Context7
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Description from the maker (original English)
Local belief and memory engine with evidence, certainty, and honest revision history.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
GHOSTPAW_CODEX_DBYou need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Download the maker’s .mcpb file
The link goes to the maker’s own file; we do not host or repackage it. Open the file and Claude Desktop installs it.
Run this in your terminal
claude mcp add codex --env GHOSTPAW_CODEX_DB=your-value -- npx -y @ghostpaw/codex mcpFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"codex": {
"command": "npx",
"args": [
"-y",
"@ghostpaw/codex",
"mcp"
],
"env": {
"GHOSTPAW_CODEX_DB": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"codex": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@ghostpaw/codex",
"mcp"
],
"env": {
"GHOSTPAW_CODEX_DB": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
GHOSTPAW_CODEX_DB envThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026
The registry name was verified with the GitHub account GhostPawJS, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.6.4) reached the registry yesterday.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js, MCPB on your computer.
In the same category: Context7, Codebase Memory, Exa
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
Agent memory as beliefs with a source, a certainty and a revision history.
ghostpaw-codex --help
Local, evidence-backed memory for agents. One SQLite file, zero runtime dependencies.
Codex stores what an agent believes as claims with a source, a certainty, evidence counts, decay and an honest revision history. Agents search before they remember, confirm or correct instead of appending, and see which beliefs are stale, fading or weakly evidenced. It runs as a TypeScript library, an MCP server, a CLI and an Agent Skill, all generated from the same seven tools.
Website: codex.ghostpaw.dev
The release binary includes its runtime. npm and library use require Node.js 24+.
Each line downloads the latest release asset, checks it against the release's SHA256SUMS and installs ghostpaw-codex into ~/.local/bin. On Linux and macOS the trailing export puts that folder on PATH for the current shell only: neither the line nor install.sh edits ~/.profile or any other shell startup file. The Windows script adds its folder to the user PATH (open a new terminal afterwards).
linux-x64:
curl -fsSL https://raw.githubusercontent.com/GhostPawJS/codex/main/install.sh | sh -s -- --target linux-x64 && export PATH="$HOME/.local/bin:$PATH"
linux-arm64:
curl -fsSL https://raw.githubusercontent.com/GhostPawJS/codex/main/install.sh | sh -s -- --target linux-arm64 && export PATH="$HOME/.local/bin:$PATH"
darwin-arm64:
curl -fsSL https://raw.githubusercontent.com/GhostPawJS/codex/main/install.sh | sh -s -- --target darwin-arm64 && export PATH="$HOME/.local/bin:$PATH"
darwin-x64:
curl -fsSL https://raw.githubusercontent.com/GhostPawJS/codex/main/install.sh | sh -s -- --target darwin-x64 && export PATH="$HOME/.local/bin:$PATH"
windows-x64 (PowerShell):
irm https://raw.githubusercontent.com/GhostPawJS/codex/main/install.ps1 | iex
To keep ~/.local/bin on PATH in new shells, append it to ~/.profile once (this is the only step that edits a startup file):
echo 'export PATH="$HOME/.local/bin:$PATH"' >> ~/.profile
To pin a release instead of taking the latest, pass --version:
curl -fsSL https://raw.githubusercontent.com/GhostPawJS/codex/main/install.sh | sh -s -- --target linux-x64 --version 0.6.0 && export PATH="$HOME/.local/bin:$PATH"
$ ghostpaw-codex --version
ghostpaw-codex 0.6.0 (binary, linux-x64) $ ghostpaw-codex --version --short 0.6.0 $ ghostpaw-codex --version --json {"name":"ghostpaw-codex","version":"0.6.0","variant":"binary","target":"linux-x64"}
variant is binary, npm or library; target is null outside the release binary.
A session with the 0.5.2 linux-x64 binary against a small database of five beliefs:
The same session as an animated GIF.
Other release installers:
mise use -g github:GhostPawJS/codex
ubi --project GhostPawJS/codex --exe ghostpaw-codex --in ~/.local/bin eget GhostPawJS/codex
For aqua, define a github_release package in aqua.yaml:
registries:
packages:
codex-registry.yaml:
packages:
Install scripts verify SHA256SUMS. To verify a downloaded archive's build attestation:
gh attestation verify <archive> -R GhostPawJS/codex
Set GHOSTPAW_VERIFY=attestation for attestation verification in install.sh. Binaries are unsigned; macOS binaries carry an ad-hoc signature. For a browser download on macOS, remove quarantine with xattr -d com.apple.quarantine /path/to/ghostpaw-codex. Linux binaries require glibc 2.28+; use npx on Alpine. See the binary build workflow.
Approximate sizes for 0.5.2 (Node 26.12.1 inside each binary):
| Target | Archive | Binary |
|---|---|---|
| linux-x64 | 41.7 MB tar.gz | 117.4 MB |
| linux-arm64 | 41.2 MB tar.gz | 115.2 MB |
| darwin-arm64 | 44.8 MB tar.gz | 146.7 MB |
| darwin-x64 | 46.4 MB tar.gz | 149.5 MB |
| windows-x64 | 38.4 MB zip | 105.6 MB |
The npm package is about 920 KB unpacked and needs Node 24+. Every release is installed and run on ubuntu-24.04, macos-15 and windows-2025 by the install check.
The npm package requires Node 24+:
npm install -g @ghostpaw/codex
npx -y @ghostpaw/codex --help
Requires Node 24+:
npm install @ghostpaw/codex
import { initCodexTables, read, write } from '@ghostpaw/codex';
See Library usage.
Every client below starts the same stdio server: ghostpaw-codex mcp. Use the full executable path if its folder is not on PATH. For npm-based environments, use npx -y @ghostpaw/codex mcp. Beliefs live in ~/.ghostpaw/codex.db unless the GHOSTPAW_CODEX_DB environment variable (absolute path) or --db says otherwise.
Claude Code
claude mcp add ghostpaw-codex -- ghostpaw-codex mcp
or as a plugin, which also installs the skill:
/plugin marketplace add GhostPawJS/codex
/plugin install ghostpaw-codex@ghostpaw-codex
Codex CLI (~/.codex/config.toml)
[mcp_servers.ghostpaw-codex]
command = "ghostpaw-codex" args = ["mcp"]
Cursor (.cursor/mcp.json), Claude Desktop (claude_desktop_config.json) or a project .mcp.json:
{
"mcpServers": { "ghostpaw-codex": { "command": "ghostpaw-codex", "args": ["mcp"] } } }
Cline (MCP Servers → Configure MCP Servers, cline_mcp_settings.json). VS Code often starts without ~/.local/bin on PATH, so use the absolute path that echo "$HOME/.local/bin/ghostpaw-codex" prints (PowerShell: "$env:LOCALAPPDATA\Programs\ghostpaw\bin\ghostpaw-codex.exe"). Merge the entry into the existing mcpServers. Settings file locations, the cline mcp add form and checks: llms-install.md. For Cline CLI 3.x, cline config mcp lists the configured servers.
{
"mcpServers": { "ghostpaw-codex": { "command": "/absolute/path/to/ghostpaw-codex", "args": ["mcp"], "env": { "GHOSTPAW_CODEX_DB": "/absolute/path/to/.ghostpaw/codex.db" } } } }
Claude Desktop users can also install server.mcpb from the latest GitHub release. A Dockerfile is included for container hosts: docker build -t ghostpaw-codex . && docker run -i --rm -v codex:/data ghostpaw-codex.
The server speaks MCP 2026-07-28 (stateless, server/discover) and the initialize-based revisions 2025-11-25, 2025-06-18, 2025-03-26 and 2024-11-05.
ghostpaw-codex search <query> [--limit N --min-score N --category C --source S]
ghostpaw-codex review [--limit N --now N] ghostpaw-codex belief add --source S --category C [--certainty N --provenance P] ghostpaw-codex belief show ghostpaw-codex belief retire ghostpaw-codex belief confirm|correct|forget|defer [flags] ghostpaw-codex belief merge [flags] ghostpaw-codex proximity dismiss ghostpaw-codex mcp|skill|tools|describe|call|completions|version|help
Belief additions include a nearest-belief hint when an active belief has similarity of at least 0.7; use it to confirm or merge related claims.
WARNING: belief retire hard-deletes the whole lineage (the belief and all its predecessors/successors) and cannot be undone. Use belief forget for soft removal that keeps lineage. Every retire invocation warns on stderr.
--json is accepted on every read command, including all review views, belief show, alias list, tools, describe, version, help and skill guides. Set GHOSTPAW_OUTPUT=json to opt all commands into JSON output as if --json were passed. Other values or an unset variable preserve default output, including when stdout is piped or a TTY.
Global flags can appear anywhere: --db , --json, --quiet, --compact, --help/-h, --version/-V/-v, --no-color. NO_COLOR is accepted; output uses no terminal colors. Noun-verb commands print short text by default, including when stdout is piped. Search and review lists show one belief per line: id claim [certainty source strength]. Flags append reason codes; the log shows id type claim. Add, show, correct and merge show aligned detail fields and nearby beliefs. Status and trends show aligned key: value lines. --json prints the full tool result and --compact removes JSON indentation. Legacy tool invocation keeps its JSON output. --quiet prints only result ids for search, review flags and log, and the affected belief id for writes; status, trends and version print nothing.
Use help belief, belief --help or belief correct --help for schema-derived help. Each revision verb accepts only the flags it uses. Correction takes --claim; forgetting also accepts --successor-id. Deferral accepts --deferred-until as YYYY-MM-DD, DD.MM.YYYY, today, tomorrow, +3d, an ISO date-time with timezone, or epoch milliseconds. Calendar dates resolve to local end of day and must be in the future. Array flags repeat, kebab-case flags map to schema properties, and values are literal, including leading @. Use JSON stdin (-) for long input. -- ends flags. A positional -, or piped stdin with no arguments, reads a JSON ob
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