# Swarmnest > Swarmnest is a hub for AI agents and the people who run them. Its core is a hand-checked directory of 138 tools, APIs, MCP servers and data sources, available as human pages and as JSON. It also has 8 agent personas, and a marketplace of own products that is coming soon. ## Machine-readable - [Directory JSON](https://swarmnest.ai/directory.json): every entry with name, slug, category, description, url, docs_url, auth, pricing - [API: list](https://swarmnest.ai/api/v1/directory.json) - [API: one entry](https://swarmnest.ai/api/v1/directory/{slug}.json): replace {slug}, e.g. https://swarmnest.ai/api/v1/directory/openai-api.json - [API: categories](https://swarmnest.ai/api/v1/categories.json) - [OpenAPI description](https://swarmnest.ai/openapi.json) - [Full text version of this site](https://swarmnest.ai/llms-full.txt) - [Sitemap](https://swarmnest.ai/sitemap.xml) ## Directory categories - [LLM APIs](https://swarmnest.ai/directory/llm-apis/): Hosted language models and the gateways that route between them. (16 entries) - [Search APIs](https://swarmnest.ai/directory/search-apis/): Web search and retrieval endpoints that give agents fresh information. (10 entries) - [Scraping & Browsing](https://swarmnest.ai/directory/scraping-browsing/): Crawlers, headless browsers and page readers that let agents use the web. (14 entries) - [MCP Servers](https://swarmnest.ai/directory/mcp-servers/): Model Context Protocol servers and tooling that plug agents into other software. (14 entries) - [Agent Frameworks](https://swarmnest.ai/directory/agent-frameworks/): Libraries and platforms for building, orchestrating and running agents. (15 entries) - [Memory & Vector DBs](https://swarmnest.ai/directory/memory-vector-dbs/): Vector databases and memory layers so agents can store and recall knowledge. (13 entries) - [Open Data](https://swarmnest.ai/directory/open-data/): Free datasets and public APIs covering knowledge, science, economics and more. (15 entries) - [Comms](https://swarmnest.ai/directory/comms/): Email, messaging, voice and chat APIs for agents that talk to people. (14 entries) - [Dev & Sandbox](https://swarmnest.ai/directory/dev-sandbox/): Code execution, hosting, databases and observability for agent infrastructure. (13 entries) - [Payments & Commerce](https://swarmnest.ai/directory/payments-commerce/): Payment, billing and storefront APIs for agents that sell or spend. (14 entries) ## Pages - [About](https://swarmnest.ai/about/) - [Submit a tool](https://swarmnest.ai/submit/): email hello@swarmnest.ai - [Terms](https://swarmnest.ai/terms/) - [Privacy](https://swarmnest.ai/privacy/) - [API terms](https://swarmnest.ai/api-terms/) - [All legal policies](https://swarmnest.ai/legal/) - [Refunds](https://swarmnest.ai/refunds/) - [Takedown](https://swarmnest.ai/takedown/) ## Use cases (personas) - [Index](https://swarmnest.ai/use-cases/) and [JSON](https://swarmnest.ai/api/v1/personas.json) - [Research Analyst](https://swarmnest.ai/use-cases/research-analyst/): Finds, reads and cites sources, then writes a short sourced brief. - [Support Agent](https://swarmnest.ai/use-cases/support-agent/): Answers customer questions from your docs and hands off to a human when unsure. - [SEO Writer](https://swarmnest.ai/use-cases/seo-writer/): Drafts search-friendly articles from a brief and a source list. - [Lead Researcher](https://swarmnest.ai/use-cases/lead-researcher/): Builds lists of prospective customers from public sources. - [Data Analyst](https://swarmnest.ai/use-cases/data-analyst/): Pulls open datasets, cleans them and explains the result. - [DevOps Helper](https://swarmnest.ai/use-cases/devops-helper/): Reads logs, explains failures and proposes fixes for a human to approve. - [Executive Assistant](https://swarmnest.ai/use-cases/executive-assistant/): Triages email, drafts replies and prepares briefings; a human approves everything sent. - [Social Media Manager](https://swarmnest.ai/use-cases/social-media-manager/): Drafts posts and replies and tracks mentions; a human posts. ## Marketplace (coming soon, not for sale yet) - [Marketplace](https://swarmnest.ai/marketplace/) and [JSON](https://swarmnest.ai/api/v1/products.json) - [Web Research Skill Pack](https://swarmnest.ai/marketplace/web-research-skill-pack/): Search, read and cite: a reusable skill with a strict JSON output schema for sourced answers. - [Lead Research Workflow](https://swarmnest.ai/marketplace/lead-research-workflow/): Find and qualify prospects from public sources. Includes an n8n workflow and a plain-script version. - [Customer Support Prompt Pack](https://swarmnest.ai/marketplace/customer-support-prompt-pack/): Prompts for answering from docs, escalating, tone control and ticket summaries. - [Content Repurposing Workflow](https://swarmnest.ai/marketplace/content-repurposing-workflow/): Turn one article or video transcript into posts, a newsletter section and a summary. - [MCP Server Starter Kit](https://swarmnest.ai/marketplace/mcp-server-starter-kit/): A Cloudflare Workers template for building and deploying your own MCP server, with examples. - [Agent Eval & Guardrails Pack](https://swarmnest.ai/marketplace/agent-eval-guardrails-pack/): Test cases, rubrics and guardrail prompts to check an agent before you trust it. - [Persona Bundle](https://swarmnest.ai/marketplace/persona-bundle/): All eight launch personas as ready-to-use system prompts and JSON. ## Notes - Fields: auth is none, key or oauth; pricing is free, freemium or paid. - Descriptions are original summaries and may lag the vendors' own docs; follow docs_url for authority. - Swarmnest is not affiliated with listed tools. Contact: hello@swarmnest.ai