Codex with ChatGPT Planning Loop
XiaoDuoYa/codex-with-chatgpt
Uses ChatGPT in the browser as the planning and review brain for a Codex session, with Codex keeping all execution and ChatGPT reading the workspace through a bridge.
Use a connected Nowledge Mem Cloud workspace for cross-tool context, memory search, scoped knowledge writes, thread lookup, and Library retrieval in ChatGPT or Codex.
Install Nowledge Mem
$ npx skills add nowledge-co/community --skill nowledge-mem -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install nowledge-co/community nowledge-mem --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/nowledge-co/community.git skills-src && mkdir -p .claude/skills && cp -r skills-src/nowledge-mem-openai-plugin/skills/nowledge-mem .claude/skills/nowledge-mem && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "nowledge-mem" agent skill from https://github.com/nowledge-co/community/tree/main/nowledge-mem-openai-plugin/skills/nowledge-mem into .claude/skills/nowledge-mem/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nowledge-mem", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/nowledge-co/community/tree/main/nowledge-mem-openai-plugin/skills/nowledge-memType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add nowledge-co/community --skill nowledge-mem -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install nowledge-co/community nowledge-mem --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nowledge-co/community.git skills-src && mkdir -p .agents/skills && cp -r skills-src/nowledge-mem-openai-plugin/skills/nowledge-mem .agents/skills/nowledge-mem && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "nowledge-mem" agent skill from https://github.com/nowledge-co/community/tree/main/nowledge-mem-openai-plugin/skills/nowledge-mem into .agents/skills/nowledge-mem/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nowledge-mem", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add nowledge-co/community --skill nowledge-mem -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install nowledge-co/community nowledge-mem --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nowledge-co/community.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/nowledge-mem-openai-plugin/skills/nowledge-mem .cursor/skills/nowledge-mem && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "nowledge-mem" agent skill from https://github.com/nowledge-co/community/tree/main/nowledge-mem-openai-plugin/skills/nowledge-mem into .cursor/skills/nowledge-mem/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nowledge-mem", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/nowledge-co/community.git --path nowledge-mem-openai-plugin/skills/nowledge-mem--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add nowledge-co/community --skill nowledge-mem -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install nowledge-co/community nowledge-mem --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nowledge-co/community.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/nowledge-mem-openai-plugin/skills/nowledge-mem .gemini/skills/nowledge-mem && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "nowledge-mem" agent skill from https://github.com/nowledge-co/community/tree/main/nowledge-mem-openai-plugin/skills/nowledge-mem into .gemini/skills/nowledge-mem/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nowledge-mem", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install nowledge-co/community nowledge-memInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add nowledge-co/community --skill nowledge-mem -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/nowledge-co/community.git skills-src && mkdir -p .github/skills && cp -r skills-src/nowledge-mem-openai-plugin/skills/nowledge-mem .github/skills/nowledge-mem && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "nowledge-mem" agent skill from https://github.com/nowledge-co/community/tree/main/nowledge-mem-openai-plugin/skills/nowledge-mem into .github/skills/nowledge-mem/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nowledge-mem", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add nowledge-co/community --skill nowledge-mem -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install nowledge-co/community nowledge-mem --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/nowledge-co/community.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/nowledge-mem-openai-plugin/skills/nowledge-mem .opencode/skills/nowledge-mem && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "nowledge-mem" agent skill from https://github.com/nowledge-co/community/tree/main/nowledge-mem-openai-plugin/skills/nowledge-mem into .opencode/skills/nowledge-mem/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "nowledge-mem", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
nowledge-mem- GitHub stars
- 186
- Token cost
- ~567 tokens
- SKILL.md length
- 302 words
- Files
- 1
- Skills in repo
- 53
- Repo updated
- First seen
- Licence
- None found
At a glance
Use a connected Nowledge Mem Cloud workspace for cross-tool context, memory search, scoped knowledge writes, thread lookup, and Library retrieval in ChatGPT or Codex.
- Works in 5 steps: Start with read_context_bundle when… → Use memory_search for focused recall and… → Use thread_search and thread message… → …
- Agent Workflows work in your project
- SKILL.md covers Connect, Use and Boundaries
- Reaches mem.nowledge.co
What it does
Nowledge Mem is an agent skill from nowledge-co/community. Use a connected Nowledge Mem Cloud workspace for cross-tool context, memory search, scoped knowledge writes, thread lookup, and Library retrieval in ChatGPT or Codex.
Its SKILL.md is about 570 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Agent Workflows. It works with OpenAI and Model Context Protocol. The repository describes itself as: Community Repo for Nowledge Labs Products.
When your agent uses it
- Agent Workflows work in your project
Example prompts
- “/nowledge-mem”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Start with read_context_bundle when broad current context is useful.
- Use memory_search for focused recall and get_memory_by_id for exact follow-up.
- Use thread_search and thread message tools only when exact prior conversation evidence matters.
- Use Library tools for source-backed material.
- Before memory_add or memory_update, make the intended Space and durable claim clear. A write may require separately approved mem:write…
What it can do on your machine
Read from SKILL.md and the folder at commit 1f4d7eb. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
mem.nowledge.co
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Nowledge Mem loads about 567 tokens when it runs. Until then it costs about 45 tokens; SKILL.md has 302 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 302 words (~567 tokens).
“Use the connected Nowledge Mem tools when the answer depends on prior decisions, current working context, exact earlier conversations, or durable knowledge that should survive this chat.”
- name
- nowledge-mem
Files
Just SKILL.md in nowledge-mem-openai-plugin/skills/nowledge-mem of nowledge-co/community.
Open the folder on GitHubat commit 1f4d7eb
Compare with similar skills
Nowledge Mem next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Nowledge Mem this skillnowledge-co/community | 186 | — | ~567 | Automated safety check: Pass | None | |
| Codex with ChatGPT Planning LoopXiaoDuoYa/codex-with-chatgpt | 7.1k | — | ~11k | Automated safety check: Notes | MIT | |
| Cao MCP Appsawslabs/cli-agent-orchestrator | 1.4k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| Chatgpt AppsHaohao-end/openagent | 808 | 1 repos | ~4.9k | Automated safety check: Pass | Apache-2.0 | |
| Chatgpt App Builderalpic-ai/skybridge | 2.1k | — | ~1k | Automated safety check: Pass | MIT | |
| Agent QA Authoringvostride/agent-qa | 903 | — | ~569 | Automated safety check: Pass | Custom licence |
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All 53 skills in this repoSave Thread
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Check Integration
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Check Nowledge Mem setup, detect your agent, and guide native connector setup.
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Save key decisions, procedures, or learnings so the user never has to rediscover them.
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Related
Works with
Categories
Questions about Nowledge Mem
What does Nowledge Mem do?
Use a connected Nowledge Mem Cloud workspace for cross-tool context, memory search, scoped knowledge writes, thread lookup, and Library retrieval in ChatGPT or Codex. Nowledge Mem is an agent skill from nowledge-co/community. Use a connected Nowledge Mem Cloud workspace for cross-tool context, memory search, scoped knowledge writes, thread lookup, and Library retrieval in ChatGPT or Codex.
When should I use Nowledge Mem?
Nowledge Mem fits situations like: agent Workflows work in your project.
How do I install Nowledge Mem in Claude Code?
Run `npx skills add nowledge-co/community --skill nowledge-mem -a claude-code`. Or copy the skill folder (nowledge-mem-openai-plugin/skills/nowledge-mem in nowledge-co/community) into .claude/skills/nowledge-mem in your project. Claude Code loads it when a task matches its description.
How do I install Nowledge Mem in Codex?
Run `npx skills add nowledge-co/community --skill nowledge-mem -a codex`. Or copy the skill folder (nowledge-mem-openai-plugin/skills/nowledge-mem in nowledge-co/community) into .agents/skills/nowledge-mem in your project. Codex loads it when a task matches its description.
Can I use Nowledge Mem in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add nowledge-co/community --skill nowledge-mem -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/nowledge-mem, .gemini/skills/nowledge-mem, .github/skills/nowledge-mem and .opencode/skills/nowledge-mem in your project.
What does Nowledge Mem need to run?
SKILL.md names no scripts, command-line tools or credentials: Nowledge Mem is instructions for the agent only.
Does Nowledge Mem access the network?
SKILL.md names 1 domain. In commands or code: mem.nowledge.co; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Is Nowledge Mem safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Nowledge Mem use?
No licence was found for Nowledge Mem or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Nowledge Mem use?
About 567 tokens (SKILL.md is roughly 2.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Nowledge Mem?
Skills that share tags, products or a category with Nowledge Mem: Codex with ChatGPT Planning Loop (XiaoDuoYa/codex-with-chatgpt, 7.1k stars), Cao MCP Apps (awslabs/cli-agent-orchestrator, 1.4k stars), Chatgpt Apps (Haohao-end/openagent, 808 stars) and Chatgpt App Builder (alpic-ai/skybridge, 2.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Nowledge Mem?
nowledge-co (a GitHub organization) maintains it in nowledge-co/community, which has 186 GitHub stars. The repository holds 53 skills in this directory. The repository was last updated on October 8, 2026.
Source: nowledge-co/community on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.