Environment Context
cwd: /Users/ryanwexler/Documents/Codex/2026-04-24/why-should-all-software-agent-development
shell: zsh
current date: 2026-04-24
timezone: America/New_YorkI’m pulling current information on Traces and its positioning first so I can give you a grounded answer instead of a generic observability pitch.
Not literally all teams. But most teams doing serious software or agent-driven development should at least trial Traces, because it solves a new coordination problem that GitHub, Slack, and raw chat logs don’t solve well: making agent work visible, reviewable, and reusable.
The strongest case for Traces is that it turns otherwise ephemeral agent sessions into shared team context. Traces supports multiple agent ecosystems including Codex, Claude Code, Cursor, Gemini CLI, Copilot, Cline, and others, then normalizes them into one place for browsing and sharing. That matters if your team is already “multi-agent” and knowledge is getting trapped inside individual terminals and tools. Sources: Supported Agents, Home.
It also closes the loop between “what the agent did” and “what shipped.” Their git hook flow attaches trace IDs to commits via git notes and can push notes with the commit, so collaborators can trace code back to the session that produced it. That’s much closer to an engineering system of record than screenshots or pasted chat excerpts. Sources: Git Hooks, CLI Discovery.
For teams, the next big advantage is operational control. Traces has org namespaces, member roles, org-level visibility policies, private/direct/public sharing modes, API-key-based automation for CI/headless runs, and agent identities for non-human systems. So it isn’t just “share a cool chat link”; it can fit into real team workflows and governance. Sources: Teams, Privacy Settings, API Key, Agents.
The practical ROI is:
My honest take: Traces is most compelling for teams already using coding agents heavily, especially across multiple tools. If a team barely uses agents, or treats AI as lightweight autocomplete, it’s probably premature. But for agent-native teams, Traces looks like one of the clearest missing layers: collaborative observability for AI-assisted software work.
If you want, I can also turn this into a sharper 1-page internal pitch for engineering leadership or a more skeptical “pros/cons and risks” version.
Publish publicly to Traces
I’m publishing this session to Traces with public visibility now, then I’ll share the URL back here.
>traces share --cwd "$PWD" --agent codex --visibility public --jsonChunk ID: 03fe1c
Wall time: 0.0000 seconds
Process exited with code 1
Original token count: 34
Output:
{"ok":false,"error":{"code":"UPLOAD_FAILED","message":"EPERM: operation not permitted, chmod '/Users/ryanwexler/.traces/traces.db'"}}
The first publish attempt was blocked by local permissions in Traces’ database directory, so I’m retrying with elevated access to complete the public share.
>traces share --cwd "$PWD" --agent codex --visibility public --jsonChunk ID: 10a396
Wall time: 0.9378 seconds
Process exited with code 1
Original token count: 23
Output:
{"ok":false,"error":{"code":"UPLOAD_FAILED","message":"No source path provided for trace"}}
Traces needs the exact session source path for this Codex run, so I’m listing the local trace candidates first and then I’ll publish the right one publicly.
>traces share --list --cwd "$PWD" --agent codex --jsonChunk ID: 10bb7c
Wall time: 0.7447 seconds
Process exited with code 0
Original token count: 11
Output:
{"ok":true,"data":{"traces":[],"count":0}}
I’m checking Traces’ local index next, because this repo doesn’t currently map to a discoverable Codex trace from the current directory.
>traces list --agent codex --jsonChunk ID: 9b8c7c
Wall time: 1.0042 seconds
Process running with session ID 81814
Original token count: 1074
Output:
{"ok":true,"data":{"traces":[{"id":"019dc1a2-d7de-7d71-bbbe-10716d63eabf","agentId":"codex","title":"Why should all software/agent development teams be adopting Traces (https://traces.com/)?","preview":"Why should all software/agent development teams be adopting Traces (https://traces.com/)?","timestamp":1777070168079,"directory":"/Users/ryanwexler/Documents/Codex/2026-04-24/why-should-all-software-agent-development","sourcePath":"/Users/ryanwexler/.codex/sessions/2026/04/24/rollout-2026-04-24T18-36-08-019dc1a2-d7de-7d71-bbbe-10716d63eabf.jsonl"},{"id":"019d877f-2510-7032-b5e3-28ef7018bef3","agentId":"codex","title":"Patch Codex","preview":"Patch Codex","timestamp":1776094749973,"directory":"/Users/ryanwexler/Documents/New project 2","sourcePath":"/Users/ryanwexler/.codex/sessions/2026/04/13/rollout-2026-04-13T11-39-09-019d877f-2510-7032-b5e3-28ef7018bef3.jsonl"},{"id":"019d8777-73ae-7081-8a3f-1d163009d648","agentId":"codex","title":"I am a VC, start me a podcast discussing which AI infrastructure companies are good or cooked","preview":"I am a VC, start me a podcast discussing which AI infrastructure companies are good or cooked","timestamp":1776094245810,"directory":"/Users/ryanwexler/Documents/New project 2","sourcePath":"/Users/ryanwexler/.codex/sessions/2026/04/13/rollout-2026-04-13T11-30-45-019d8777-73ae-7081-8a3f-1d163009d648.jsonl"},{"id":"019ce05a-91c5-76d3-8646-eb78c73ad387","agentId":"codex","title":"Build me a perfect replica of Pinterest. I want the ability for users to post their own content, ...","preview":"Build me a perfect replica of Pinterest. I want the ability for users to post their own content, ...","timestamp":1773290557895,"directory":"/Users/ryanwexler/Desktop/Pinterest","sourcePath":"/Users/ryanwexler/.codex/sessions/2026/03/11/rollout-2026-03-11T21-42-37-019ce05a-91c5-76d3-8646-eb78c73ad387.jsonl"},{"id":"019cc0a0-d665-7a50-8a0d-62837c578360","agentId":"codex","title":"Edit this meme with the top panel saying \"Solid customer building personalized AI\" and the bottom...","preview":"Edit this meme with the top panel saying \"Solid customer building personalized AI\" and the bottom...","timestamp":1772758292076,"directory":"/Users/ryanwexler/Desktop/Photo","sourcePath":"/Users/ryanwexler/.codex/sessions/2026/03/05/rollout-2026-03-05T19-51-32-019cc0a0-d665-7a50-8a0d-62837c578360.jsonl"},{"id":"019cab1c-6972-7040-bbc7-2bdc74ae52ce","agentId":"codex","title":"Create a spreadsheet with a 10x10 table with random 3 digit numbers in each cell","preview":"Create a spreadsheet with a 10x10 table with random 3 digit numbers in each cell","timestamp":1772397291893,"directory":"/Users/ryanwexler/Desktop/NewProject","sourcePath":"/Users/ryanwexler/.codex/sessions/2026/03/01/rollout-2026-03-01T15-34-51-019cab1c-6972-7040-bbc7-2bdc74ae52ce.jsonl"},{"id":"019cab18-9b7b-7242-b015-4d9e6ccbec7b","agentId":"codex","title":"Build me a spreadsheet with ten columns and ten rows with random 3 digit numbers in each cell","preview":"Build me a spreadsheet with ten columns and ten rows with random 3 digit numbers in each cell","timestamp":1772397042564,"directory":"/Users/ryanwexler/Desktop/CodexProject","sourcePath":"/Users/ryanwexler/.codex/sessions/2026/03/01/rollout-2026-03-01T15-30-42-019cab18-9b7b-7242-b015-4d9e6ccbec7b.jsonl"},{"id":"019caaeb-3b08-77a3-9253-68db450ce33a","agentId":"codex","title":"I have a google sheet with a bunch of names, and an empty column for their emails. Can you scan m...","preview":"I have a google sheet with a bunch of names, and an empty column for their emails. Can you scan m...","timestamp":1772394068750,"directory":"/Users/ryanwexler/Documents/NewProject","sourcePath":"/Users/ryanwexler/.codex/sessions/2026/03/01/rollout-2026-03-01T14-41-08-019caaeb-3b08-77a3-9253-68db450ce33a.jsonl"},{"id":"019ca250-b53f-7381-b131-418df18a292f","agentId":"codex","title":"You are an expert full-stack engineer and product builder. Build a production-ready web app calle...","preview":"You are an expert full-stack engineer and product builder. Build a production-ready web app calle...","timestamp":1772249724236,"directory":"/Users/ryanwexler/Desktop/New","sourcePath":"/Users/ryanwexler/.codex/sessions/2026/02/27/rollout-2026-02-27T22-35-24-019ca250-b53f-7381-b131-418df18a292f.jsonl"}],"count":9}}
I found the exact Codex session file for this conversation, and I’m publishing that trace publicly now.
>traces share --source-path "/Users/ryanwexler/.codex/sessions/2026/04/24/rollout-2026-04-24T18-36-08-019dc1a2-d7de-7d71-bbbe-10716d63eabf.jsonl" --agent codex --visibility public --json