ChiefLab
io.github.bdentech/chieflabOpen execution contract for agents doing business work. 6 operators, one MIT-licensed spec.
Tools · 45
FIRST TOOL — call before anything else when you don't know what ChiefLab does or where to start. Returns the operator menu + workspace state (connectors wired, last run, signup status) + the single ne…
Outcome-named alias for chiefmo_launch_product. USE WHEN a coding agent just built, shipped, or deployed something and the user asks 'get users', 'find customers', 'make money from this', 'get paying …
Connect a third-party provider (Zernio, Resend, GA4, Search Console, HubSpot, Stripe, Linear, Notion, Slack) to this workspace. USE WHEN the user wants to wire up publishing, email sending, or analyti…
P13 — re-check a blocked publishAction's connector readiness. Returns whether the channel is now ready (so the agent can re-fire chiefmo_publish_approved_post / chiefmo_send_approved_email) or still b…
USE WHEN any launch action carries a manualFallback brief — either because the channel has no automated provider at all (Product Hunt, Hacker News, Reddit, Discord, Slack, Indie Hackers, dev.to, YC Bo…
P88 — set the workspace's persistent company profile. ChiefLab's pre-P88 brief pipeline was repo-first; without a repo, launches landed thin. P88 lets the founder (or an agent) store the company / pro…
P88 — read the workspace's stored company profile. Returns { profile, source, confidence, updated_at }. Use before launch to confirm what ChiefLab will ground in.
P87 — list the specialist agents ChiefLab can delegate to (design / video / research / outreach / seo / analytics). USE WHEN the user asks 'what can ChiefLab do beyond launch posts?' or before calling…
P87 — delegate to a specialist agent. USE WHEN the launch needs more than copy: a graphic brief (kind='design'), a demo video shot list (kind='video'), a prospective-customer research plan (kind='rese…
P93 — admin escape hatch. Forces a proof_ledger row's measurement_due_at into the past so the cron's next tick picks it up. USE WHEN smoke testing the launch → measure → next-move chain without waitin…
P91 — verify the persistent stores. Probes proof_ledger / publishing_targets / company_profiles tables (Supabase) OR confirms the in-memory fallback. USE WHEN the user just ran the SQL migrations and …
P80 — query the persistent proof ledger. USE WHEN the user (or a dashboard) asks 'what has ChiefLab actually shipped for this workspace?' or 'show me the launch history.' Returns the proof rows for ex…
P79 — set per-workspace publishing target defaults so chiefmo_approve_action({ autoExecute: true }) doesn't need the agent to pass platform / recipient ids on every call. One-time setup per workspace.…
P79 — read the workspace's stored publishing target defaults. Returns { channelTargets, store }. Useful before launch so the agent can surface 'You haven't connected an Instagram account yet — set it …
P75 — Next Move Engine. USE WHEN measurement just came in (chiefmo_post_launch_review fired automatically at 24h, OR the user manually called it) and you want to know what the operator should do next.…
P75 — turn a Next Move suggestion into an approval-gated draft action. USE WHEN you've called chieflab_suggest_next_move and the suggestion's kind is not 'wait' or 'noop'. Creates an actionStore entry…
P72 — regenerate a single visual asset (LinkedIn graphic, X graphic, landing hero, etc.) with a different style / fidelity / headline / model. USE WHEN a reviewer hits 'Regenerate' on a launch image i…
P116 — paste-what-you-see metric fallback for channels without public-API measurement (X, LinkedIn, Email, landing pages, Product Hunt). USE WHEN a published action's channel doesn't have a public-JSO…
P115 — pull a Reddit post's score + comments + upvote ratio + top replies via the public Reddit JSON API and write them to the action's metadata.proof. USE WHEN a published Reddit action is ripe for 2…
P109 — pull a Hacker News post's score + comments + top replies via the public HN API and write them to the action's metadata.proof. USE WHEN a published Hacker News action is ripe for 24h measurement…
P104 — approve or reject a single visual asset (LinkedIn graphic / X image / landing hero / Product Hunt gallery / carousel slide). USE WHEN a reviewer hits 'Approve' or 'Reject' on a launch image in …
P71 — closed-loop executor wrapper. USE WHEN chiefmo_approve_action just succeeded on an action whose executionMatrix.mode is oauth_connector or api_key_connector AND connectorReady is true. Routes to…
P71 — measurement queue inspector. USE WHEN the agent wants to know which executed actions are ready for their 24h readback (regardless of how they were executed — native connector OR manual paste). L…
P142 — founder rejects a next-move recommendation without doing it. Captures a reason so the brain learns which kinds of moves don't fit this workspace (e.g. 'we don't cross-post to Reddit on principl…
P135 — mark a next-move action as completed when the founder has done the move BUT there's no URL to record (e.g. reply_to_commenters, dm_engagers, mark replies done). Flips the action to executed wit…
USE WHEN the user has manually posted to a channel returned by chieflab_use_manual_fallback (Product Hunt / HN / Reddit / Discord / etc.) and wants to feed the live URL back to ChiefLab so the closed …
USE WHEN the user just completed a connector OAuth flow and you want to confirm it succeeded — 'did my connection work?', 'is my Zernio/HubSpot/Stripe connected?'. Returns status: pending | connected …
USE WHEN the user has no ChiefLab API key yet and you've gotten a 401 / 'authentication required' error from any other tool. Agent-first signup: creates a new workspace and returns the API key inline …
Operator: chieflab-launch (primary). Spec v0.1 reference implementation of the orchestrator. End-to-end launch loop: repo-grounded positioning + per-channel drafts (linkedin, x, hn, reddit, email, lan…
USE WHEN the user says 'make this more casual' / 'shorter' / 'less salesy' / 'add a specific number' / 'redraft this' about a published draft. Pulls the existing brief for the actionId, merges the ins…
Store a provider API key for THIS workspace. Once stored, ChiefLab uses your key (BYOK — you pay the provider directly, no markup). Without it, ChiefLab uses its own key and bills through with a margi…
USE WHEN the user asks 'what came in from my launches?' / 'show me my replies' / 'what's in my inbox?' / 'who responded to the LinkedIn post?'. Returns engagement events for THIS workspace, ordered by…
SESSION-RECOVERY · FIRST CALL when a session starts and the user mentions launch / users / growth / customers / metrics / revenue / marketing / what next / shipping. Returns a command-center bootCard …
Alias of chieflab_status. Use as the FIRST tool when an agent session starts on a workspace that already has activity — recovers all open business loops with literal user commands. Same response shape…
POST-INSTALL HEALTH CHECK. Call this exactly once after the agent has wired ChiefLab into the runtime (per the bootstrap protocol at https://chieflab.io/bootstrap.txt). Returns { ok, mcpReachable, too…
USE WHEN the user asks 'what do you remember about my brand?' / 'show me my brain' / 'what have you learned?'. Returns a plain-English paragraph summarizing what the per-workspace brain has accumulate…
USE WHEN your operator needs a capability outside its own scope and wants to find another operator that can fulfill it — 'find me a demo-video capability', 'who can do SEO audits', 'search for design …
USE WHEN you have a specific operatorId + capability and want the full machine-readable profile (inputs, outputs, pricing, approval-required flag, endpoint). Pre-flight check before chieflab_create_wo…
USE WHEN your operator hits a gap it can't fulfill itself and wants to route the work to another operator — 'I need a demo video for this launch', 'request design help for the hero image'. Creates an …
[chieflab_* alias of chiefmo_approve_action] Approve one ChiefMO publish/send action so its executor can fire. USE WHEN the user — in IDE chat — said 'approve <channel>' (e.g. 'approve linkedin', 'app…
[chieflab_* alias of chiefmo_continue_launch_loop] Resume a ChiefLab launch loop from runId. USE WHEN an agent has already called chieflab_get_users_after_build / chiefmo_launch_product and needs the …
[chieflab_* alias of chiefmo_post_launch_review] USE WHEN ≥24h has passed since chiefmo_publish_approved_post fired and the user asks 'how did the launch perform?', 'what worked?', 'metrics from my la…
[chieflab_* alias of chiefmo_prepare_next_move] USE WHEN the user has just published a launch (or ≥24h post-launch) and asks 'what's next?', 'follow-up post?', 'iterate on this', 'plan day 2'. P13 — t…
[chieflab_* alias of chiefmo_publish_approved_post] Publish an approved social post (LinkedIn / X / Threads / Instagram / Facebook / Bluesky / TikTok) through the social publishing rail (current adapt…
[chieflab_* alias of chiefmo_send_approved_email] Send an approved launch email through the email sending rail (current adapter: resend). USE WHEN the user has approved an email publishAction from chi…
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How to use
Add to your Claude Desktop / Cursor / Cline MCP config:
{
"mcpServers": {
"chieflab": {
"url": "https://api.chieflab.io/api/mcp",
"transport": "streamable-http"
}
}
}