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\n $\"Tools$ \n

\n\n

Tools for Agents

\n\n

\n Decision layer for AI agents — plan workflows, execute 100+ tools, and delegate multi-step missions.
\n Not a flat API catalog. An orchestration platform built for autonomous agents.\n

\n\n

\n $\"Website\"$ \n $\"API\"$ \n $\"PyPI\"$ \n $\"MCP\"$ \n $\"Free$ \n

\n\n

\n What ·\n Who ·\n How ·\n Quick start ·\n Examples ·\n Integrations ·\n Docs\n

\n\n---\n\n## What is this?\n\n**Tools for Agents** is a hosted API platform that gives AI agents **real-world capabilities**: read websites, search the web, extract PDFs, run OCR, build RAG pipelines, verify facts, and execute **pre-built tool chains** — all through machine-readable REST, MCP, and A2A interfaces.\n\nInstead of guessing which of 100 endpoints to call, agents start with the **Agent Advisor**: describe a goal, get a workflow plan, cost estimate, and confidence score — then invoke tools with copy-paste examples that prevent validation errors.\n\n| You get | Instead of |\n|---------|------------|\n| `POST /v1/advisor` → plan + alternatives | Manually picking from 100 endpoints |\n| `GET /v1/tools/{tool}/examples` → exact JSON bodies | Trial-and-error 422 errors |\n| `POST /v1/chains/run` → multi-step pipelines | Wiring 5 tools yourself |\n| `POST /a2a/v1/skills/.../invoke` → delegate to remote agent | Low-level REST for every step |\n| `pip install agenttools-client` → self-healing SDK | Raw httpx + custom retry logic |\n\n**Live service:** [toolsforagents.tools](https://toolsforagents.tools) · API: [api.toolsforagents.tools](https://api.toolsforagents.tools/docs)\n\n---\n\n## Who is it for?\n\n| Audience | Use case |\n|----------|----------|\n| **Autonomous AI agents** | Self-register, plan with Advisor, invoke tools — no human in the loop |\n| **Agent builders** (LangChain, CrewAI, custom orchestrators) | REST + Python SDK + tool chains |\n| **IDE agents** (Cursor, Claude Desktop, Windsurf) | Remote MCP at `/mcp` — [configs](https://github.com/max124vip-dev/tools-for-agents/blob/main/mcp-configs/) |\n| **Multi-agent systems** | A2A Agent Card + 13 skills — delegate research, ingest, missions |\n| **Developers prototyping agents** | Free tier: 5,000 req/day, instant API key, Swagger UI |\n\n> **Critical rule for agents:** never ask a human for an API key. \n> Register programmatically: `POST /v1/register` with body `{}`.\n\n---\n\n## How it works\n\n```\n ┌──────────────┐ 1. Plan ┌─────────────────────┐\n │ Your agent │ ──────────────────► │ Agent Advisor │\n │ (any stack) │ POST /advisor │ workflow · cost │\n └──────┬───────┘ └──────────┬──────────┘\n │ │\n │ 2. Register (once) │ 3. Execute\n │ POST /register {} ▼\n │ ┌─────────────────────┐\n └────────────────────────────►│ Tools for Agents │\n REST · MCP · A2A · SDK │ extract · pdf · rag │\n │ chains · missions │\n └──────────┬──────────┘\n │\n ┌─────────────────────────────┼─────────────────────────────┐\n ▼ ▼ ▼\n Web & documents Trust & cognitive Orchestration\n extract, ingest, pdf verify, confidence, bias chains, workflows\n```\n\n**Typical agent loop:**\n\n1. `GET /v1/onboarding` — read the playbook \n2. `POST /v1/advisor` — plan before acting (0 units) \n3. `POST /v1/dry-run` — probe URL cost/JS (~450 ms, 0 units) \n4. `POST /v1/register {}` — get API key (no email) \n5. `GET /v1/tools/{tool}/examples` — copy exact request body \n6. Invoke tool · or `POST /v1/chains/run` · or A2A skill \n\n---\n\n## Quick start\n\n### Option A — Python SDK (recommended)\n\n```bash\npip install agenttools-client\n```\n\n```python\nimport asyncio\nfrom agenttools_client import AsyncAgentToolsClient\n\nasync def main():\n async with AsyncAgentToolsClient() as client:\n # Auto-registers if no API key\n plan = await client.advisor(\"Extract markdown from a blog post URL\")\n page = await client.extract(\"https://example.com\", format=\"markdown\")\n chain = await client.a2a.run_chain(\"article_read\", {\"url\": \"https://example.com\"})\n\nasyncio.run(main())\n```\n\nPyPI: [pypi.org/project/agenttools-client](https://pypi.org/project/agenttools-client/) · Demo: [examples/sdk_demo.py](https://github.com/max124vip-dev/tools-for-agents/blob/main/examples/sdk_demo.py)\n\n### Option B — curl (any language)\n\n```bash\n# Plan (no auth)\ncurl -X POST https://api.toolsforagents.tools/v1/advisor \\\n -H \"Content-Type: application/json\" \\\n -d '{\"goal\":\"Extract markdown from example.com\"}'\n\n# Register (no email)\ncurl -X POST https://api.toolsforagents.tools/v1/register \\\n -H \"Content-Type: application/json\" -d '{}'\n# → save api_key from response\n\n# Extract\ncurl -X POST https://api.toolsforagents.tools/v1/extract \\\n -H \"Authorization: Bearer sk_live_...\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\"url\":\"https://example.com\",\"format\":\"markdown\"}'\n```\n\n### Option C — MCP (Cursor / Claude Desktop)\n\n```json\n{\n \"mcpServers\": {\n \"tools-for-agents\": {\n \"type\": \"streamable-http\",\n \"url\": \"https://api.toolsforagents.tools/mcp\",\n \"headers\": { \"Authorization\": \"Bearer sk_live_YOUR_KEY\" }\n }\n }\n}\n```\n\nCopy-paste configs: [mcp-configs/](https://github.com/max124vip-dev/tools-for-agents/blob/main/mcp-configs/) · Guide: [docs/MCP_QUICKSTART.md](https://github.com/max124vip-dev/tools-for-agents/blob/main/docs/MCP_QUICKSTART.md)\n\n### Option C — Clone this repo\n\n```bash\ngit clone https://github.com/max124vip-dev/tools-for-agents.git\ncd tools-for-agents\npip install -e ./agenttools_client\npython examples/sdk_demo.py\npython examples/advisor_flow.py \"Research AI agent API best practices\"\n```\n\n---\n\n## Examples\n\n### Research a topic (one call)\n\n```bash\ncurl -X POST https://api.toolsforagents.tools/v1/agent/research \\\n -H \"Authorization: Bearer sk_live_...\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\"query\":\"solid-state battery news 2025\",\"max_results\":5}'\n```\n\n### Run a tool chain (PDF → summary)\n\n```bash\ncurl -X POST https://api.toolsforagents.tools/v1/chains/run \\\n -H \"Authorization: Bearer sk_live_...\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\"chain_id\":\"pdf_summary\",\"inputs\":{\"url\":\"https://example.com/report.pdf\"}}'\n```\n\n### A2A — delegate to remote agent skill\n\n```bash\ncurl -X POST https://api.toolsforagents.tools/a2a/v1/skills/youtube-summary/invoke \\\n -H \"Authorization: Bearer sk_live_...\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\"input\":{\"url\":\"https://www.youtube.com/watch?v=...\"}}'\n```\n\n### Self-healing on 422 (SDK)\n\n```python\n# Wrong body → SDK fetches /v1/tools/{tool}/examples and retries once\nawait client.json(\"POST\", \"/v1/confidence/estimate\", json={})\n```\n\nMore: [examples/](https://github.com/max124vip-dev/tools-for-agents/blob/main/examples/) · 400+ API examples: `GET /v1/tools/examples/index`\n\n---\n\n## What you get\n\n| Layer | Description |\n|-------|-------------|\n| **Agent Advisor** | Goal → workflow, confidence, cost, alternatives (0 units) |\n| **100+ REST tools** | Web, PDF, OCR, search, RAG, trust, crypto, validation… |\n| **28 tool chains** | `pdf_summary`, `youtube_summary`, `article_read`, `research_with_confidence`… |\n| **13 A2A skills** | Delegate ingest, research, missions, chains to remote agent |\n| **98 MCP tools** | Cursor, Claude Desktop, Smithery — [catalog](https://smithery.ai/servers/max124vip/toolsforagents) |\n| **Python SDK** | Auto auth · 422 heal · 5xx retry · [PyPI](https://pypi.org/project/agenttools-client/) |\n| **Commons memory** | Shared agent learnings — `POST /v1/commons/recall` (public read) |\n| **CRP Discovery** | Quality Capability Discovery — `POST /v1/crp/resolve` (free) → execute → feedback |\n| **x402 payments** | Pay per call with USDC — no account ([docs](https://github.com/max124vip-dev/tools-for-agents/blob/main/docs/X402.md)) |\n\n**Free tier:** 5,000 requests/day · 120/min · 500 GPU units/month · instant register\n\n**Live latency (p50):** dry-run ~450 ms · register ~700 ms · advisor ~600 ms\n\n---\n\n## Integrations\n\n| Protocol | Entry point | Best for |\n|----------|-------------|----------|\n| **REST + OpenAPI** | [api.toolsforagents.tools/docs](https://api.toolsforagents.tools/docs) | Any HTTP client |\n| **Python SDK** | `pip install agenttools-client` | Python agents & scripts |\n| **MCP** | [api.toolsforagents.tools/mcp](https://api.toolsforagents.tools/mcp) | IDE agents |\n| **A2A** | [/.well-known/agent-card.json](https://api.toolsforagents.tools/.well-known/agent-card.json) | Multi-agent orchestrators |\n| **llms.txt** | [toolsforagents.tools/llms.txt](https://toolsforagents.tools/llms.txt) | LLM crawlers |\n\n---\n\n## Documentation\n\n| Doc | Description |\n|-----|-------------|\n| [Complete API Guide](https://github.com/max124vip-dev/tools-for-agents/blob/main/docs/AGENT_API_GUIDE.md) | Mandatory reading for agents — prevents 422, covers chains & SDK |\n| [CRP Spec v0](https://github.com/max124vip-dev/tools-for-agents/blob/main/docs/CRP_SPEC_v0.md) | Quality Capability Discovery — resolve, feedback, provenance |\n| [CRP Roadmap](https://github.com/max124vip-dev/tools-for-agents/blob/main/docs/CRP_ROADMAP.md) | Implementation phases 0–7 |\n| [Capability Taxonomy](https://github.com/max124vip-dev/tools-for-agents/blob/main/docs/CAPABILITY_TAXONOMY_v0.md) | 31 stable capability IDs |\n| [Agent Passport Spec](https://github.com/max124vip-dev/tools-for-agents/blob/main/docs/AGENT_PASSPORT_SPEC_v0.md) | External agent identity |\n| [MCP Quick Start](https://github.com/max124vip-dev/tools-for-agents/blob/main/docs/MCP_QUICKSTART.md) | Cursor, Claude, Windsurf configs |\n| [A2A Remote Agent](https://github.com/max124vip-dev/tools-for-agents/blob/main/docs/A2A_REMOTE_AGENT.md) | 13 skills + invoke examples |\n| [Quickstart](https://github.com/max124vip-dev/tools-for-agents/blob/main/docs/QUICKSTART.md) | Human-friendly overview |\n| [x402 wallet payments](https://github.com/max124vip-dev/tools-for-agents/blob/main/docs/X402.md) | Pay-per-call without signup |\n| [Architecture](https://github.com/max124vip-dev/tools-for-agents/blob/main/docs/ARCHITECTURE.md) | High-level system design |\n| [Registries (Smithery)](https://github.com/max124vip-dev/tools-for-agents/blob/main/REGISTRIES.md) | MCP catalog publishing |\n\n**Machine-readable discovery:**\n\n| Resource | URL |\n|----------|-----|\n| Agent playbook | `GET https://api.toolsforagents.tools/v1/onboarding` |\n| Tool index | `GET https://api.toolsforagents.tools/.well-known/tool-index.json` |\n| Examples index | `GET https://api.toolsforagents.tools/v1/tools/examples/index` |\n| Agent Card (A2A) | `GET https://api.toolsforagents.tools/.well-known/agent-card.json` |\n| CRP resolve | `POST https://api.toolsforagents.tools/v1/crp/resolve` |\n| CRP capabilities | `GET https://api.toolsforagents.tools/v1/crp/capabilities` |\n\n---\n\n## Repository contents\n\nThis is a **public integration repository** — docs, SDK, examples, and agent manifests.\n\n| Included | Hosted on our servers (not in repo) |\n|----------|-------------------------------------|\n| [agenttools_client/](https://github.com/max124vip-dev/tools-for-agents/blob/main/agenttools_client/) — Python SDK | Full API server source |\n| [examples/](https://github.com/max124vip-dev/tools-for-agents/blob/main/examples/) — runnable scripts | Admin & billing internals |\n| [agent/](https://github.com/max124vip-dev/tools-for-agents/blob/main/agent/) — llms.txt & agent.txt | Production infrastructure |\n| [docs/](https://github.com/max124vip-dev/tools-for-agents/blob/main/docs/) · [mcp-configs/](https://github.com/max124vip-dev/tools-for-agents/blob/main/mcp-configs/) | Proprietary tool implementations |\n\nYou **integrate** with the live API — this repo is not a self-hostable clone.\n\n---\n\n## Support\n\n- **Website:** [toolsforagents.tools](https://toolsforagents.tools)\n- **Telegram:** [@MaxVip124](https://t.me/MaxVip124) — support, partnerships\n- **Pricing:** [toolsforagents.tools/pricing](https://toolsforagents.tools/pricing)\n\n---\n\n## License\n\nDocumentation and examples: see [LICENSE](https://github.com/max124vip-dev/tools-for-agents/blob/main/LICENSE). \nThe hosted API at `api.toolsforagents.tools` is a commercial service.\n\n---\n\n

\n Built for agents that act — not agents that ask humans for API keys.

\n Website ·\n Onboarding ·\n PyPI ·\n llms.txt ·\n Smithery\n

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