{
 "schema_version": 1,
 "generated": "2026-10-31",
 "id": "morluto-flameox--give-coding-agent-runtime-evidence-via-mcp",
 "repo": "morluto/flameox",
 "repo_url": "https://github.com/morluto/flameox",
 "repo_slug": "morluto-flameox",
 "title": "Connect a coding agent to Flameox runtime evidence",
 "page_title": "How to connect a coding agent to Flameox runtime evidence with Flameox",
 "summary": "Register the Flameox MCP server so an agent can request profiles and evidence itself.",
 "who": "A developer using a coding agent such as Codex who wants the agent to gather runtime evidence on its own hypotheses.",
 "problem": "Agents guess at performance causes without measured runtime data, and wiring up profilers for each session is tedious.",
 "outcome": "The agent can call named Flameox analysis and capture tools through MCP and reports bounded, traceable evidence for its hypotheses.",
 "steps": [
  "Run `npx flameox@latest setup` and choose your client, for example `--client codex --yes` for automation.",
  "Restart or reconnect the MCP client as the setup output reports.",
  "Run `uvx flameox mcp inspect` to confirm the available tool catalog, or use `--tool TOOL_NAME` for a focused schema. (inferred, check the README)",
  "Ask the agent to use the Flameox tools for a specific hypothesis, then check that the returned evidence lists its limitations."
 ],
 "agent_prompt": "Using the flameox repo's MCP server, capture runtime evidence for the hypothesis <hypothesis> on the target <target command> with its working directory <absolute path>. Return the bounded evidence, coverage, and limitations for each claim. Verify that each claim is labeled observed, derived, or inferred and that no causal or speedup claim is made without a separate experiment.",
 "agents": [
  "codex"
 ],
 "difficulty": "Intermediate",
 "time": "30 minutes",
 "basis": "readme",
 "caveat": "MCP work belongs to the live request, so no detached job survives a restart and long captures must finish while the session is open.",
 "category": "Software and DevOps",
 "tags": [
  "Software and DevOps"
 ],
 "lang": "python",
 "requirements": [
  "Node.js (for npx) or uv (for uvx) installed",
  "Python 3.12 or newer for the local development path",
  "An absolute path to an existing artifact file, or an explicit command to run from an absolute working directory"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.8,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/morluto-flameox/give-coding-agent-runtime-evidence-via-mcp/",
 "md": "https://dedupedai.com/use-cases/morluto-flameox/give-coding-agent-runtime-evidence-via-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/morluto-flameox--give-coding-agent-runtime-evidence-via-mcp.json",
 "api_version": "v1"
}