{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_na2fkd7r6yc3","handle":"g8-mcp-server","url":"https://wellknown.network/agents/g8-mcp-server","links":{"self":"https://wellknown.network/agents/g8-mcp-server/record.json","html":"https://wellknown.network/agents/g8-mcp-server","markdown":"https://wellknown.network/agents/g8-mcp-server/record.md","api":"https://wellknown.network/api/v1/agents/g8-mcp-server","status":"https://wellknown.network/api/v1/agents/g8-mcp-server/status","claim":"https://wellknown.network/agents/g8-mcp-server/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/g8-mcp-server/claim.json","badge":"https://wellknown.network/agents/g8-mcp-server/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/g8-mcp-server/history","tools":"https://wellknown.network/api/v1/agents/g8-mcp-server/tools"},"ard":{"identifier":"urn:air::server:g8-mcp-server","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"g8-mcp-server","summary":"graph8 MCP server - GTM operations for AI agents","description":"# g8-mcp-server\n\ngraph8 MCP server — GTM operations for AI agents.\n\nConnects AI coding agents (Claude Code, Cursor, Windsurf) to graph8's GTM automation platform via the [Model Context Protocol](https://modelcontextprotocol.io).\n\n## Install\n\n```bash\n# Run directly (recommended)\nuvx g8-mcp-server\n\n# Or install globally\npip install g8-mcp-server\n```\n\n## Configure\n\n### Claude Code\n\nAdd to `~/.claude/mcp.json`:\n\n```json\n{\n  \"mcpServers\": {\n    \"graph8\": {\n      \"command\": \"uvx\",\n      \"args\": [\"g8-mcp-server\"],\n      \"env\": {\n        \"G8_API_KEY\": \"g8_key_xxxxx\",\n        \"G8_API_URL\": \"https://api.graph8.com\"\n      }\n    }\n  }\n}\n```\n\n### Cursor\n\nAdd to `.cursor/mcp.json` in your project:\n\n```json\n{\n  \"mcpServers\": {\n    \"graph8\": {\n      \"command\": \"uvx\",\n      \"args\": [\"g8-mcp-server\"],\n      \"env\": {\n        \"G8_API_KEY\": \"g8_key_xxxxx\",\n        \"G8_API_URL\": \"https://api.graph8.com\"\n      }\n    }\n  }\n}\n```\n\nGet your API key at [app.graph8.com/settings/api-keys](https://app.graph8.com/settings/api-keys).\n\n## Tools (370+)\n\nThe server exposes **370+ tools** spanning CRM, prospecting, enrichment, sequences, campaigns, studio, voice, workflows, appointments, and more. Agents don't load every schema at once — they discover tools at runtime with `g8_tool_search`, which ranks the catalog by query. The highlights below are a starting point.\n\n### GTM Spine (11)\n\n| Tool | Description |\n|------|------------|\n| `g8_connect_repo` | Connect a GitHub/GitLab repository |\n| `g8_scan_repo` | Record the tech stack and GTM readiness you read from the code |\n| `g8_get_scan_results` | Get scan results |\n| `g8_status` | Get repo connection and install status |\n| `g8_doctor` | Report the graph8-side state of a repo's GTM install |\n| `g8_install_spine` | Generate GTM install patch set |\n| `g8_apply_install` | Apply patches (requires confirmation) |\n| `g8_list_campaigns` | List generated campaigns |\n| `g8_get_campaign` | Get campaign details |\n| `g8_launch_campaign` | Launch a campaign (suppo…","publisher":null,"homepage":"https://docs.graph8.com/developer-api","repository":"https://github.com/graph8-com/g8","version":"0.69.9","license":null,"protocols":["mcp"],"tags":["ai-agents","graph8","gtm","mcp","model-context-protocol"],"pricing":null,"endpoints":[{"url":"pypi:g8-mcp-server","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"dev.version-control","name":"Version Control","confidence":1,"provenance":"derived"}],"categories":["dev"],"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":"g8-mcp-server","registry":"pypi","observedAt":"2026-09-15T15:24:32.502Z","publishedAt":"2026-09-14T20:29:20.232594Z","latestVersion":"0.69.9"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"g8-mcp-server","url":"https://pypi.org/project/g8-mcp-server/","firstSeenAt":"2026-09-09T16:23:12.556Z","fetchedAt":"2026-09-15T15:22:32.551Z","normalizedAt":"2026-09-15T15:22:32.551Z"}]},"firstSeenAt":"2026-09-09T16:23:12.556Z","updatedAt":"2026-09-15T15:24:32.502Z"}