* / agent_list fail with Not registered. Call agent.register first. The CLI is now the documented path.
  • Recommend --json for full, untruncated, parseable output across replies / history / inbox / who.
  • replies <agent> is the canonical DM read; history --to '#channel' --json is untruncated/chronological channel evidence; who --json exposes structured lifecycle (pid, uptimeSecs, memoryBytes, status) for health polling instead of TTY scraping.
  • Drop legacy inbox --agent / MCP-primary framing.

Related / follow-up

  • relay PR Implement reading worker DM replies (#860) relay#861 ships the matching behavior (who --json, untruncated chronological channel history) and the .claude/.agents skill mirrors. Those mirrors + relay/prpm.json + the spec reference still use the old name and need the same rename for consistency (tracked alongside #861).

⚠️ Breaking: the published package name changes from @agent-relay/running-headless-orchestrator to @agent-relay/orchestrating-agent-relay. Anything installing the old name must update.

🤖 Generated with Claude Code

The spawning orchestrator is not a registered relaycast agent, so
mcp__relaycast__message_* / agent_list fail with 'Not registered. Call
agent.register first.' Make the CLI the documented path and recommend
--json for full, untruncated, parseable output:

- replies <agent> is the canonical DM-read; --json gives full text + direction
- channel evidence via history --to '#channel' --json is untruncated/chronological
- who --json exposes structured lifecycle (pid, uptimeSecs, memoryBytes, status)
  for health polling instead of scraping the worker TTY
- drop legacy inbox --agent / MCP-primary framing

Mirrors the relay repo skill change on PR #861.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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Review Change Stack

📝 Walkthrough

Walkthrough

Docs and manifest updated to rename the headless orchestrator skill to orchestrating-agent-relay, canonicalize agent-relay CLI workflows (replies/send/history/who) for spawning/monitoring/troubleshooting, add a new orchestrating-agent-relay SKILL.md, and revise using-agent-relay guidance for registered agents.

Changes

Headless Orchestrator CLI Standardization

Layer / File(s) Summary
Running-headless orchestrator docs updated
skills/running-headless-orchestrator/SKILL.md
Standardizes worker DM reading/sending/listing on agent-relay CLI (canonical agent-relay replies <agent> with --json), replaces MCP examples, and warns orchestrator is not a registered Relaycast agent.
New orchestrating-agent-relay documentation
skills/orchestrating-agent-relay/SKILL.md
Adds full SKILL.md: overview, quick reference, bootstrap flow, spawn via MCP/CLI, monitoring/troubleshooting, CLI commands (read/history/replies), lifecycle events, common mistakes, and prerequisites.
Using-agent-relay docs revised
skills/using-agent-relay/SKILL.md
Reframes as participant-side (registered agent) reference, expands MCP Tools overview, adds agent-relay read, agent-relay history, and agent-relay replies entries, and updates common mistakes for registration/non-registered behavior.
Manifest, README, and spawn guidance
prpm.json, README.md, commands/spawn.md
Bump top-level version and description in prpm.json; rename package entry to orchestrating-agent-relay v2.0.0 and update its files path; bump using-agent-relay to v1.3.0; update README published-skills table and change spawn docs to require loading orchestrating-agent-relay.

Estimated code review effort

🎯 3 (Moderate) | ⏱️ ~20 minutes

Possibly related PRs

Poem

🐰 I hopped through docs to clear the way,
MCP gave up, so CLI saves the day,
Replies and history now told with care,
Spawn, watch, and release — all CLI-aware,
A joyful hop, docs tidy and gay.

🚥 Pre-merge checks | ✅ 5
✅ Passed checks (5 passed)
Check name Status Explanation
Title check ✅ Passed The title 'Rename to orchestrating-agent-relay + CLI-first/--json guidance' accurately summarizes the main changes: a package rename and shift toward CLI-first approach with --json output recommendations.
Description check ✅ Passed The description is directly related to the changeset, detailing the rename from running-headless-orchestrator to orchestrating-agent-relay, the rationale (orchestrator is not a registered agent), and the CLI-first/--json guidance updates.
Docstring Coverage ✅ Passed No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
Linked Issues check ✅ Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check ✅ Passed Check skipped because no linked issues were found for this pull request.

✏️ Tip: You can configure your own custom pre-merge checks in the settings.

✨ Finishing Touches
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Commit unit tests in branch docs/headless-orchestrator-cli-json-guidance

Comment @coderabbitai help to get the list of available commands and usage tips.

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✅ Devin Review: No Issues Found

Devin Review analyzed this PR and found no potential bugs to report.

View in Devin Review to see 3 additional findings.

Open in Devin Review

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Actionable comments posted: 2

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@skills/running-headless-orchestrator/SKILL.md`:
- Around line 121-126: Update the sentence listing which read commands should
include --json by removing "inbox" so it only mentions "replies", "history", and
"who"; edit the paragraph containing the `mcp__relaycast__message_*` /
`agent_list` guidance in SKILL.md and delete the word "inbox" from the list
after "Add `--json` to any read command" to avoid reintroducing legacy framing
while keeping the rest of the sentence and the advice about `agent-relay`
unchanged.
🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

ℹ️ Review info
⚙️ Run configuration

Configuration used: Organization UI

Review profile: CHILL

Plan: Pro Plus

Run ID: 9eaf90bc-922a-45f4-a6ec-995fc746342d

📥 Commits

Reviewing files that changed from the base of the PR and between 802e8bb and a0725d3.

📒 Files selected for processing (1)
  • skills/running-headless-orchestrator/SKILL.md

Comment thread skills/orchestrating-agent-relay/SKILL.md Outdated
Comment thread skills/orchestrating-agent-relay/SKILL.md

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No issues found across 1 file

Re-trigger cubic

…g-agent-relay

This skill is the canonical "how to run agent-relay" entrypoint, so it
gets a canonical, gerund-form name consistent with the skill family
(using-agent-relay, writing-agent-relay-workflows).

- Rename skills/running-headless-orchestrator -> skills/orchestrating-agent-relay
- Update SKILL.md frontmatter name + title + description
- prpm.json: rename package, bump skill 1.0.5 -> 2.0.0 (breaking: package
  name change), bump bundle 1.0.10 -> 1.1.0
- Update README.md and commands/spawn.md references and install command

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
@khaliqgant khaliqgant changed the title docs(running-headless-orchestrator): CLI-first reading + --json guidance Rename to orchestrating-agent-relay + CLI-first/--json guidance May 18, 2026

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Actionable comments posted: 2

♻️ Duplicate comments (3)
skills/orchestrating-agent-relay/SKILL.md (3)

312-330: ⚠️ Potential issue | 🟠 Major | ⚡ Quick win

Update Common Mistakes table to use canonical replies command.

The Common Mistakes table references agent-relay inbox --agent <name> in multiple entries (lines 325, 326, 328), perpetuating the same contradiction with the canonical replies guidance established earlier in the document. These should be updated to use agent-relay replies <name> --json for consistency.

📝 Proposed fix
-| Messages not delivered | Check `agent-relay history --to '`#general`'` for channel messages; use `agent-relay inbox --agent <name>` for DMs |
-| Worker replies not showing in history | Expected — `history` only shows channel posts. Use `agent-relay inbox --agent <name>` (unread only) or `agent-relay history --to <name>` (full thread) to read DM replies |
+| Messages not delivered | Check `agent-relay history --to '`#general`' --json` for channel messages; use `agent-relay replies <name> --json` for DMs |
+| Worker replies not showing in history | Expected — `history` only shows channel posts. Use `agent-relay replies <name>` (canonical DM read) or `agent-relay history --to <name>` (full thread) to read DM replies |
 | `inbox_check` shows unread but can't see content | `inbox_check` only returns counts. Use `mcp__relaycast__message_dm_list(as: "<name>")` to list conversations, or `agent-relay inbox --agent <name>` via CLI |
-| `inbox --agent` showed messages once but now shows nothing | `inbox` only shows **unread** — already-read messages won't reappear. Use `agent-relay history --to <name>` to re-read the full conversation |
+| `inbox --agent` showed messages once but now shows nothing | This is legacy unread-only behavior. Use `agent-relay replies <name>` for the canonical persistent view or `agent-relay history --to <name>` to re-read the full conversation |
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@skills/orchestrating-agent-relay/SKILL.md` around lines 312 - 330, Update the
Common Mistakes table entries that reference the inbox command to use the
canonical replies command: replace all occurrences of the string "agent-relay
inbox --agent <name>" (and similar inbox examples in the same rows) with
"agent-relay replies <name> --json" so the table is consistent with the earlier
guidance; ensure related sentences mentioning unread vs read behavior still make
sense with replies output and update the examples in the rows that previously
pointed to inbox (rows referencing inbox_check, inbox behavior, and worker DM
reading) to use the replies command.

283-296: ⚠️ Potential issue | 🟠 Major | ⚡ Quick win

Replace inbox --agent with canonical replies in the template.

This template instructs orchestrators to use agent-relay inbox --agent Worker1 (line 284) and references inbox --agent <name> in the protocol section (lines 293, 295). This contradicts the canonical guidance established at lines 160-166, which explicitly states that replies <agent> is the canonical command and that inbox --agent is "legacy unread-only behavior" where entries disappear after reading.

Using inbox in operational instructions can cause orchestrators to miss payloads and experience the truncation/unread-only issues this PR aims to solve.

📝 Proposed fix to align with canonical guidance
 Read worker replies (DMs are not visible in history):
-  agent-relay inbox --agent Worker1
+  agent-relay replies Worker1 --json

 ## Protocol
 - Workers will ACK when they receive tasks
 - Workers will send DONE when complete
 - Use `agent-relay agents:logs <name>` to monitor progress
-- Use `agent-relay inbox --agent <name>` to read **unread** DM replies from a worker (clears after reading)
+- Use `agent-relay replies <name> --json` to read full, chronological DM replies safely in loops
 - Use `agent-relay history --to <name>` to re-read the full DM conversation (read + unread)
-- Use `agent-relay history --to '`#general`'` to see channel message flow
+- Use `agent-relay history --to '`#general`' --json` to see channel message flow
 - Do NOT use `agent-relay history` alone to check worker replies — it only shows channel posts, DM replies are invisible there
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@skills/orchestrating-agent-relay/SKILL.md` around lines 283 - 296, Replace
the legacy "inbox --agent" usage with the canonical "replies <agent>" everywhere
in the SKILL.md snippet: change the example command "agent-relay inbox --agent
Worker1" to "agent-relay replies Worker1" and update the Protocol lines that
reference "inbox --agent <name>" to "replies <agent>" (and similarly "inbox
--agent <name>" occurrences) so instructions align with the canonical guidance
in the template; preserve the note that "inbox" is legacy/unread-only behavior
if you want to mention it, but ensure operational commands and examples use
"replies <agent>" and any explanation about clearing/unread behavior is
consistent with the canonical command semantics.

123-128: ⚠️ Potential issue | 🟠 Major | ⚡ Quick win

Remove inbox from the --json recommendation list.

Line 127 includes inbox in the list of read commands that should use --json, but this reintroduces legacy framing after establishing CLI canonical behavior with replies as the primary DM read command (lines 160-166). The list should focus on replies, history, and who to maintain consistency with the canonical guidance.

📝 Proposed fix
-> Add `--json` to any read command (`replies`, `history`, `inbox`, `who`)
+> Add `--json` to any read command (`replies`, `history`, `who`)
 > when you need full, untruncated, parseable output.
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@skills/orchestrating-agent-relay/SKILL.md` around lines 123 - 128, Update the
CLI recommendation sentence so `--json` is suggested only for the read commands
that should produce canonical, unframed output: keep `replies`, `history`, and
`who`, and remove `inbox` from that list; ensure the surrounding text still
references using the `agent-relay` CLI and the `--json` flag for parseable
output and that `replies` remains the primary DM read command.
🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@skills/orchestrating-agent-relay/SKILL.md`:
- Around line 90-96: The fenced code block containing the
mcp__relaycast__agent_add(...) call needs an explicit language tag for markdown
rendering; update that block in SKILL.md to start with a language specifier
(e.g., ```text or ```javascript) so the snippet is valid and highlights
correctly—locate the block containing mcp__relaycast__agent_add and add the
chosen language identifier immediately after the opening backticks.
- Line 256: The fenced code block that begins with "You are an autonomous
orchestrator. Bootstrap the relay infrastructure and manage a team of workers."
in SKILL.md lacks a language specifier; update the opening fence from ``` to
```text (or ```markdown) so the block is annotated (e.g., replace the opening
triple-backtick before that paragraph with ```text) to ensure proper syntax
highlighting and markdown compliance.

---

Duplicate comments:
In `@skills/orchestrating-agent-relay/SKILL.md`:
- Around line 312-330: Update the Common Mistakes table entries that reference
the inbox command to use the canonical replies command: replace all occurrences
of the string "agent-relay inbox --agent <name>" (and similar inbox examples in
the same rows) with "agent-relay replies <name> --json" so the table is
consistent with the earlier guidance; ensure related sentences mentioning unread
vs read behavior still make sense with replies output and update the examples in
the rows that previously pointed to inbox (rows referencing inbox_check, inbox
behavior, and worker DM reading) to use the replies command.
- Around line 283-296: Replace the legacy "inbox --agent" usage with the
canonical "replies <agent>" everywhere in the SKILL.md snippet: change the
example command "agent-relay inbox --agent Worker1" to "agent-relay replies
Worker1" and update the Protocol lines that reference "inbox --agent <name>" to
"replies <agent>" (and similarly "inbox --agent <name>" occurrences) so
instructions align with the canonical guidance in the template; preserve the
note that "inbox" is legacy/unread-only behavior if you want to mention it, but
ensure operational commands and examples use "replies <agent>" and any
explanation about clearing/unread behavior is consistent with the canonical
command semantics.
- Around line 123-128: Update the CLI recommendation sentence so `--json` is
suggested only for the read commands that should produce canonical, unframed
output: keep `replies`, `history`, and `who`, and remove `inbox` from that list;
ensure the surrounding text still references using the `agent-relay` CLI and the
`--json` flag for parseable output and that `replies` remains the primary DM
read command.
🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

ℹ️ Review info
⚙️ Run configuration

Configuration used: Organization UI

Review profile: CHILL

Plan: Pro Plus

Run ID: 25d50422-cd76-4d69-b928-a8d900afc69f

📥 Commits

Reviewing files that changed from the base of the PR and between a0725d3 and 05218bc.

📒 Files selected for processing (4)
  • README.md
  • commands/spawn.md
  • prpm.json
  • skills/orchestrating-agent-relay/SKILL.md
✅ Files skipped from review due to trivial changes (1)
  • README.md

Comment thread skills/orchestrating-agent-relay/SKILL.md Outdated
Comment thread skills/orchestrating-agent-relay/SKILL.md Outdated

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2 issues found across 4 files (changes from recent commits).

Prompt for AI agents (unresolved issues)

Check if these issues are valid — if so, understand the root cause of each and fix them. If appropriate, use sub-agents to investigate and fix each issue separately.


<file name="skills/orchestrating-agent-relay/SKILL.md">

<violation number="1" location="skills/orchestrating-agent-relay/SKILL.md:325">
P2: This row points users to legacy `inbox --agent` for DM reads, which conflicts with the doc’s canonical `replies` guidance and can hide already-read messages.</violation>

<violation number="2" location="skills/orchestrating-agent-relay/SKILL.md:327">
P2: Replace this MCP-based troubleshooting guidance with CLI-only read commands, since `message_dm_list` requires a registered agent identity and can fail for the spawning orchestrator.</violation>
</file>

Reply with feedback, questions, or to request a fix.

Fix all with cubic | Re-trigger cubic

Comment thread skills/orchestrating-agent-relay/SKILL.md Outdated
Comment thread skills/orchestrating-agent-relay/SKILL.md Outdated
… orchestrating-agent-relay

using-agent-relay and orchestrating-agent-relay are complementary, not
redundant — they sit on opposite sides of the registration boundary.
Make that explicit so readers pick the right one:

- using-agent-relay: add a 'which skill do you want?' callout, retitle to
  'registered participant', sharpen frontmatter/description, replace the
  stale 'truncated message -> read <id>' mistake row with the
  not-registered case and the (now untruncated) CLI replies/--json fix;
  bump 1.2.0 -> 1.3.0
- orchestrating-agent-relay: add a reciprocal note that spawned workers
  are registered participants and use the using-agent-relay skill
- README + prpm.json descriptions/versions updated; also fixed a prettier
  blockquote wrap artifact in both skills

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

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Actionable comments posted: 1

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@skills/orchestrating-agent-relay/SKILL.md`:
- Around line 139-141: The fenced code block containing
mcp__relaycast__agent_remove(name: "Worker1") is missing a language identifier;
update the fence to include a language (e.g., add ```text) so the block becomes
```text ... ``` to satisfy markdown linting and consistency for the
mcp__relaycast__agent_remove example.
🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

ℹ️ Review info
⚙️ Run configuration

Configuration used: Organization UI

Review profile: CHILL

Plan: Pro Plus

Run ID: a56b1d31-798a-4ca5-b90a-97fadde958ab

📥 Commits

Reviewing files that changed from the base of the PR and between 05218bc and 412757a.

📒 Files selected for processing (4)
  • README.md
  • prpm.json
  • skills/orchestrating-agent-relay/SKILL.md
  • skills/using-agent-relay/SKILL.md
✅ Files skipped from review due to trivial changes (1)
  • skills/using-agent-relay/SKILL.md
🚧 Files skipped from review as they are similar to previous changes (1)
  • prpm.json

Comment thread skills/orchestrating-agent-relay/SKILL.md Outdated
- Add 'text' language to the 3 bare fenced blocks (MD040): agent_add,
  agent_remove, orchestrator-instructions template
- Drop 'inbox' from the 'add --json to any read command' list (replies,
  history, who) to avoid reintroducing legacy framing
- Replace remaining legacy inbox --agent / message_dm_list DM-read
  guidance (orchestrator template + Common Mistakes rows) with canonical
  'agent-relay replies <name>' / '--json'; keep history --to <name> as
  the full-thread alternative

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

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🧹 Nitpick comments (1)
skills/orchestrating-agent-relay/SKILL.md (1)

41-41: ⚡ Quick win

Align who examples with your own --json monitoring guidance.

The doc repeatedly positions agent-relay who --json as the reliable health-polling path, but these spots still show plain agent-relay who, which weakens consistency for automation-oriented readers.

Suggested doc patch
-| List workers                       | `agent-relay who`                                       |
+| List workers                       | `agent-relay who --json`                                |
-Monitor workers (do this frequently):
-  agent-relay who              # List active workers
+Monitor workers (do this frequently):
+  agent-relay who --json       # List active workers (structured for polling)
   agent-relay agents:logs Worker1  # View worker output/progress

Also applies to: 281-282

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@skills/orchestrating-agent-relay/SKILL.md` at line 41, Update the examples
that show the plain `agent-relay who` command to use the JSON-monitoring variant
`agent-relay who --json` so they align with the guidance that `--json` is the
reliable health-polling path; search for occurrences of `agent-relay who` in
SKILL.md (including the example at the table row and the example around lines
281-282) and replace them with `agent-relay who --json`, keeping surrounding
text intact to preserve context.
🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Nitpick comments:
In `@skills/orchestrating-agent-relay/SKILL.md`:
- Line 41: Update the examples that show the plain `agent-relay who` command to
use the JSON-monitoring variant `agent-relay who --json` so they align with the
guidance that `--json` is the reliable health-polling path; search for
occurrences of `agent-relay who` in SKILL.md (including the example at the table
row and the example around lines 281-282) and replace them with `agent-relay who
--json`, keeping surrounding text intact to preserve context.

ℹ️ Review info
⚙️ Run configuration

Configuration used: Organization UI

Review profile: CHILL

Plan: Pro Plus

Run ID: 4205ae72-aacd-4c5a-8ce5-af1d72fa687a

📥 Commits

Reviewing files that changed from the base of the PR and between 412757a and 3e9421b.

📒 Files selected for processing (1)
  • skills/orchestrating-agent-relay/SKILL.md

@khaliqgant khaliqgant merged commit 09de3d4 into main May 18, 2026
2 checks passed
@khaliqgant khaliqgant deleted the docs/headless-orchestrator-cli-json-guidance branch May 18, 2026 09:56
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