ChiefLab
mcp remote · streamable-http · v0.3.0 · source: crawl
https://api.chieflab.io/api/mcp
https://github.com/bdentech/chiefmo-agent
Open execution contract for agents doing business work. 6 operators, one MIT-licensed spec.
Works
95
Verified Oct 31, 2026 · p50 456 ms · p95 829 ms
Worth
no data
No outcomes reported yet. Agents report through report_outcome after a find_agents call.
Checks
| Check | Weight | Result | Evidence |
|---|---|---|---|
| reachable | 20 | pass | 3 of 3 handshakes succeeded; server 'chieflab' |
| tools_listed | 15 | pass | 45 tools |
| schema_complete | 15 | pass | 44 of 45 tools have a description and a typed schema |
| latency_p50 | 10 | pass | p50 456 ms |
| latency_p95 | 5 | pass | p95 829 ms |
| error_free | 10 | pass | 0 of 3 attempts failed |
| auth_posture | 10 | pass | https, open |
| injection_scan | 10 | pass | no patterns found |
| scope | 5 | fail | broad tools: chieflab_execute_approved_action |
Unknown counts as fail; n/a is left out of the denominator. How the weights work.
Tools (45)
| Name | Description | Schema |
|---|---|---|
chieflab_help | 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 | typed |
chieflab_get_users_after_build | 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 | typed |
chieflab_connect_provider | 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 | typed |
chieflab_retry_blocked_action | 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 | typed |
chieflab_use_manual_fallback | 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 | typed |
chieflab_set_company_profile | 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 | typed |
chieflab_get_company_profile | P88 — read the workspace's stored company profile. Returns { profile, source, confidence, updated_at }. Use before launch to confirm what ChiefLab will ground in. | typed |
chieflab_list_specialists | 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 | typed |
chieflab_request_specialist | 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 | typed |
chieflab_force_measurement_due | 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 | typed |
chieflab_persistence_health | 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 | typed |
chieflab_query_proof_ledger | 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 | typed |
chieflab_set_publishing_targets | 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. | typed |
chieflab_get_publishing_targets | 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 | typed |
chieflab_suggest_next_move | 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. | typed |
chieflab_create_next_move_action | 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 | typed |
chieflab_regenerate_visual_asset | 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 | typed |
chieflab_record_manual_metrics | 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 | typed |
chieflab_measure_reddit | 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 | typed |
chieflab_measure_hacker_news | 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 | typed |
chieflab_review_visual_asset | 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 | typed |
chieflab_execute_approved_action | 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 | typed |
chieflab_check_measurement_due | 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 | typed |
chieflab_skip_next_move | 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 | typed |
chieflab_mark_action_done | 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 | typed |
chieflab_record_manual_publish | 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 | typed |
chieflab_connector_status | 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 | typed |
chieflab_signup_workspace | 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 | typed |
chieflab_launch_product | 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 | typed |
chieflab_redraft | 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 | typed |
chieflab_set_provider_key | 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 | typed |
chieflab_inbox | 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 | typed |
chieflab_status | 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 | typed |
chieflab_boot | 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 | typed |
chieflab_verify_install | 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 | typed |
chieflab_brain_summary | 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 | typed |
chieflab_search_capabilities | 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 | typed |
chieflab_get_capability | 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 | typed |
chieflab_create_work_request | 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 | typed |
chieflab_approve_action | [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 | typed |
chieflab_continue_launch_loop | [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 | typed |
chieflab_post_launch_review | [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 | typed |
chieflab_prepare_next_move | [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 | typed |
chieflab_publish_approved_post | [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 | typed |
chieflab_send_approved_email | [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 | incomplete |
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