Home / ginlix-ai / langalpha · AGENTS.md · GitHub

AGENTS.md agentsA

AGENTS.md is agent-read markdown (agents) from ginlix-ai/langalpha.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# langalpha

Core AI agent service of the Ginlix financial research platform. Two agents:

- **PTC agent** (default) — the **worker**: does the R&D and produces deliverables. Wired with a full Daytona sandbox and the complete toolset (code execution, MCP financial-data tools, charts, subagent orchestration). PTC = **Programmatic Tool Calling** (see [PTC pattern](#ptc-pattern)).
- **Flash agent** — a fast, lightweight **assistant**: quick lookups, and coordinating between the workspace and the PTC worker. No sandbox; external tools only, plus any MCP tool bound to the direct path (see [PTC pattern](#ptc-pattern)).

> Single source of truth for AI coding agents. `CLAUDE.md` imports this via `@AGENTS.md`; Codex/Cursor/Copilot read it directly. Edit here, not there.

## Common Commands

```bash
make up                               # full stack (postgres, redis, backend, frontend); auto-detects sandbox
make config                           # interactive setup wizard (LLM, data, sandbox, search)
make help                             # all targets (deploy, prod-up, test-sandbox, …)

uv run python server.py --reload      # backend only, port 8000 (needs DB + Redis)
…

Read the whole file at its exact version.

How to install

Latest version
mdr add ginlix-ai/langalpha/AGENTS.md@git:20260921.86907f8
Exact content
mdr add ginlix-ai/langalpha/AGENTS.md@sha256:a8a44177eb379996

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_eaycnpdqdg3v7xh2.svg)](https://markdownregistry.com/a/art_eaycnpdqdg3v7xh2)

1 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260921.86907f8 latest2026-09-21 86907f8 12,106 BA view · diff
git:20260913.8fae40d2026-09-13 8fae40d 11,681 BA view · diff
git:20260908.5a02f842026-09-08 5a02f84 11,513 BA view · diff
git:20260901.8f22df92026-09-01 8f22df9 10,855 BA view · diff
git:20260826.8da358a2026-08-26 8da358a 10,432 BA view · diff
git:20260819.a0ff5d92026-08-19 a0ff5d9 9,563 BA view

Audit of the latest version

A  14 of 14 checks passed. Deterministic, no model, same answer every run.
  • pass: Size between 200 bytes and 200 KB (12106 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

ginlix-ai/langalpha · 1,774 stars · license Apache-2.0 · pushed 2026-09-24 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_eaycnpdqdg3v7xh2
GET https://markdownregistry.com/api/v1/resolve?ref=ginlix-ai/langalpha/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/a8a44177eb37999653532583eac60d3d5ea4e7b758e0930a5816b71983abd95d

Your agent does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

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