agent-insights: Instructions file for Codex

AGENTS.md

agent-insights AGENTS.md is an instructions file for Codex, OpenCode from milisp/agent-insights. It costs 757 tokens per session, scanned A, original, MIT.

Project instructions for Agent Insights, a Rust service that scans coding-agent session files and prepares activity data for heatmap views.

In plain words
What is it for?
They guide changes to scanners for Claude, Gemini, and Codex data, aggregation services, REST endpoints, and the React-based interface.
Why use it?
They document where session data comes from and how the backend, parsers, API, and interface fit together.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md. Also seen: reads .claude/ paths; reads ~/.codex paths; mentions Codex.

This is milisp/agent-insights's own configuration. It tells Codex and OpenCode how to work on agent-insights itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything agent-insights configures →

Reuse

Borrowing it

Nothing to install: this file belongs to milisp/agent-insights. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/milisp/agent-insights/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/milisp/agent-insights

Made for: Codex, OpenCode.

Wrote this? Show the measurements

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README.md
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Your own site
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Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

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Per session 757 This file is loaded in full into every session.
When invoked 757 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00757 $0.00757
Opus 5.5 $0.00303 $0.00303
Sonnet 5.5 $0.00151 $0.00151
Haiku 4.5 $0.00076 $0.00076

Measured 2mo ago against content hash 1b14f9eb22af, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

agent-insights AGENTS.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

AGENTS.md · 102 lines

How it starts

The opening of the file, as written. The whole thing — 102 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Agent Insights Backend

Rust backend API for scanning and aggregating AI agent usage data.

Features

  • Scans local agent directories (Claude, Gemini, Codex)
  • Parses JSON/JSONL session files
  • Aggregates data by date for heatmap visualization
  • RESTful API with CORS support

Architecture

agent-insights/
├── src/
│   ├── domain/          # Domain models
│   │   ├── record.rs    # AgentRecord, TokenInfo
│   │   └── heatmap.rs   # HeatmapData, DayActivity
│   ├── scanner/         # File scanning
│   │   └── mod.rs       # FileScanner with walkdir
│   ├── agents/          # Agent-specific parsers
│   │   ├── claude.rs    # JSONL parser for ~/.claude/projects
│   │   ├── gemini.rs    # JSON parser for ~/.gemini/tmp
│   │   └── codex.rs     # Scanner for ~/.codex
│   ├── services/        # Business logic
│   │   ├── collect.rs   # CollectionService
│   │   └── aggregate.rs # AggregationService
│   ├── api/             # HTTP API
│   │   └── heatmap.rs   # Heatmap endpoints
│   └── main.rs          # Axum server
│   └── ui/              # frontend (react + vite + tailwind + shadcn + bun)

API Endpoints

GET /api/heatmaps

Returns all agent heatmaps

{
  "Claude": {
    "agent": "Claude",
    "data": [
      {"date": "2025-12-02", "count": 20, "size": 5096527},
      {"date": "2025-12-03", "count": 27, "size": 1687467}
    ],
    "max_count": 82,
    "total_files": 666,
    "total_size": 123456789
  },
  "Gemini": {...},
  "Codex": {...}
}

GET /api/heatmap/:agent

Returns heatmap for specific agent (claude, gemini, codex)

{
  "agent": "Claude",
  "data": [...],
  "max_count": 82,
  "total_files": 666,
  "total_size": 123456789
}

Running

cargo run

Server starts on http://127.0.0.1:3001

Implementation Details

Claude Scanner

  • Location: ~/.claude/projects/
  • Format: JSONL (newline-delimited JSON)
  • Extracts: session_id, token usage (input/output/cached)
  • Pattern: One event per line

Gemini Scanner

  • Location: ~/.gemini/tmp/{hash}/chats/
  • Format: JSON
  • Extracts: session_id, token usage
  • Pattern: Multiple chat files per session

Read the full file on GitHub · 102 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 102 lines · 757 tokens per session scan A 1b14f9eb22af

Subscribe to this mod's changes

agent-insights AGENTS.md is an instructions file published in the GitHub repository milisp/agent-insights (3 stars, last pushed 13d ago), licensed MIT. It adds 757 tokens to every session, about $0.0030 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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