SEAR
MCP serverDev toolssear is a release surface that puts benchmark results front and center. Once it is added, your AI can read release information and benchmark results on its own, with read-only access so it can look things up without changing anything. It also includes a command-line tool for the operators who run it.
Use SEAR in Claude, ChatGPT or Ahel Desktop
Free. Sign in, add SEAR and connect your AI. About a minute.
Also: Claude Code · Cursor · Codex
Then ask your AI: use the sear overview tool from SEAR
No key or account is asked for. Not verified by us yet: Ahel has not run a call through it.
Details
Available today. Use it from your connected AI after setup.
No key or account is asked for. Not verified by us yet: Ahel has not run a call through it.
After adding sear, ask your AI to look up a release and its benchmark results to see what it can now read. Operators can use the included command-line tool to manage the release surface.
What your AI can do with it
- Read release information from sear
- Look up benchmark results for each release
- Check release and benchmark data without being able to change anything
- Answer questions about your releases and their benchmark results
Install SEAR
The server’s own address, for the clients that take one directly. Or connect Ahel once and every client you use reads it from one address, with the account kept on Ahel rather than in each client’s config.
Claude Code
claude mcp add --transport http --scope user sear 'https://sear.genesisconductor.io/api/mcp'Run it once in your project, then open /mcp to approve any sign-in the server asks for.
Claude Desktop
https://sear.genesisconductor.io/api/mcpAdd a custom connector in Settings, paste this address, and approve the sign-in.
Cursor
cursor://anysphere.cursor-deeplink/mcp/install?name=sear&config=eyJ1cmwiOiJodHRwczovL3NlYXIuZ2VuZXNpc2NvbmR1Y3Rvci5pby9hcGkvbWNwIn0=Open the link and Cursor adds the server at that address.
ChatGPT
https://sear.genesisconductor.io/api/mcpIn Settings, enable Developer mode, create an MCP app, and paste this address. Your plan and workspace must allow custom apps.
Codex
codex mcp add sear --url 'https://sear.genesisconductor.io/api/mcp'Run it once, then sign in with codex mcp login sear if the server asks for an account.
From the project's README
As published by igor-holt/sear in README.md.
SEAR is the Self Evolving Agent Retrainer: a public launch surface, a read-only ChatGPT app via MCP, and an installable CLI for operator-grade release inspection.
What ships
apps/web: Next.js 16 site with SEO metadata,robots.txt,sitemap.xml,sitemap.txt,llms.txt, benchmark pages, and a remote MCP endpoint at/api/mcppackages/sear-cli: installablesearCLI withdoctor,overview,benchmarks,sitemap, and rawrequest get.codex/skills/sear: companion skill for future Codex threads
Local workflow
pnpm install
pnpm build
pnpm test
pnpm bench
pnpm install:cli
sear --json doctor
sear doctor defaults to the live deployment at https://sear.genesisconductor.io. For a local dev server, pass an explicit base URL:
pnpm dev
sear --base-url http://localhost:3000 --json doctor
Cloudflare deploy
SEAR is configured to run on Cloudflare Workers at https://sear.genesisconductor.io.
pnpm preview:cloudflare
pnpm deploy:cloudflare
The app deploys from apps/web via the OpenNext adapter and Wrangler, with the custom domain attached in apps/web/wrangler.jsonc.
ChatGPT app
The remote MCP endpoint is exposed at /api/mcp. Connect it from ChatGPT developer mode over HTTPS after deployment.
Tools it offers (3)
What this server listed when Ahel dialed its public endpoint in Sep 2026, with no key and no account of yours. The names are the server’s own.
sear_overviewsear_benchmarkssear_cli_help
Signals
- GitHub stars
- 1
- Last commit
- Sep 2026
Advanced
- Delivery
- sear MCP server → your Ahel connector (mcp.ahel.ai) → your AI.
- Item type
- mcp-server
- Key
io-github-igor-holt-sear- Source
- github.com/igor-holt/sear
- Hosted endpoint
https://sear.genesisconductor.io/api/mcp