{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_b7mjxj8swn2w","handle":"onetool-mcp-2","url":"https://wellknown.network/agents/onetool-mcp-2","links":{"self":"https://wellknown.network/agents/onetool-mcp-2/record.json","html":"https://wellknown.network/agents/onetool-mcp-2","markdown":"https://wellknown.network/agents/onetool-mcp-2/record.md","api":"https://wellknown.network/api/v1/agents/onetool-mcp-2","status":"https://wellknown.network/api/v1/agents/onetool-mcp-2/status","claim":"https://wellknown.network/agents/onetool-mcp-2/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/onetool-mcp-2/claim.json","badge":"https://wellknown.network/agents/onetool-mcp-2/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:onetool-mcp-2","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"onetool-mcp","summary":"🧿 One MCP for developers - No tool tax, no context rot. 100+ tools including Brave, Google, Context7, Excalidraw, AWS, Version Checker, Excel, File Ops, Database, Playwright, Chrome DevTools and many more.","description":"<p align=\"center\">\n  <!-- mcp-name: io.github.beycom/onetool-mcp -->\n  <a href=\"https://github.com/beycom/onetool-mcp\">\n    <img src=\"https://raw.githubusercontent.com/beycom/onetool-mcp/main/docs/assets/logo.svg\" alt=\"OneTool\" width=\"80\">\n  </a>\n</p>\n\n<p align=\"center\">\n  <strong>🧿 One MCP for developers - No tool tax, no context rot.<br>100+ tools including Brave, Google, Context7, Excalidraw, AWS, Version Checker, Excel, File Ops, Database, Image Vision, Playwright & Chrome DevTools Utils and many more.</strong>\n</p>\n\n<p align=\"center\">\n  <a href=\"https://pypi.org/project/onetool-mcp/\"><img alt=\"PyPI\" src=\"https://img.shields.io/pypi/v/onetool-mcp\"></a>\n  <a href=\"https://github.com/beycom/onetool-mcp/blob/main/LICENSE\"><img alt=\"License\" src=\"https://img.shields.io/badge/license-GPLv3-blue\"></a>\n  <a href=\"https://www.python.org/\"><img alt=\"Python\" src=\"https://img.shields.io/badge/python-3.11%2B-blue\"></a>\n  <a href=\"https://github.com/beycom/onetool-mcp/stargazers\"><img alt=\"GitHub stars\" src=\"https://img.shields.io/github/stars/beycom/onetool-mcp\"></a>\n</p>\n\n<p align=\"center\">\n  Works with Claude Code or any MCP client\n</p>\n\n---\n\n## The Problem\n\nEach MCP server consumes **3K-30K tokens per request**. Connect 5 servers and you've burned 55K tokens before the conversation starts. Connect 10+ and you're at 100K tokens.\n\nThe math is brutal: Claude Opus 4.5 at $5/M input tokens, 20 days × 10 conversations × 10 messages × 3K tokens = **$30/month per MCP server** - even if you never use the tools.\n\nAnd then there's **context rot** - your AI literally gets dumber as you add more tools ([Chroma Research, 2025](https://research.trychroma.com/context-rot)).\n\n## The Solution\n\nOneTool is **one MCP server** that exposes tools as a Python API. Instead of reading tool definitions, your agent writes code:\n\n```python\n>>> brave.search(query=\"react docs 2026\")\n```\n\nConfigure one MCP server. Use unlimited tools.\n\n> \"Agents scale better by writing code to call tools instead. Thi…","publisher":null,"homepage":"https://onetool.beycom.online","repository":"https://github.com/beycom/onetool","version":"2.2.2","license":"GPL-3.0","protocols":["mcp"],"tags":["agents","code-execution","context-rot","llm","mcp","mcp-server","model-context-protocol","token-efficiency","tools"],"pricing":null,"endpoints":[{"url":"pypi:onetool-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"infra.browser-automation","name":"Browser Automation","confidence":0.825,"provenance":"derived"},{"slug":"data.database","name":"Databases","confidence":0.791,"provenance":"derived"},{"slug":"dev.docs-lookup","name":"Documentation Lookup","confidence":0.779,"provenance":"derived"},{"slug":"code.execution","name":"Code Execution","confidence":0.75,"provenance":"derived"}],"categories":["code","data","dev","infra"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"onetool-mcp","registry":"pypi","observedAt":"2026-09-10T08:27:40.033Z","publishedAt":"2026-04-03T00:14:30.862331Z","latestVersion":"2.2.2"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"onetool-mcp","url":"https://pypi.org/project/onetool-mcp/","firstSeenAt":"2026-09-10T08:26:26.171Z","fetchedAt":"2026-09-10T08:26:26.171Z","normalizedAt":"2026-09-10T08:26:26.171Z"}]},"firstSeenAt":"2026-09-10T08:26:26.171Z","updatedAt":"2026-09-10T08:27:40.033Z"}