{
  "id": "04-relevance-ai",
  "slug": "relevance-ai",
  "normalized_name": "relevance ai",
  "name": "Relevance AI",
  "vendor_url": "https://relevanceai.com",
  "category": "ai-sdr-agents",
  "what_it_does": "A platform for building and deploying specialist AI agents (research/enrichment, outbound prospecting, meeting scheduling, deal review, proposal building) that teams configure and progress toward autonomous (\"L3 Autopilot\") operation.",
  "ai_features": "Genuinely a build-your-own-agent platform rather than a single packaged persona - the agentic depth depends entirely on what the operator configures; the \"96.4% eval pass rate\" and \"L3 Autopilot\" framing are vendor-reported metrics, not independently verified.",
  "mcp_status": "official",
  "mcp_url": "https://mcp.relevanceai.com/ ; https://relevanceai.com/docs/get-started/core-concepts/mcp-plugins (redirect correction 2026-08-28: the address previously recorded here, relevanceai.com/docs/integrations/mcp/programmatic-gtm/introduction, 308s to this one and this one returns 200)",
  "mcp_auth": "OAuth (tokens may expire after inactivity; re-auth via login flow); Viewer/Chat project roles get restricted read-only access automatically",
  "api_gate": "free - the MCP server and Claude Code plugin are free to connect; usage (agent runs, tool executions) bills against the operator's Relevance AI plan",
  "revops_role": "Agent-building layer that can sit anywhere in the stack depending on configuration - closer to infrastructure than a packaged point solution.",
  "tier": "RESEARCHED",
  "last_checked": "2026-09-07",
  "sources": "https://relevanceai.com, https://marketplace.relevanceai.com/, https://relevanceai.com/docs/get-started/core-concepts/mcp-plugins, https://mcp.relevanceai.com/, https://github.com/RelevanceAI/cc-plugin",
  "notes": "The seed list named this tool's SDR agent \"Bosh\" - that name could not be found anywhere on the current site or marketplace (agent templates found instead: \"Outbound Prospector,\" \"Sales Researcher,\" \"Perfect 5 Leads,\" etc.). Either renamed, deprecated, or misremembered - flag as unconfirmed. This is one of the very few tools in this category with a confirmed, solo-operator-accessible official MCP - a strong bench-test candidate. 2026-09-07: https://mcp.relevanceai.com/ returned 401 {\"error\":\"invalid_token\",\"error_description\":\"Missing Authorization header\"} to an MCP initialize POST (https://mcp.relevanceai.com/). 2026-09-09 (P6-04 repo sweep): first-party repository recorded at https://github.com/RelevanceAI/cc-plugin, the org RelevanceAI (profile site relevanceai.com), last push 2026-07-27. It is NOT the server source: the README describes a Claude Code plugin of skills plus MCP wiring for Relevance AI. The npm package @relevanceai/relevanceai-mcp-server exists under the vendor's own scope but declares no repository, so no public server source was found.",
  "mcp_status_bucket": "official",
  "api_gate_bucket": "free",
  "mcp_urls": [
    "https://mcp.relevanceai.com/",
    "https://relevanceai.com/docs/get-started/core-concepts/mcp-plugins"
  ],
  "source_urls": [
    "https://relevanceai.com",
    "https://marketplace.relevanceai.com/",
    "https://relevanceai.com/docs/get-started/core-concepts/mcp-plugins",
    "https://mcp.relevanceai.com/",
    "https://github.com/RelevanceAI/cc-plugin"
  ],
  "source_annotations": [],
  "vendor_domain": "relevanceai.com",
  "display_name": "Relevance AI",
  "docs_url": null,
  "jobs": [],
  "jobs_tagged_by": null,
  "jobs_tagged_on": null,
  "github_url": null,
  "github_stars": null,
  "github_last_commit": null,
  "github_archived": null,
  "github_fetched_on": null,
  "github_candidates": [
    "https://github.com/RelevanceAI/cc-plugin"
  ],
  "docs_digest": null,
  "docs_last_crawled": null,
  "submission": null,
  "mcp_tools": [],
  "mcp_tool_count": 0,
  "mcp_tools_evidence": null,
  "mcp_tools_repo": null,
  "mcp_tools_repo_party": null,
  "mcp_catalog_shape": null,
  "mcp_catalog_note": null,
  "mcp_tools_fetched_on": null,
  "cli_status": "official",
  "cli_party": "first",
  "cli_binary": "relevanceai",
  "cli_install": [
    {
      "cmd": "pip install relevanceai",
      "manager": "pypi",
      "source_url": "https://pypi.org/project/relevanceai/",
      "party": "first",
      "fetched_on": "2026-09-27"
    }
  ],
  "cli_login": null,
  "cli_commands_seen": [],
  "cli_docs_url": null,
  "cli_repo": null,
  "cli_packages": [
    {
      "kind": "pypi",
      "package": "relevanceai",
      "version": "10.2.2",
      "party": "first",
      "url": "https://pypi.org/project/relevanceai/"
    }
  ],
  "cli_evidence": "pypi",
  "cli_checked_on": "2026-09-27",
  "github_org": "RelevanceAI",
  "github_org_status": "resolved",
  "github_org_url": "https://github.com/RelevanceAI",
  "github_org_evidence": {
    "rule": "rule 3",
    "url": "search q=Relevance AI",
    "matched_domain": "relevanceai.com",
    "via": "website",
    "detail": "account website https://relevanceai.com has the vendor's domain",
    "confidence": "strong",
    "candidates_rejected": []
  },
  "github_org_repos": 39,
  "github_org_repos_mcp": 1,
  "github_org_repos_cli": 3,
  "github_org_latest_activity": "2026-09-08T06:53:56Z",
  "github_org_recent_repos": [
    {
      "name": "relevance-docs",
      "url": "https://github.com/RelevanceAI/relevance-docs",
      "kind": "docs-or-examples",
      "description": null,
      "stars": 3,
      "pushed_at": "2026-09-08",
      "latest_release": null
    },
    {
      "name": "content-cdn",
      "url": "https://github.com/RelevanceAI/content-cdn",
      "kind": "other",
      "description": null,
      "stars": 2,
      "pushed_at": "2026-09-08",
      "latest_release": null
    },
    {
      "name": "arg-releases",
      "url": "https://github.com/RelevanceAI/arg-releases",
      "kind": "cli",
      "description": "Public release artifacts for the arg CLI (binary distribution only; source lives in the private monorepo)",
      "stars": 0,
      "pushed_at": "2026-08-24",
      "latest_release": "v0.3.19"
    },
    {
      "name": "cc-plugin",
      "url": "https://github.com/RelevanceAI/cc-plugin",
      "kind": "plugin-or-integration",
      "description": "RelevanceAI Claude Code plugin (Skills + MCP)",
      "stars": 1,
      "pushed_at": "2026-07-27",
      "latest_release": null
    },
    {
      "name": "homebrew-tap",
      "url": "https://github.com/RelevanceAI/homebrew-tap",
      "kind": "cli",
      "description": "Homebrew tap for the arg CLI. Run: brew tap relevanceai/tap",
      "stars": 0,
      "pushed_at": "2026-05-14",
      "latest_release": null
    }
  ],
  "github_org_checked_on": "2026-09-08",
  "mcp_endpoint": null,
  "mcp_docs_url": "https://relevanceai.com/docs/get-started/core-concepts/mcp-plugins",
  "endpoint_status": "docs-only",
  "endpoint_http_status": 200,
  "endpoint_last_probed": "2026-09-04",
  "endpoint_wall_note": null,
  "canonical": true,
  "canonical_id": "04-relevance-ai",
  "also_listed_in": [],
  "source_file": "04-ai-sdr-agents.md",
  "source_line": 163,
  "file_index": 8,
  "category_num": "04",
  "category_slug": "ai-sdr-agents",
  "category_label": "AI SDRs",
  "heading": "Relevance AI",
  "missing_schema_fields": [],
  "extra_fields": {},
  "display_rank": 45
}
