{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "bgts-ai-org-bgts-context-engine--give-mcp-agent-ranked-context-over-mcp",
 "repo": "bgts-ai-org/bgts-context-engine",
 "repo_url": "https://github.com/bgts-ai-org/bgts-context-engine",
 "repo_slug": "bgts-ai-org-bgts-context-engine",
 "title": "Let a coding agent pull ranked context over MCP",
 "page_title": "How to let a coding agent pull ranked context over MCP with BGTS Context Engine",
 "summary": "Connect an MCP-capable coding agent to the code graph so it asks before it searches.",
 "who": "A team running an MCP-capable coding agent on a large repository that spends many tool calls grepping for the files a task touches.",
 "problem": "The agent re-reads the same context on every turn while it searches the tree, which costs tokens, time and tool calls.",
 "outcome": "The agent starts from a ranked answer served over stdio and adds to it only when it needs more, so it makes fewer tool calls and turns.",
 "steps": [
  "`docker compose -f deploy/docker-compose.yml up -d`",
  "`pip install bgts-context-engine`",
  "`bce migrate`",
  "`bce index --repo /path/to/your/repo --name my-service`",
  "`pip install \"bgts-context-engine[mcp]\"` (inferred, check the README)",
  "`bce serve-mcp`"
 ],
 "agent_prompt": "In the bgts-context-engine setup, make sure the repository at <target repo path> is indexed, then start the MCP server with bce serve-mcp and connect the agent to it over stdio. Expected output: the agent gets a ranked answer for the task <task text> before any grep or glob call. Verify that the agent's first tool call is to the context tool and that the returned symbols include the files the task changes.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "1 hour",
 "basis": "readme",
 "caveat": "The README says the MCP surface needs the mcp extra, but its exact install command is cut off in the text provided, so the extra install step above is inferred.",
 "category": "Software and DevOps",
 "tags": [
  "Software and DevOps"
 ],
 "lang": "python",
 "requirements": [
  "Docker with Docker Compose, to run PostgreSQL 16 with Apache AGE and pgvector",
  "Python with pip",
  "A local repository to index",
  "A coding agent that can call MCP tools, or the bce command line"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.9,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/bgts-ai-org-bgts-context-engine/give-mcp-agent-ranked-context-over-mcp/",
 "md": "https://dedupedai.com/use-cases/bgts-ai-org-bgts-context-engine/give-mcp-agent-ranked-context-over-mcp/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/bgts-ai-org-bgts-context-engine--give-mcp-agent-ranked-context-over-mcp.json",
 "api_version": "v1"
}