agentskillexchange
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- ▌ Analyze Kubernetes Cluster Issues Through MCP With K8sgpt · agentskillexchangeRun K8sGPT as an MCP server so an agent can scan a Kubernetes cluster, explain unhealthy resources, and return prioritized remediation clues in natural language.
- ▌ Audioflux Audio And Music Analysis Feature Extraction Librar · agentskillexchangeaudioFlux is a deep learning tool library for audio and music analysis and feature extraction, supporting dozens of time-frequency transforms and hundreds of feature combinations for classification, separation, MIR, and ASR tasks.
- ▌ Audit And Maintain Cross Agent Skill Libraries With Chops · agentskillexchangeUse Chops to discover, search, edit, and organize local or remote agent skills across Claude Code, Cursor, Codex, Windsurf, Amp, Copilot, and Aider.
- ▌ Audit And Rewrite AI Sounding Prose With Avoid AI Writing · agentskillexchangeUse Avoid AI Writing when an agent needs a repeatable audit, rewrite, or in-place edit workflow for removing AI writing patterns from draft prose.
- ▌ Bridge Local Coding Agents Into Chat Apps With Cc Connect · agentskillexchangeLet operators control local Claude Code, Codex, Cursor, Gemini CLI, and other coding agents from Slack, Discord, Telegram, Feishu/Lark, DingTalk, LINE, and WeChat Work.
- ▌ Build Authenticated MCP Tools And Servers With Arcade MCP · agentskillexchangeUse Arcade MCP to create custom MCP servers and tools with OAuth-aware authorization, evals, and deployment paths for agent tool-calling workflows.
- ▌ Checkly CLI Monitoring As Code For API And Browser Checks · agentskillexchangeCheckly CLI lets agents define, test, and deploy synthetic monitoring from a JavaScript or TypeScript codebase. It is especially useful when monitoring should live next to Playwright tests, API checks, and CI workflows instead of being configured by hand in a UI.
- ▌ Connect MCP Agents To Batchdata Property And Address Apis · agentskillexchangeUse BatchData property and address APIs from MCP clients to enrich real-estate research and operations workflows.
- ▌ Crawl4ai Open Source Web Crawling And Markdown Extraction · agentskillexchangeCrawl4AI is an open source crawler and scraper built for LLM-ready web extraction, with structured markdown output, browser support, and Python package distribution. It has strong adoption, active maintenance, and a dedicated docs site for integration patterns.
- ▌ Cross Validate Research With Sandbase Multi Source Search · agentskillexchangeUse SandBase Multi-Source Search to fact-check claims across independent web and academic sources, record disagreements, score confidence, and validate a structured evidence ledger offline.
- ▌ Define File Native Git Workflows For Agents With Gitagent · agentskillexchangeStore prompts, task chains, and reusable agent workflows as versioned project files so teams can review and reuse agent behavior through Git.
- ▌ Expose Repository Code Intelligence To Agents With Gortex · agentskillexchangeUse Gortex to index one or more repositories into a local code graph and expose symbol, call-chain, blast-radius, review, and refactoring tools through MCP, CLI, API, or web UI.
- ▌ Firecrawl Web Data API For AI Search Scraping And Crawl Work · agentskillexchangeFirecrawl is an open source web data platform for search, scraping, crawling, and browser-like page interaction. It gives agents LLM-ready markdown, structured JSON, screenshots, and agent-oriented endpoints for turning live websites into usable data.
- ▌ Index Codebases For Agent Search With Code Context Engine · agentskillexchangeUse Code Context Engine to index a repository and expose token-efficient code search to Claude Code, Codex, Cursor, Gemini CLI, Copilot, OpenCode, and other MCP-capable agents.
- ▌ Let Agents Draft And Manage Bdash SQL Queries Through MCP · agentskillexchangeConnect Bdash's SQL workspace to MCP clients so an agent can list configured data sources and write SQL into the active query editor for supervised analysis.
- ▌ Octokit Javascript Github Sdk For REST GRAPHQL And App Autom · agentskillexchangeOctokit is GitHub’s JavaScript SDK family for REST API requests, GraphQL queries, authentication, webhooks, and GitHub App workflows. It gives agents and automation systems a typed, maintained client for working with GitHub from Node.js, browsers, and Deno.
- ▌ Operate Rails Active Job Queues With Mission Control Jobs · agentskillexchangeUse Mission Control Jobs when an operator needs a Rails-mounted dashboard to inspect Active Job queues, review failed jobs, and retry or discard jobs with supervision.
- ▌ Parse Agent Ready Pdfs And Document Images With Monkeyocr · agentskillexchangeRun MonkeyOCR over PDFs, scanned pages, formulas, and tables to produce structured Markdown/text that downstream agents can ingest and reason over.
- ▌ Playwright Cross Browser Testing And Automation Framework · agentskillexchangeUses Microsoft Playwright to automate Chromium, Firefox, and WebKit with one API for testing, scraping, screenshots, tracing, and login flows. It fits teams that need reliable browser sessions, modern locator-based automation, and strong debugging artifacts instead of brittle timeout-heavy scripts.
- ▌ Post Linter And Analyzer Findings Back Into Pull Requests · agentskillexchangeThis ASE skill uses reviewdog to turn linter and analyzer output into diff-aware pull request feedback. An agent can run existing checks, filter findings to the changed lines, and publish inline review comments or annotations instead of dumping raw logs into CI.
- ▌ Review Contract Risk And Redlines With Claude Legal Skill · agentskillexchangeUse Claude Legal Skill to guide an agent through contract risk review, CUAD-style clause checks, market benchmarks, and lawyer-ready redline suggestions.
- ▌ Run Fast Multi Language Git Hook Quality Checks With Prek · agentskillexchangeUse prek as a fast pre-commit-compatible hook runner so agents can lint, format, and policy-check repository changes before handing work back.
- ▌ Run Persistent Finance Research Workspaces With Langalpha · agentskillexchangeCreate persistent investment-research workspaces where agents process market data, filings, models, charts, and thesis updates over time.
- ▌ Run Production Net Coding Workflows With Dotnet Skills · agentskillexchangeInstall a .NET skill and agent pack for C#, ASP.NET Core, Aspire, EF Core, Akka.NET, testing, performance, and quality-gate workflows.
- ▌ Run Self Hosted Coding Agent Mission Control With Codeman · agentskillexchangeUse Codeman to supervise persistent Claude Code, Codex, OpenCode, and Gemini CLI sessions through a self-hosted web dashboard with live terminals and API controls.
- ▌ Run Stealth Chromium Browser Automation With Cloakbrowser · agentskillexchangeUse CloakBrowser as a supervised Playwright/Puppeteer-compatible browser runtime for high-friction browser automation and anti-bot test environments.
- ▌ Use Superpowers Symfony For Claude Code Symfony Workflows · agentskillexchangeInstall a Claude Code plugin that gives agents repeatable Symfony, Doctrine, API Platform, Messenger, security, TDD, and quality-check workflows.
- ▌ Wagtail Django Cms For Structured Content And Editorial Work · agentskillexchangeWagtail is an open source CMS built on Django for teams that need structured content, flexible page models, and a polished editor experience. It works for traditional websites and headless builds, with a content API, image handling, search, and multi-site support baked in.
- ▌ Add Runtime Guardrails To Typescript Agents With Voltagent · agentskillexchangeUse VoltAgent to intercept, validate, and enforce input/output policies in TypeScript agent workflows.
- ▌ Back Up Github Repos Releases And Gists With Github Backup · agentskillexchangeUse GitHub Backup when an agent needs to mirror repositories, release assets, and gists into local storage on a schedule, instead of manually exporting GitHub content repo by repo.
- ▌ Browsertrix Crawler High Fidelity Web Archiving And QA Crawl · agentskillexchangeBrowsertrix Crawler is a browser-based crawling system from Webrecorder for high-fidelity site capture, QA replay analysis, and configurable crawl behavior. It runs complex crawls in a single Docker container and uses Puppeteer plus Chrome DevTools Protocol under the hood.
- ▌ Chrome Devtools MCP Browser Debugging And Performance Analys · agentskillexchangeChrome DevTools MCP connects an MCP-compatible agent to a live Chrome browser for debugging, automation, and performance work. It exposes Chrome DevTools capabilities through MCP, so agents can inspect network traffic, collect traces, capture screenshots, and automate browser actions from the same server.
- ▌ Enforce Coding Agent Protocols Mechanically With Harmonist · agentskillexchangeDrop a multi-agent protocol pack into a project so coding assistants must satisfy reviewer, memory, and supply-chain gates before code-changing work completes.
- ▌ Enforce Coding Agent Write And Shell Policies With Probity · agentskillexchangeUse Probity when Claude Code, Codex, or GitHub Copilot CLI should be blocked from unsafe file writes or shell commands before they happen.
- ▌ Evaluate Model Generated Code Execution With Sandboxfusion · agentskillexchangeUse SandboxFusion to run and judge LLM-generated code in controlled sandboxes across many languages and benchmark-style evaluation tasks.
- ▌ Gate Agent Regressions From Production Traces With Tracely · agentskillexchangeTurn failing AI-agent production traces into hermetic regression cases and CI gates with Tracely.
- ▌ Give Coding Agents Repo Local Project Memory With Brain Md · agentskillexchangeInitialize and maintain a repo-native Markdown memory layer so coding agents preserve durable decisions, requirements, constraints, and rationale across sessions.
- ▌ Install Garry Tan S Claude Code Operating Stack With Gstack · agentskillexchangeUse gstack to bootstrap an opinionated Claude Code workspace with specialist agent skills, commands, hooks, and operating workflows for product-building teams.
- ▌ Install Reusable Specialist Agent Roles From Agency Agents · agentskillexchangeInstall and adapt Agency Agents' curated specialist role files so coding agents can switch into focused engineering, product, marketing, support, or operations workflows.
- ▌ Investigate Backend Only Wordpress Performance Bottlenecks · agentskillexchangeThis skill guides an agent through measuring, profiling, and narrowing slow WordPress behavior without relying on browser clicks. Use it when the job is to diagnose slow pages, REST endpoints, cron activity, autoload bloat, or query-heavy requests from the backend outward.
- ▌ Let MCP Agents Inspect And Update Freshdesk Tickets Safely · agentskillexchangeConnect Freshdesk modules to MCP clients so agents can retrieve ticket context and prepare supervised support actions.
- ▌ Manage Agent CLI Providers And MCP Settings With Cc Switch · agentskillexchangeUse CC Switch to keep provider profiles, MCP servers, prompts, skills, sessions, and usage tracking consistent across Claude Code, Codex, Gemini CLI, OpenCode, and OpenClaw.
- ▌ Publint Package Export Validation Skill For NPM Release Chec · agentskillexchangeUse this skill when an agent needs to lint a package before publish, catch broken exports or manifest issues, and explain exactly what will fail for consumers. It is a pre-publish validation workflow centered on publint, not a generic listing for the tool itself.
- ▌ Run Autonomous Deep Research Workflows With Gpt Researcher · agentskillexchangeUse GPT Researcher to plan, gather, source, and assemble cited web or local research reports through a repeatable agent workflow.
- ▌ Run Coding Agents In Isolated Observable Vibekit Sandboxes · agentskillexchangeLaunch coding agents such as Claude Code, Gemini, or Codex in clean sandboxed sessions with redaction and run observability.
- ▌ Run Ecommerce Operator Skills Across Marketplace Workflows · agentskillexchangeUse eCommerce-Skills to give compatible agents plain-text workflows for product research, listing optimization, review analysis, pricing, marketing, supply-chain checks, and growth planning for online sellers.
- ▌ Run Local Deep Research Workflows With Local Deep Research · agentskillexchangeUse Local Deep Research to run private agentic research passes across web, academic, and local document sources with citations and an encrypted knowledge base.
- ▌ Run Opencode Skill Pack Workflows With Opencode Power Pack · agentskillexchangeInstall opencode-power-pack so OpenCode can run Claude Code-style review, security, feature-development, frontend-design, MCP-building, skill-authoring, and project-memory workflows from one maintained plugin.
- ▌ Run Resource Constrained Terminal Coding Sessions With Hax · agentskillexchangeUse hax as a lightweight terminal-native coding agent for local-model, provider-backed, or Unix-composed code workflows where low overhead and inspectable transcripts matter.
- ▌ Search And Automate X Twitter From Openclaw With Tweetclaw · agentskillexchangeInstall and configure TweetClaw, the OpenClaw plugin for X/Twitter automation through Xquik. Use it when an agent needs structured tweet search, search tweet replies, post tweets, post tweet replies, follower export, user lookup, media upload or media download workflows, direct messages, monitor tweets, webhooks, and giveaway draws from OpenClaw.
- ▌ Ship Ag2 Multi Agent Workflows Behind Apis With Fastagency · agentskillexchangeTurn an AG2 multi-agent prototype into a reusable console, web, REST API, or broker-backed service with FastAgency.
- ▌ Template Linting And Auto Formatting For Django And Jinja Re · agentskillexchangeUses djLint to scan Django, Jinja, Nunjucks, Twig, and HTML templates for indentation problems, malformed tags, and style drift, then optionally rewrites them into a consistent format. This is for agents that need to clean and validate template-heavy repos before review or release, not for general web framework setup.
- ▌ Trace And Evaluate LLM Application Behavior With Langtrace · agentskillexchangeInstrument Python or TypeScript agent applications with OpenTelemetry traces, metrics, and evaluation views for debugging production LLM workflows.
- ▌ Apply Structural Codemods Across Large Codebases With Comby · agentskillexchangeRewrite recurring code patterns with syntax-aware matching so agents can run migration codemods more safely than plain regex search and replace.
- ▌ Archive And Reorganize Local Photo Libraries With Photo CLI · agentskillexchangeUse photo-cli when an agent needs to normalize a local photo archive by reading capture metadata, reverse geocoding locations, and rebuilding a cleaner folder structure without moving into a hosted photo platform.
- ▌ Audit Websites For AI Search Visibility With Geo SEO Claude · agentskillexchangeUse GEO SEO Claude when Claude Code should run repeatable AI-search and SEO audits with citability, crawler, schema, platform, and report workflows.
- ▌ Beekeeper Studio Cross Platform SQL Editor And Database Mana · agentskillexchangeA source-backed ASE skill for Beekeeper Studio, the SQL editor and database manager for Linux, macOS, and Windows. It fits workflows that need a real client for querying, browsing tables, and working across PostgreSQL, MySQL, SQLite, SQL Server, and other supported databases.
- ▌ Build Authenticated MCP Servers From Python Files With Golf · agentskillexchangeScaffold, build, and run MCP servers from a predictable Python project layout with tools, prompts, resources, auth, and OpenTelemetry hooks.
- ▌ Constrain Agent Outputs With Outlines Structured Generation · agentskillexchangeForce LLM outputs into typed schemas, enums, JSON-like structures, and routing records during generation instead of repairing malformed text afterward.
- ▌ Coordinate Issue Backed Parallel Coding Worktrees With Ccpm · agentskillexchangeUse CCPM when an agent team needs one issue-backed workflow that turns plans into GitHub issues, isolates execution in worktrees, and keeps parallel coding runs reviewable instead of relying on ad hoc chat memory.
- ▌ Design And Audit Agent Harnesses With Agents Best Practices · agentskillexchangeUse Agents Best Practices when an agent should produce concrete harness designs, permission models, memory plans, eval gates, or production-readiness audits.
- ▌ Draw And Verify Excalidraw Diagrams Through An Agent Canvas · agentskillexchangeUse mcp_excalidraw to let coding agents create, inspect, revise, export, and commit editable Excalidraw diagrams from a local canvas.
- ▌ Extract Clean Article Markdown From Web Pages With Defuddle · agentskillexchangeUse Defuddle when an agent needs clean, metadata-rich article text or Markdown from noisy web pages before summarizing, indexing, or archiving them.
- ▌ Find And Export Svg Icons Across Icon Libraries For UI Work · agentskillexchangeUse Better Icons when an agent needs to search icon sets, compare matches, and return the exact SVG asset needed for a UI task. It is a narrow asset-selection skill, not a generic icon platform listing.
- ▌ Gate Agent Inputs And Outputs With Superagent Safety Checks · agentskillexchangeUse Superagent to add prompt-injection blocking, PII redaction, repository scanning, and compliance evidence around AI agent runs.
- ▌ Give Agents Governed Semantic Data Context With Wren Engine · agentskillexchangeGive agents governed semantic data context so data questions map to trusted metrics and schemas.
- ▌ Inspect Live Web Apps And Apply Code Changes With Stagewise · agentskillexchangeUse Stagewise when a coding agent needs browser context, console/debugger signals, UI inspection, and code-change handoff in one loop.
- ▌ Mailgun Javascript Sdk For Email Delivery And Domain Operati · agentskillexchangeAn ASE skill built around the official Mailgun JavaScript SDK for sending email and managing Mailgun API workflows from Node.js. It fits agent tasks that need transactional messaging, domain-aware email operations, event handling, and direct integration with the Mailgun platform.
- ▌ Puppeteer Browser Automation Library For Chrome And Firefox · agentskillexchangeUses Puppeteer to control Chrome and Firefox through the DevTools Protocol or WebDriver BiDi for screenshots, PDF generation, scraping, and browser workflow automation. Best when you want a well-known JavaScript automation library with straightforward installation and deep control over browser pages.
- ▌ Render Git Diffs As Shareable HTML Review Reports With Diff2 · agentskillexchangeUse Diff2Html when an agent needs to turn raw unified diffs into readable HTML artifacts for reviews, audits, or status updates. This is a rendering and packaging workflow, not a generic Git hosting, code review, or SCM platform listing.
- ▌ Run Agent CLI Terminals Inside Obsidian With Claude Sidebar · agentskillexchangeUse Claude Sidebar when an operator wants Claude Code, Codex, or another agent CLI available as terminal tabs inside an Obsidian vault with file and folder context.
- ▌ Run Agent Tool Calls Through Pctx Code Mode And Unified MCP · agentskillexchangePut pctx between agents and tools so MCP servers and custom tools can run through a code-oriented execution layer instead of one-off tool calls.
- ▌ Run Architecture First Coding Work With Spec Driven Develop · agentskillexchangeGuides Markdown-capable coding agents through large changes with deep analysis, intent refinement, task decomposition, GitHub issue tracking, batch PRs, adaptive control, and review workflows.
- ▌ Run Autonomous Coding Tasks Through Zeroshot Verifier Loops · agentskillexchangeUse Zeroshot when a coding issue or spec needs an executor agent and an independent verifier loop before the change is accepted.
- ▌ Run Independent Multi Agent Build And Review Flows With Opc · agentskillexchangeUse OPC as a Claude Code skill to select a task flow, dispatch specialist roles, enforce independent review, and gate builds, audits, and release checks.
- ▌ Run Spec First Agentic Engineering Workflows With Flow Next · agentskillexchangeTurn rough coding intent into durable specs, task graphs, fresh-context worker runs, adversarial reviews, PR bodies, and evidence receipts.
- ▌ Run Untrusted AI Generated Code Inside Secure E2b Sandboxes · agentskillexchangeCreate disposable E2B cloud sandboxes where agents can execute generated code, install dependencies, collect outputs, and discard state safely.
- ▌ Run Workspace Bounded Autonomous Python Agents With Upsonic · agentskillexchangeBuild and run Python agents that execute tasks against an explicit workspace, with tools, MCP connections, and prebuilt agent packages available when needed.
- ▌ Agentql Natural Language Web Query Sdk For Extraction And Au · agentskillexchangeAgentQL is TinyFish's web automation and extraction toolkit that layers a natural-language query system on top of live sites. Its Python and JavaScript SDKs integrate with Playwright and let agents target data and interface elements without depending on brittle CSS selectors alone.
- ▌ Better Auth Authentication Framework For Typescript Applicat · agentskillexchangeBetter Auth is an open source authentication framework for TypeScript apps. It gives agents a concrete way to wire sign-in, sessions, passkeys, OAuth providers, and plugins into modern web stacks with real package and docs support.
- ▌ Build Document Grounded Agent Context Workflows With Ragflow · agentskillexchangeUse RAGFlow to ingest complex documents, build governed RAG knowledge bases, and give agents higher-fidelity context for retrieval-augmented workflows.
- ▌ Build Event Driven Document Agent Workflows With Llamaagents · agentskillexchangeUse LlamaAgents to define async Python workflow steps, coordinate document-centric agent pipelines, and expose those workflows as services, clients, or deployable agent apps.
- ▌ Chatwoot Open Source Customer Engagement And Omnichannel Sup · agentskillexchangeChatwoot is a self-hosted, open-source customer engagement platform that provides live chat, email, social media, and messaging channel support in a unified agent dashboard. It serves as an alternative to Intercom, Zendesk, and Freshdesk with full API access for automation.
- ▌ Cheerio HTML And XML Parsing Library For Node JS Extraction · agentskillexchangeCheerio is a long-running Node.js library for parsing and manipulating HTML and XML with a jQuery-like API. It is widely used in scraping, extraction, and content transformation pipelines where developers need fast server-side DOM traversal without a browser runtime.
- ▌ Control Unity Editor Scenes And Assets Through MCP For Unity · agentskillexchangeConnect MCP-compatible agents to Unity Editor so they can inspect scenes, manage assets, edit scripts, run tests, and automate game-development tasks.
- ▌ Coolify Self Hosted App Platform And Deployment Automation S · agentskillexchangeCoolify is an open source self-hosted deployment platform for applications, databases, and services. This skill covers installing Coolify, connecting infrastructure over SSH, and using it as an operational control plane for repeatable app delivery workflows.
- ▌ Demucs Music Source Separation For Vocal And Stem Extraction · agentskillexchangeDemucs is Meta's open-source music source separation project for splitting songs into stems such as vocals, drums, bass, and accompaniment. It fits agent workflows that need repeatable audio preprocessing before transcription, remixing, analysis, captioning, or archive preparation.
- ▌ Enforce Local Git Hook Checks In Javascript Repos With Husky · agentskillexchangeUse Husky to wire pre-commit, pre-push, and commit-msg checks into a repo so agents and developers run the same local guardrails before changes leave the workstation.
- ▌ Enforce Policy Gated And Auditable Agent Execution With Lacp · agentskillexchangeRun Claude, Codex, and related coding-agent tasks through policy gates, evidence loops, and auditable execution tiers before risky work proceeds.
- ▌ Expose Haystack Pipelines As Webhook Endpoints With Hayhooks · agentskillexchangeTurn an existing Haystack pipeline into an HTTP or MCP endpoint without building and maintaining a custom wrapper service.
- ▌ Faster Whisper High Performance Speech Transcription Library · agentskillexchangefaster-whisper is SYSTRAN’s high-performance reimplementation of OpenAI Whisper on top of CTranslate2. It is built for transcription pipelines that need lower latency, lower memory usage, optional quantization, and practical Python integration for batch or real-time speech workflows.
- ▌ Gate Dbt Projects With Pre Commit Checks From Dbt Checkpoint · agentskillexchangeUse dbt-checkpoint when an agent should catch dbt naming, dependency, metadata, and model-hygiene issues before review or merge.
- ▌ Improve Qdrant Vector Search Relevance And Retrieval Quality · agentskillexchangeUse Qdrant's official qdrant-search-quality skill when an agent needs to diagnose weak recall, irrelevant matches, or embedding and chunking mistakes in a live retrieval pipeline. It is a bounded search-quality tuning workflow, not a generic database listing.
- ▌ Install Chinese Claude Code Skills For Engineering Workflows · agentskillexchangeUse claude-code-skills-zh to install Chinese-language Claude Code skills for repeatable code review, README writing, API testing, refactoring, dependency auditing, and performance profiling workflows.
- ▌ Keep Reviewable Project Memory For Coding Agents With Ownmem · agentskillexchangeInitialize Git-native project memory that Claude Code, Codex, Cursor, Gemini CLI, and compatible coding agents can recall deterministically.
- ▌ Lint Github Actions Workflows Before CI Runs With Actionlint · agentskillexchangeValidate workflow syntax, expressions, and shell steps before broken GitHub Actions changes reach CI.
- ▌ Manage Cross Agent Skill Files From Obsidian With Agentfiles · agentskillexchangeUse Agentfiles when an operator wants to browse, create, edit, install, and audit skills, commands, agents, rules, memories, and coding-session artifacts across multiple AI coding tools from Obsidian.
- ▌ Normalize Raw CLI Output Into JSON For Reliable Downstream P · agentskillexchangeUses jc to turn command output and supported file formats into structured JSON so an agent can filter, diff, validate, and store results without brittle regex parsing. Best when a workflow already depends on standard CLI tools but needs machine-readable output for the next step.
- ▌ Prepare Agent Ready PDF And Document Extraction With Pymupdf · agentskillexchangeUse PyMuPDF to extract text, layout metadata, tables, images, Markdown, or JSON from PDFs and documents before an agent ingests or reviews them.
- ▌ Run Production Multi Agent Workflows With Hive · agentskillexchangeUse Hive as a model-agnostic harness for long-running multi-agent workflows that need state, recovery, observability, human oversight, and business-system tools.