human-in-the-loop skills

642 tagged human-in-the-loop, measured the same way as everything else here.

Browse within: brainstorming 117context-engineering 117antigravity-skills 116harness-engineering 116local-first 110help-wanted 100openai 100openrouter 100agent 76agent-control-room 76agent-society 76generative-agents 76engineering 75prd 75

arcayne/agentic-delivery-playbook

Skill Claude CodeCodex

Coding Agent Preflight for non-trivial coding work in Pi: classify direct/lightweight/full, lock goal/non-goals/risks/evidence, require approval when needed, and coordinate Pi goals/subagents with truthful routing. Use when ambiguity, risk, scope, or reviewability justifies a delivery contract; skip clear small direct…

not rated 10 2mo ago A 77 tokens original MIT

security-kb

26

dinosn/security-knowledge-base

Skill Codex

Read, search, and inspect evidence in a Security Knowledge Base v1 repository, then validate or stage evidence-cited, revision-bound claim and finding proposals. Use when a task refers to a repository containing kb.json and the kb CLI, asks to check or update the security KB, or supplies an skb.context-packet/v1. Stop…

not rated 9 28d ago A 92 tokens original MIT

advisor-gate

27

yohey-w/kagemusha

Skill Claude CodeCodex

A procedure for consulting a frontier-class external reasoning model (extended-thinking tier) on a decision that matters — and for accepting its answer afterwards. Generates the consultation prompt, then audits the reply. Vendor-neutral: any top-tier model will do. Not for routine work sent to a cheap model — that is…

not rated 8 +2 yesterday A SkillSpector: pass 145 tokens original MIT

sanctifai

28

sanctifai/skills

Skill Claude CodeCodex

Human-in-the-loop skill for AI agents. Use when your agent needs humans to review, approve, or complete a task. Provides REST API and MCP (Model Context Protocol) integration with long-polling and webhooks. No server required — agents self-register and get responses back asynchronously.

not rated 6 today A 63 tokens original Apache-2.0

resonate-cli

29

resonatehq/resonate-skills

Skill Claude CodeCodex

Drive the Resonate server from the shell — start a server (serve / dev), create/resolve/search Durable Promises, create and delete cron schedules, manually invoke a function via invoke, walk a call-graph with tree, and inspect or recover tasks (tasks). Reach for this when the agent needs to poke a running Resonate…

not rated 6 18d ago A 0 tokens original Apache-2.0

chengxi271-commits/autodl-research-pilot

Skill Codex

Inspect, select, rent, and observe AutoDL compute for a concrete research workload. Use when Codex must decide between local, existing, Pro, or Enterprise Elastic GPUs; validate disk, network, persistence, and runtime fit; or operate an approved AutoDL run through the API and SSH.

not rated 6 changed 4d ago A SkillSpector: pass 67 tokens original Apache-2.0

loop-builder

31

yangchao228/loop-builder

Skill Claude CodeCodex

A design workbench for turning a vague task into a controlled, repeatable Agent Loop. An Agent Loop is a task process with defined steps, checks, stopping points, and recovery actions.

not rated 6 2mo ago A 200 tokens original MIT

codex-comsol-bridge

32

WendyAi2005/codex-comsol-bridge

Skill Claude CodeCodex

Use this skill for Codex-to-COMSOL automation through MathWorks MATLAB MCP Server and COMSOL LiveLink for MATLAB. It connects two mature, officially supported integration paths into one community-built workflow with native COMSOL model access, task-level local execution, compact result return, same-server Desktop…

not rated 6 +1 1mo ago A 87 tokens original MIT

create-with-lantern

33

lanseqingling/lantern

Skill Codex

Use Lantern's application MCP to create, draw, compose, revise, organize, inspect, or review a creator's comics through the domain capabilities Lantern currently exposes. Use for comic work in Lantern; do not use for developing the Lantern source repository.

not rated 5 1mo ago A 55 tokens original MIT

api-harness

34

sabbour/agentweaver

Skill Claude CodeCodex

Use the API harness to drive Agentweaver through its REST API, capture the complete request/response evidence, and emit a normalized agentweaver.persona-judge-verdict/v1 JSON verdict. It is for backend/API end-to-end validation; use the UI or MCP harness for those surfaces.

not rated 5 changed 4d ago A 0 tokens original MIT

LiveTrack-X/spec-driven-ai-development

Skill Codex

Install or upgrade SDAD; migrate an existing SDAD project; recover or repair sdad-state.yaml, INDEX, ledger, or handoff consistency; run or interpret SDAD Doctor; or diagnose the SDAD control plane. Use only for SDAD-specific bootstrap, migration, repair, and Doctor operations.

not rated 4 1mo ago A 67 tokens original MIT

atlas-orchestrate

36

Ctrl1CandV/Atlas

Skill Claude CodeCodex

Operate Atlas when orchestration adds value. Use its eight MCP tools to validate, save, preview, run (sync or async), list runs, inspect, cooperatively cancel, and safely resume interrupted workflows. Always validate and dry-run before a billable run.

not rated 3 yesterday A 57 tokens original Apache-2.0

fbossiere/proton-safe-mcp

Skill Claude CodeCodex

Prepare a Proton Mail draft, optionally with user-supplied attachments, after explicit in-conversation confirmation; the user always reviews and sends it in Proton Mail.

not rated 3 +1 changed 4d ago A 38 tokens original MIT

agent-discussion

38

leviuszen/meaning-assurance

Skill Claude CodeCodex

Use when Codex needs read-only external feedback for planning, architecture review, code discussion, strategy review, or decision support.

not rated 2 1mo ago A 29 tokens original Apache-2.0

brille

39

race-nevils/brille

Skill Claude Code

Render a proposed UI change or set of design concepts as real HTML in the project's own design system, serve it locally, and loop on the operator's clicked decisions and inline annotations until they approve. The visual alternative to describing UI in a wall of terminal text or a markdown plan. Use when the operator…

not rated 2 18d ago A 111 tokens original MIT

tether-edit

40

tether-md/tether-md

Skill Claude CodeCodex

Respond to a human's anchored Tether comments on a markdown draft by PROPOSING rewrites (suggestion mode) — the human then Accepts or Rejects each in the editor. Use when the user says "apply my Tether comments", "address my comments", "suggest fixes for my comments", or points you at a .md they've commented on with…

not rated 2 2d ago A 80 tokens original MIT

dingtalk-escalation

41

baixinghao/intent-gate-service

Skill Claude CodeCodex

A procedure for sending an unresolved decision to a DingTalk group, where people can answer through the bot. DingTalk is a team messaging platform commonly used in China.

not rated 2 27d ago A 88 tokens original MIT

hire-a-human

42

humanforai/humanforai-mcp

Skill Claude CodeCodex

Hire a verified human through Human For AI (humanforai.dev) when a task needs physical presence, human perception, or human judgment — real-world verification, product testing, AI output review, data collection, or a local errand. Free during the pilot, no auth.

not rated 1 11d ago A 60 tokens original MIT

44-pixels/handover-mcp

Skill Claude CodeCodex

Run a complete Handover MCP continuity test across separate authenticated people or service agents. Use when asked to test an agent handoff end to end, qualify a Handover integration, verify multi-file round-trip, exercise revision-anchored review and correction, or test denied, read-only, stale-revision, and…

not rated 1 1mo ago A 76 tokens original MIT

data-vis-coding-v2

44

hsuan1012/Dataviz-Coding-Agent

Skill Claude CodeCodex

A workflow for building interactive data-visualization apps from CSV, JSON, or GeoJSON data using React, Tailwind, Chart.js, or D3.

not rated 1 13d ago A 327 tokens

link-ingest

45

simon-aibc/agentOS

Skill Claude CodeCodex

Safely retrieve readable text from one public URL for SimonOS. Use when a user sends a single http(s) link and asks to read, summarize, or inspect it; return a clear limitation for private or unsupported social sources.

not rated 1 5d ago A 50 tokens original MIT

access-review

46

Rohit-ATS/Airlock

Skill Claude CodeCodex

How to compute what an access grant actually unlocks, rather than what its policy document says. Load before writing or reviewing any ACCESSGRANT change.

not rated 1 today A 33 tokens original MIT

beacon

48

ZiAn-Su/beacon

Skill Claude CodeCodex

Talk to your human over Beacon while you work. Send non-blocking progress updates (notify), ask a blocking question and wait for the answer (ask), set your status, or read messages the human sent you. Use when running a long task and you want to keep a human in the loop, or need a decision before an…

not rated 0 2mo ago A 91 tokens original MIT

At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: