Codex Memory Brain
FreeNot checkedLocal durable memory MCP server for Codex and OpenCode using SQLite with full-text search.
About
Local durable memory MCP server for Codex and OpenCode using SQLite with full-text search.
README
Local, repo-aware durable memory for Codex and OpenCode.
Codex Memory Brain exposes a local memory layer through MCP. It stores engineering memory in SQLite with FTS5 search, runs fully on your machine, and makes no cloud calls.
Install
Codex
macOS or Linux:
bash -c "$(curl -fsSL https://raw.githubusercontent.com/ccycv/codex-memory-brain/HEAD/install.sh)"
Then open a new Codex chat or restart Codex.
Verify:
codex mcp get codex-memory-brain
You should see enabled: true.
OpenCode
macOS or Linux:
bash -c "$(curl -fsSL https://raw.githubusercontent.com/ccycv/codex-memory-brain/HEAD/opencode/install.sh)"
Then start a new OpenCode session.
Verify:
opencode mcp list
You should see codex-memory-brain enabled. The OpenCode installer also adds a global instruction file so OpenCode knows to call memory_resume_project, memory_context, and memory_task_checkpoint during long-running work.
OpenCode Goal
Install a /goal-like local goal tracker for OpenCode:
bash -c "$(curl -fsSL https://raw.githubusercontent.com/ccycv/codex-memory-brain/HEAD/opencode-goal/install.sh)"
Then restart OpenCode and use:
/goal Ship the current feature end to end
/goal-status
/goal-complete Done and tested
For a controlled autonomous loop with hard stop conditions:
opencode-goal-run --model opencode-go/qwen3.6-plus --max-steps 8 --goal "Ship the current feature end to end"
What It Adds
For Codex, the plugin registers the codex-memory-brain MCP server and the codex-memory skill.
For OpenCode, the installer registers the same local MCP server under ~/.config/opencode/opencode.jsonc and adds opencode/memory-brain-instructions.md to OpenCode's instructions.
Data is stored locally:
~/.codex-memory/memory.db
Override the storage location:
export CODEX_MEMORY_HOME=/path/to/memory-home
Daily Use
Start a project session with:
Use codex-memory. Resume this project first, then continue the task.
End substantial work with:
Save a task checkpoint with files, tests, blockers, and next steps.
Build memory for a new repo:
Use codex-memory. Run memory_audit_repo for this repo with save=false and show me the proposed memories.
Then:
Save the audit memories.
Tools
memory_context(task, cwd, files?, limit?)memory_search(query, cwd?, files?, scope?, type?, limit?)memory_remember(content, cwd?, scope, type, files?, tags?, confidence?)memory_update(id, content?, files?, tags?, confidence?, archived?)memory_forget(id)memory_status(cwd?)memory_audit_repo(cwd, save?, limit?)memory_task_checkpoint(cwd, summary?, files?, changes?, decisions?, blockers?, next_steps?, tests_run?, tests_not_run?, branch?, commit?, tags?, confidence?)memory_resume_project(cwd, task?, files?, limit?, checkpoint_limit?)memory_timeline(cwd, days?, limit?, type?)
Resources
memory://user/profilememory://repo/current/briefmemory://repo/current/commandsmemory://repo/current/decisionsmemory://repo/current/gotchasmemory://repo/current/resumememory://repo/current/timeline
Prompts
memory-checkmemory-statusmemory-savememory-auditmemory-checkpointmemory-resumememory-timeline
If the Codex UI surfaces MCP prompts or resources from the plus menu, these entries give Memory Brain visible options there. The skill also prints a short Memory Brain: status line when it checks, searches, saves, updates, archives, resumes, or checkpoints memory.
Project Continuity
For multi-day work, this is the most important workflow:
- Start with
memory_resume_project. - Work normally.
- End with
memory_task_checkpoint. - Use
memory_timelinewhen you need to ask what happened recently or yesterday.
Checkpoints capture:
- changed files
- decisions made
- blockers
- next steps
- tests run
- tests not run
- branch and commit when available
Install From A Local Checkout
git clone https://github.com/ccycv/codex-memory-brain.git
cd codex-memory-brain
bash install.sh
Dry run:
bash install.sh --dry-run
Install OpenCode support from a local checkout:
bash opencode/install.sh
Custom install source:
CODEX_MEMORY_REPO_URL=https://github.com/YOUR_ORG/codex-memory-brain.git bash -c "$(curl -fsSL https://raw.githubusercontent.com/YOUR_ORG/codex-memory-brain/HEAD/install.sh)"
Development
Run tests:
python3 -m unittest discover -s tests
Validate the plugin manifest if you have the Codex plugin creator skill available:
uv run --with pyyaml python ~/.codex/skills/.system/plugin-creator/scripts/validate_plugin.py .
Run the Codex CLI memory benchmark:
python3 benchmarks/codex_memory_benchmark.py --repo /path/to/repo --runs 1 --max-tasks 8
The built-in benchmark tasks are Askio-oriented. The runner writes results.json, per-run event logs, final answers, and benchmark_report.md under benchmarks/results/<timestamp>/.
Safety
The server rejects likely secrets, .env dumps, private keys, oversized content, and common prompt-injection phrases before saving memory.
memory_forget archives memories instead of hard-deleting them.
License
MIT
Installing Codex Memory Brain
This server has no published package — it is built from source. Open the repository and follow its README.
▸ github.com/ccycv/codex-memory-brainFAQ
Is Codex Memory Brain MCP free?
Yes, Codex Memory Brain MCP is free — one-click install via Unyly at no cost.
Does Codex Memory Brain need an API key?
No, Codex Memory Brain runs without API keys or environment variables.
Is Codex Memory Brain hosted or self-hosted?
Self-hosted: the server runs locally on your machine via the install command above.
How do I install Codex Memory Brain in Claude Desktop, Claude Code or Cursor?
Open Codex Memory Brain on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.
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