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Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.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-first biological memory for coding agents: recall, consolidation, and pre-action Guard checks.
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.
AUDREY_DATA_DIR, AUDREY_AGENT, AUDREY_EMBEDDING_PROVIDER, AUDREY_LLM_PROVIDER, AUDREY_ENABLE_ADMIN_TOOLSYou need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"audrey": {
"command": "npx",
"args": [
"-y",
"audrey"
],
"env": {
"AUDREY_DATA_DIR": "your-value",
"AUDREY_AGENT": "your-value",
"AUDREY_EMBEDDING_PROVIDER": "your-value",
"AUDREY_LLM_PROVIDER": "your-value",
"AUDREY_ENABLE_ADMIN_TOOLS": "your-value"
}
}
}
}Run this in your terminal
claude mcp add audrey --env AUDREY_DATA_DIR=your-value --env AUDREY_AGENT=your-value --env AUDREY_EMBEDDING_PROVIDER=your-value --env AUDREY_LLM_PROVIDER=your-value --env AUDREY_ENABLE_ADMIN_TOOLS=your-value -- npx -y audreyFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"audrey": {
"command": "npx",
"args": [
"-y",
"audrey"
],
"env": {
"AUDREY_DATA_DIR": "your-value",
"AUDREY_AGENT": "your-value",
"AUDREY_EMBEDDING_PROVIDER": "your-value",
"AUDREY_LLM_PROVIDER": "your-value",
"AUDREY_ENABLE_ADMIN_TOOLS": "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": {
"audrey": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"audrey"
],
"env": {
"AUDREY_DATA_DIR": "your-value",
"AUDREY_AGENT": "your-value",
"AUDREY_EMBEDDING_PROVIDER": "your-value",
"AUDREY_LLM_PROVIDER": "your-value",
"AUDREY_ENABLE_ADMIN_TOOLS": "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.
AUDREY_DATA_DIR envAUDREY_AGENT envAUDREY_EMBEDDING_PROVIDER envAUDREY_LLM_PROVIDER envAUDREY_ENABLE_ADMIN_TOOLS 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 Evilander, 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 (2.1.1) reached the registry 8 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js 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.
Memory that shows up before your coding agent makes the same mistake twice.
Audrey gives Codex and Claude Code one local, evidence-backed memory loop: remember what mattered, recall it automatically, check before acting, and learn from what happened next.
You fix the deploy command on Monday. On Thursday, a fresh session tries the broken version again.
Audrey brings relevant project memory into the next session, checks supported tool calls before they run, and links their reported outcomes to the check that preceded them. A Guard decision carries evidence IDs you can inspect. Grounding can flag memories that reference deleted files or package scripts.
Try the SQLite-backed demo before configuring a host:
npm exec --yes --package=audrey -- audrey demo --scenario repeated-failure
The demo simulates a failed deploy, passes read-only inspection commands through the hook, and checks a proposed retry. It does not execute a deployment or change host configuration. After npm fetches the package, the demo needs no API key, model download, or network call.
Install Audrey once, review the hooks once, and then use Codex or Claude Code normally.
npm install -g audrey
audrey install --host auto
Requires Node.js 22.16+ (22.x) or 24+. SQLite is built into Node, so fresh installs and npx launches work without approving dependency scripts. npm 11.17+ may warn about dependency scripts, and npm 12 may report that it blocked them; those scripts are not required for Audrey's CPU embedding runtime.
auto configures whichever supported CLIs are installed. You can choose one explicitly:
audrey install --host codex
audrey install --host claude-code
Restart the host after installation. Codex asks you to trust non-managed hooks once through /hooks; Claude Code may also ask you to approve project or plugin components. Audrey is automatic after that explicit install-and-trust step—never secretly installed.
Autopilot then closes the loop:
| Moment | What Audrey does |
|---|---|
| Session starts | Injects a compact, agent-scoped memory briefing |
| You send a prompt | Recalls relevant evidence; explicitly durable phrases such as “remember that…” or “I prefer…” can become memories |
| Bash/edit/write is proposed | Checks exact prior failures, trusted rules, procedures, contradictions, and memory health |
| The tool finishes | Correlates tool_use_id to the Guard receipt and records the redacted outcome |
| A tool failure is reported | Forms a durable, sanitized failure memory for the next attempt |
| The turn stops or context compacts | Runs lightweight, due-only consolidation without holding the conversation open |
An outcome reflects the tool's reported status. A zero exit code can still produce stale or incorrect output. Custom integrations can declare required result checks in beforeAction and supply the actual output to afterAction. Guard then records a mismatch as failed and an unverifiable reported success as unknown. Audrey does not generate application-specific checks or infer the expected values.
Each hook event carries a host-declared timeout (30 seconds for the PreToolUse Guard check). Audrey caps individual hosted embedding/LLM requests below that deadline; this is not a deadline for the entire hook, and local model initialization has no equivalent internal timeout. Errors caught by Audrey fail open by default: the hook emits no decision. Set AUDREY_HOOK_FAIL_CLOSED=1 to deny a PreToolUse action on a caught error. If the host terminates the process first, the host determines what happens. Other lifecycle hooks have no deny path and always degrade open on caught errors.
The first attempt fails:
$ npm run deploy
Error: deployment target is missing
Audrey keeps a redacted trace and an action fingerprint. If another session under the same agent identity proposes that action, Guard can deny the retry with evidence. A later recorded success for that fingerprint clears the exact-failure block. If the failed action declared result checks, recovery must pass the same checks. The default exact-failure window is seven days; other memory warnings are evaluated separately.
Fixing a file or deployment target does not itself clear the block. For a deliberate retry, the Guard API accepts acknowledgePriorFailure: true (MCP/REST: acknowledge_prior_failure; CLI: --acknowledge-prior-failure). Autopilot also recognizes retry language in the current user prompt. Acknowledgement lowers the exact-failure block to a warning and preserves its evidence; it does not bypass separate policy warnings.
Guard does not yet evaluate whether a natural-language prerequisite has been satisfied. A trusted must-follow memory can keep blocking even after its suggested repair succeeds. Review the cited rule when that happens; changing a command's spelling is not proof that its underlying problem is fixed.
Inspection commands such as grep, git status, and cat normally need no memory check. A non-zero exit from grep can simply mean there was no match.
A command whose every part is positively recognised as read-only skips Guard. The classifier rejects command substitution, redirects other than /dev/null, sudo, xargs, and environment assignments that could change command resolution. Inspection outcomes can be recorded, but are excluded from failure learning. Unrecognised commands remain guarded.
$ grep -rn "prisma" src/ Guard: silent
$ git status --short Guard: silent $ cat prisma/schema.prisma Guard: silent $ npm run deploy Audrey Guard: BLOCKED
This excerpt illustrates the output of audrey demo --scenario repeated-failure.
When Guard does speak, it names the memory it is speaking from, and a remembered failure is matched to the proposed command by what it runs (npm run deploy against npm run deploy), not by how similar two strings look to an embedding.
Commands with execution-capable options or lifecycle scripts are guarded, including git ls-remote --upload-pack=..., npm pack --dry-run, and ss -K. The classifier is a convenience for ordinary inspection commands, not an operating-system sandbox. Repository configuration, shell expansion, and programs invoked by a reader can change what a command does. Use host permissions or a sandbox when enforcement is required.
Audrey treats memory as more than a pile of text chunks.
Every context packet includes memory IDs, confidence, provenance where available, and a reason for inclusion. Uncertain or disputed memories are labeled as such. Retrieved content is wrapped with a simple rule: memory is evidence, not authority; current system and user instructions always win.
Age is not the only way a memory goes wrong. A note saying "ship with npm run deploy:prod" is perfectly recent, well sourced, and completely wrong the day that script is deleted. Worse, every recall reinforces it, because retrieval counts as evidence that a memory is useful. A confidently stated, well-supported, false instruction is more damaging than no memory at all.
Audrey checks a narrow, useful part of this problem: whether referenced repository paths and package script names still exist. When a memory is written with project context, it records only anchors that resolve at that moment. A missing anchor can then distinguish a later repository change from a reference that never resolved.
Existence does not establish correctness. A script can keep its name while changing behavior, and an intact file can contain obsolete instructions. Grounding does not execute scripts, prove a fix, or verify arbitrary claims in prose.
audrey ground
[audrey] Grounding memories against /home/you/project
[audrey] Checked 14: 12 still true, 2 broken, 0 repaired. [audrey] 01K8ZQ... references a missing npm_script: deploy:prod [audrey] 01K8ZR... references a missing path: scripts/release.mjs
Broken memories are not deleted. They keep their content, say plainly what they still refer to, and take a confidence penalty so they stop leading by default while remaining readable and repairable. They also stop being eligible for the packet's must-follow section — that is the section that can force a Guard block, and a rule naming a file that no longer exists is a rule nobody can follow.
Repair is symmetric. Restore the file or the script and the next check clears the flag. A checkout that has moved reports unknown rather than broken, because a memory should not be discredited for describing a project this machine cannot currently see.
Memories with no checkable claims are left unlabeled. Silence is not a clean bill of health, and presenting it as one would be the same mistake pointed the other way.
Most of this runs on its own once Autopilot is installed. You do not invoke recall, and you do not invoke Guard. The table is here for the parts you would reach for deliberately, and so the automatic parts are legible rather than magic.
| What | When you want it | Why it helps | How |
|---|---|---|---|
| Autopilot | Always, after one install | The whole point. Memory arrives before the agent acts instead of after you notice it went wrong. | audrey install --host auto, restart the host, approve hooks once |
| Guard | Automatic, before supported edit, write, or shell tool calls | Checks action fingerprints against recorded failures and surfaces memory warnings. Recognised read-only commands skip the check. Repairing the repository alone does not clear a prior failure. | Runs at PreToolUse. Manually: audrey guard --tool Bash --strict |
| Grounding | After deleting or renaming things a memory might mention | Flags previously observed paths or package script names that no longer exist. | audrey ground, or let the maintenance sweep do it |
| Session briefing | Automatic at session start | Small, scoped packet instead of pasting context every time. Unchanged memories inject once per session; changes to content or standing are sent again. | SessionStart hook. Preview with audrey greeting |
| Explicit capture | When you say "remember that…" or "I prefer…" | Deliberate memories are worth more than inferred ones, and phrasing it that way is enough. | Just type it. Autopilot picks up those sentence shapes |
| Consolidation | Automatic when idle; manually before a long break | Repeated ep
Only the beginning is shown; read the rest in the repo