Tudo o que sua empresa sabe,pronto para seus agentes pesquisarem.

pip install graphor

from graphor import Graphor

client = Graphor()                    # lê GRAPHOR_API_KEY

with open("contrato-marumbi.pdf", "rb") as f:
    build = client.sources.ingest_file(file=f, partition_method="auto")

file_id = aguardar_conclusao(client, build.build_id)   # get_build_status()

res = client.sources.ask(
    question="Which contracts auto-renew before September?",
    file_ids=[file_id],
)

print(res.answer)
for c in res.citations:
    print(f"{c.file_name} p.{c.page_number}")

npm install graphor

import Graphor from "graphor";

const client = new Graphor();          // lê GRAPHOR_API_KEY

const res = await client.sources.ask({
  question: "Which contracts auto-renew before September?",
  fileIds: [fileId],
});

console.log(res.answer);
console.log(res.citations);            // [{ file_name, page_number }, …]

// follow-ups preservam a memória da busca
await client.sources.ask({
  question: "Only the EU ones.",
  conversationId: res.conversation_id,
});

curl -X POST "https://sources.graphorlm.com/ask-sources" \
  -H "Authorization: Bearer $GRAPHOR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "question": "Which contracts auto-renew before September?",
    "file_names": ["contrato-marumbi.pdf"],
    "conversation_id": null,
    "reset": false
  }'

# → { "answer": "…",
#     "citations": [{ "file_name": "contrato-marumbi.pdf", "page_number": 14 }],
#     "conversation_id": "conv_abc123" }

# Claude Code
claude mcp add graphor_mcp_api \
  --env GRAPHOR_API_KEY="grlm_…" -- npx -y graphor-mcp

# Cursor · VS Code · Claude Desktop, mcp.json
{
  "mcpServers": {
    "graphor_api": {
      "command": "npx",
      "args": ["-y", "graphor-mcp@latest"],
      "env": { "GRAPHOR_API_KEY": "grlm_…" }
    }
  }
}

# Hospedado, para Claude.ai / LangChain / CrewAI (OAuth):
#   https://mcp.graphor.workers.dev/sse

# 12 ferramentas: ingest_file · ingest_url · ingest_github · ingest_youtube
# get_build_status · list_sources · reprocess · get_elements
# delete_source · ask · extract · retrieve_chunks