Teams / Page Assemble the team Next best action: Inspect roles and gates

Office

Operate agents by evidence lane

Operating board for the AgentStaffer HR metaphor: keep candidates in Trial, Active, Paused, or Retired lanes based on evidence, trial results, risk signals, and governance drift.

Trial queue Promotion queue Re-review queue

Operating policy

Guardrail 1A candidate should not move from Trial to Active without visible install, trust, risk, and trial evidence.

Guardrail 2Active cadence: Monitor active agents monthly and re-review when source activity, reputation, install path, or permissions change.

Operating guardrailsPause and retirement rules stay available here.

A candidate should not move from Trial to Active without visible install, trust, risk, and trial evidence.
Active cadence: Monitor active agents monthly and re-review when source activity, reputation, install path, or permissions change.
Pause when: Trial score drops; External reputation is mixed; Install path becomes manual or unclear; High-risk signal appears
Retire when: Listing is rejected; Trial is blocked; Source activity is stale for more than two years; High-risk signal remains unresolved

Trial

Candidates still proving fit, install path, and safety through sandbox work.

4987

Coding & Development frontend-design skill by anthropics/skills

Run or review a sandbox trial before production use.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: High traction
Install: MCP ready
Gates: 2 / 4

No trial record · run trial

Profile Setup guide Compare

Coding & Development AntonOsika/gpt-engineer

Run or review a sandbox trial before production use.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: High traction
Install: MCP ready
Gates: 2 / 4

No trial record · re review

Profile Setup guide Compare

Coding & Development bytedance/UI-TARS-desktop

Run or review a sandbox trial before production use.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: High traction
Install: MCP ready
Gates: 2 / 4

No trial record · run trial

Profile Setup guide Compare

Coding & Development Cline – #1 on OpenRouter

Run or review a sandbox trial before production use.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: High traction
Install: MCP ready
Gates: 2 / 4

No trial record · re review

Profile Setup guide Compare

Show 8 more Trial candidatesAdditional lane records stay folded for scanning; review links and lane details keep the full operating path.

Coding & Development find-docs skill by upstash/context7

Run or review a sandbox trial before production use.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: High traction
Install: MCP ready
Gates: 2 / 4

No trial record · run trial

Profile Setup guide Compare

Coding & Development github/github-mcp-server

Run or review a sandbox trial before production use.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: High traction
Install: MCP ready
Gates: 2 / 4

No trial record · run trial

Profile Setup guide Compare

Coding & Development microsoft/autogen

Run or review a sandbox trial before production use.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: High traction
Install: MCP ready
Gates: 2 / 4

No trial record · run trial

Profile Setup guide Compare

Coding & Development microsoft/playwright-mcp

Run or review a sandbox trial before production use.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: High traction
Install: MCP ready
Gates: 2 / 4

No trial record · run trial

Profile Setup guide Compare

Coding & Development security-review

Run or review a sandbox trial before production use.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: High traction
Install: MCP ready
Gates: 2 / 4

No trial record · run trial

Profile Setup guide Compare

Coding & Development chatgpt-apps

Run or review a sandbox trial before production use.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: High traction
Install: MCP ready
Gates: 2 / 4

No trial record · run trial

Profile Setup guide Compare

Coding & Development cloudflare-deploy skill by openai/skills

Run or review a sandbox trial before production use.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: High traction
Install: MCP ready
Gates: 2 / 4

No trial record · run trial

Profile Setup guide Compare

Coding & Development ComposioHQ/composio

Run or review a sandbox trial before production use.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: High traction
Install: MCP ready
Gates: 2 / 4

No trial record · run trial

Profile Setup guide Compare

Active

Promoted or published candidates that can stay visible with ongoing monitoring.

No candidates in this lane yet.

Paused

Candidates that should stop being recommended until evidence is refreshed.

No candidates in this lane yet.

Retired

Rejected or retirement candidates that should be avoided in hiring recommendations.

Coding & Development GPTEngineer

Avoid or remove from recommendations until rejection or retirement reasons are resolved.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: Needs review
Install: MCP ready
Gates: 1 / 4

No trial record · retire

Profile Setup guide Compare

Coding & Development Tavily

Avoid or remove from recommendations until rejection or retirement reasons are resolved.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: Needs review
Install: MCP ready
Gates: 1 / 4

No trial record · retire

Profile Setup guide Compare

Coding & Development AgentForge

Avoid or remove from recommendations until rejection or retirement reasons are resolved.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: Needs review
Install: MCP ready
Gates: 1 / 4

No trial record · retire

Profile Setup guide Compare

Coding & Development Automata

Avoid or remove from recommendations until rejection or retirement reasons are resolved.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: Needs review
Install: MCP ready
Gates: 1 / 4

No trial record · retire

Profile Setup guide Compare

Show 8 more Retired candidatesAdditional lane records stay folded for scanning; review links and lane details keep the full operating path.

Coding & Development ChatDev

Avoid or remove from recommendations until rejection or retirement reasons are resolved.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: Needs review
Install: MCP ready
Gates: 1 / 4

No trial record · retire

Profile Setup guide Compare

Coding & Development GitHub Copilot

Avoid or remove from recommendations until rejection or retirement reasons are resolved.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: Needs review
Install: MCP ready
Gates: 1 / 4

No trial record · retire

Profile Setup guide Compare

Coding & Development Gumloop

Avoid or remove from recommendations until rejection or retirement reasons are resolved.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: Needs review
Install: MCP ready
Gates: 1 / 4

No trial record · retire

Profile Setup guide Compare

Coding & Development Replit Agent

Avoid or remove from recommendations until rejection or retirement reasons are resolved.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: Needs review
Install: MCP ready
Gates: 1 / 4

No trial record · retire

Profile Setup guide Compare

Coding & Development Retell AI

Avoid or remove from recommendations until rejection or retirement reasons are resolved.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: Needs review
Install: MCP ready
Gates: 1 / 4

No trial record · retire

Profile Setup guide Compare

Coding & Development Vapi

Avoid or remove from recommendations until rejection or retirement reasons are resolved.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: Needs review
Install: MCP ready
Gates: 1 / 4

No trial record · retire

Profile Setup guide Compare

Coding & Development Bumpgen

Avoid or remove from recommendations until rejection or retirement reasons are resolved.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: Needs review
Install: MCP ready
Gates: 1 / 4

No trial record · retire

Profile Setup guide Compare

Coding & Development Dify

Avoid or remove from recommendations until rejection or retirement reasons are resolved.

Review lane detailTrust, install, gates, lifecycle signal, and recommended action stay available here.

Trust: Needs review
Install: MCP ready
Gates: 1 / 4

No trial record · retire

Profile Setup guide Compare

Review support

Review links

The operating board stays lane-focused; governance records and profile resources stay linked here.

Open Office board

Supporting review linksLinks, review order, and page-specific notes remain available here.

Office board Trial queue Promotion queue Re-review queue Evidence ledger Resource map OpenAPI Site context Sitemap Profile resources

Office retrieval

01Site contextShared review rules
02Office boardOpen the focused review record
03Profile pageOpen the candidate page
04Profile resourcesEvidence, setup, trust, trial, and history files

Use the links and review path below for operating lanes, governance records, and finalist profile resources before action.

Review route: OpenAI review tools can start with openai.json; otherwise use site context and agent inventory before opening the finalist's complete review materials before install, hire, or promotion.