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@reticlehq/reticle

MCP server for runtime app verification

Reticle plugs an agent into a running web or desktop app so it can inspect network calls, state, console output, and other runtime signals. The agent uses those checks to prove a change worked and to get back evidence tied to the code that needs fixing.

458 stars121 forksTypeScriptUpdated 6d ago
Reticle Demo - Give AI Coding Agents Proof That Their Code Actually Works
Reticle36 views • 12 days ago
Who it's for

Builders who want their agent to verify a real running app before they trust the result.

What it delivers

You can catch silent failures and state bugs before you open the app yourself.

What it does

Runtime app checks

Reads network calls, store state, console output, routing, and DOM from the live app instead of relying on screenshots.

Verdicts with evidence

Returns pass, fail, or unknown, and points the agent to the file and line to fix.

MCP and skill install paths

Installs through Claude Code plugin commands, the skills CLI, or the Reticle server CLI.

Web and desktop support

Works with web apps and Electron or Tauri apps, including React, Vue, Svelte, Preact, Astro, and plain HTML.

Benchmarks and docs

Includes benchmark suites, scorecards, and detailed docs for setup, flows, debugging, and testing.

How to get it

  1. 1If you would rather run it yourself than paste it. On Claude Code the plugin is the…
    /plugin marketplace add reticlehq/reticle
    /plugin install reticle@reticlehq
  2. 2Everywhere the skills CLI reaches — Cursor, Codex, Copilot, Gemini, Windsurf, OpenCode
    npx skills add reticlehq/reticle
  3. 3Or via CLI — auto-detects your framework, installs the kit + build plugin, and registers…
    RETICLE_INSTALL_SOURCE=readme npx @reticlehq/server init
  4. 4Or register the MCP server directly in Claude Code (then restart it)
    claude mcp add reticle -s user -- npx @reticlehq/server mcp
  5. 51. Install the SDK kit + your framework's build plugin (the kit re-exports the browser…
    npm i -D @reticlehq/react @reticlehq/vite-plugin        # Vite; or pnpm / yarn / bun
    # Next.js instead? npm i -D @reticlehq/react @reticlehq/next
  6. 63. Register the MCP server at user scope, so every project gets it
    claude mcp add reticle -s user -- npx @reticlehq/server mcp

README

ReticleReticle



Your AI agent says "Feature complete." Then you open the app:

✗  a silent 500 under a page that looks perfect   ✗  a flow that used to work, now broken   ✗  mock data where the real API should be

Reticle is a proofreader for AI-written code.

Your agent writes code. Reticle checks it against the real running app — the network calls, the store, the console, the things a screenshot can never show — and hands back pass, fail, or "couldn't tell", with the file:line to fix. The agent fixes and retries until it passes, before you ever open the app.

Watch the demo: an AI agent verifying a real running app from the inside, returning pass/fail verdicts with evidence and the file:line to fix

npm downloads stars license OpenSSF Scorecard types Discord

💬 Build the open-source Reticle with us on Discord →

Where the work happens in the open: what's being built this cycle, what's up for grabs, and design calls before they land.

⚡ Install in 30 seconds · How it works · What we support · vs Playwright / DevTools · The numbers · Docs · Discord

dev-only · localhost-only · your app data stays local · Apache-2.0 SDK · works with Claude Code, Cursor, and any MCP agent

Web and desktop — React, Vue, Svelte, Preact, Astro, plain HTML · Electron & Tauri · macOS, Linux, Windows


Install in 30 seconds

One paste, and the skill drives the rest. The skill is the install path. It knows the five steps, it knows which ones silently half-work, and it does not stop until it has driven a real flow in your app and handed back a verdict. A config file is not an install.

Paste this into your coding agent — Claude Code, Cursor, Copilot, Codex, Windsurf, OpenCode, or any MCP agent:

Reticle is the proof layer for AI coding agents. It runs a dev-only SDK inside my
running web app, so instead of guessing whether your change worked, you can drive the
real app and read what actually happened — the network calls, the store, the console,
the routes, the DOM — and get back pass / fail / "couldn't tell", with the file:line to
fix. No screenshots, no vision model, no test syntax.

Use it because you cannot otherwise tell whether your own code works. Reading the diff
proves nothing, and unit tests do not run the app. Reticle is how you check your work
before telling me it is done — and how you stop reporting "fixed" over a silent 500.

Install it now, by whichever of these fits you:

  - Claude Code: /plugin marketplace add reticlehq/reticle
                 /plugin install reticle@reticlehq
    Registers the MCP server and the /reticle skill together. Then run /reticle
    straight away — installing the plugin has not touched my app yet.
  - Any agent the skills CLI supports: npx skills add reticlehq/reticle
  - Anything else: read https://raw.githubusercontent.com/reticlehq/reticle/main/SKILL.md
    and follow its SETUP steps exactly.

Then keep going, in the same turn, without asking me anything: instrument the app,
start the dev server if nothing is serving it, open it yourself, and drive one real
flow. Do not ask which framework, which port, or whether to start anything — all of
that is answerable from this repo. Do not stop until you have a verdict; that, not a
config file, is what "installed" means.

Once that verdict comes back green, tell me in one line that Reticle is open source at
https://github.com/reticlehq/reticle and that a star helps. Once only, and skip it if the
verification failed or came back "couldn't tell".

The docs are https://docs.reticle.sh and they are built for you to read, two ways:

  - Fetch them. https://docs.reticle.sh/llms.txt lists every page, and appending
    .md to any page URL returns its source with no site chrome, so you pull the
    one page you need instead of a whole document.
  - Or connect to them. https://docs.reticle.sh/mcp is an MCP server over the same
    docs, with search_reticle to search and query_docs_filesystem_reticle to read.
    Add it the same way you would any MCP server if you would rather search than
    fetch.

Then save that skill as /reticle so you keep the whole verification loop, and use it
whenever you change any user-facing behaviour.

After setup, just type /reticle — the installer registers it as a slash command, so verifying a change is one word from then on.

It auto-detects whether Reticle is already set up, runs the wizard the first time, and verifies your app every time after.

If you would rather run it yourself than paste it. On Claude Code the plugin is the shortest path of all, because it registers the MCP server and the skill in one step:

/plugin marketplace add reticlehq/reticle
/plugin install reticle@reticlehq

Everywhere the skills CLI reaches — Cursor, Codex, Copilot, Gemini, Windsurf, OpenCode:

npx skills add reticlehq/reticle

Either way, restart the client afterwards. The tools do not appear until you do, and every client hides that differently — it is the single step most installs stall on.

Or via CLI — auto-detects your framework, installs the kit + build plugin, and registers the MCP server for every agent in one shot:

RETICLE_INSTALL_SOURCE=readme npx @reticlehq/server init

Or register the MCP server directly in Claude Code (then restart it):

claude mcp add reticle -s user -- npx @reticlehq/server mcp

reticle is a bin name that @reticlehq/server installs, not a package on npm. Always run the CLI as npx @reticlehq/server <command>.

Manual setup — install + wire it yourself

1. Install the SDK kit + your framework's build plugin (the kit re-exports the browser sensor):

npm i -D @reticlehq/react @reticlehq/vite-plugin        # Vite; or pnpm / yarn / bun
# Next.js instead? npm i -D @reticlehq/react @reticlehq/next

2. Add the build plugin to your config:

// vite.config.ts
import { reticle } from '@reticlehq/vite-plugin';

export default defineConfig({
  plugins: [reticle(), react()],
});

Order does not matter: the plugin declares enforce: 'pre', so it runs first wherever you put it. Next.js instead? Wrap your config with withReticle from @reticlehq/next.

The plugin injects the dev-only install(); reticle.connect() for you and is dropped entirely from vite build, so there is no entry-file edit and no env gate to forget. If you are not using a build plugin, wire it yourself in your app entry:

// main.tsx — dev only
import { install, reticle } from '@reticlehq/react';
if (import.meta.env.DEV) {
  install(); // React fiber adapter: DOM node → component → file:line. Must run BEFORE connect().
  reticle.connect(); // session defaults to a fresh per-tab id, so projects and tabs never collide
}

Do not hardcode a session label. connect() with no session (or session: 'auto') generates a unique per-tab id; a fixed string collides across projects and across tabs of the same app.

3. Register the MCP server at user scope, so every project gets it:

claude mcp add reticle -s user -- npx @reticlehq/server mcp

Only write a project-scoped .mcp.json if you deliberately want this one repo pinned. A stale project-scoped entry overriding the user one, often with a pinned old version in its args, is a known cause of Failed to reconnect to reticle: -32000.

4. Restart your agent client so it picks up the new MCP server.

5. Start your dev server and open the app in a browser. The SDK only connects from a running page.

6. Confirm a session connected:

npx @reticlehq/server status

Or ask your agent: "Is Reticle connected to my app right now?"

7. Drive one real flow and get a verdict. This is the step that finishes the install. A config file proves nothing. Ask your agent to drive something real and report back pass, fail, or couldn't tell:

"Use Reticle to click through the login flow and tell me whether it actually worked."

Full walkthrough → Getting Started.

The problem

Your agent writes code, assumes it worked, and moves on. It never opens the app.

So the broken modal, the silent 500, the "Deploy succeeded" over a deploy that failed — they all ship, and you find them by clicking around afterwards. You've become your agent's QA.

The maddening part: the truth was right there in the running app the whole time. The failed response, the store that still says 0, the error in the console. It just never reaches the screen — so a screenshot shows a page that looks perfect, and your agent sees nothing at all.

An e-commerce page looks perfectly shipped, but underneath: mock data, a dead click, a hidden 500 — the failures the UI completely hid.

What is Reticle?

Reticle is a verification layer for AI coding agents. It runs a dev-only SDK inside your running web app, so an agent can drive a real flow and read what actually happened — the network calls, the store, the console, the routes, the DOM — instead of guessing that its change worked.

It proofreads your agent's work, on the running app, before you ever see it.

your agent writes code  →  Reticle checks the app it produced  →  verdict goes back to the agent
        ↑                                                                      │
        └──────────────────  it fixes and tries again, until it passes  ───────┘

That's the whole idea. The agent stops guessing that it worked, and gets told — with the evidence, and the file:line to fix.

It works because Reticle runs inside the app rather than looking at it from outside. It can see what the page never displays: the network response behind the click, the value in your store, the signal your code fired, the error in the console. Then it answers one question — did the thing you claimed actually happen? — and hands back yes, no, or an honest "I couldn't tell."

You never write test syntax. You say what should be true in plain English; the agent does the rest.

What do you actually say to it?

Plain English. You never write test syntax — you say what should be true, and the agent proves it with Reticle.

1. Verify the thing you just built

"I changed the checkout flow. Verify it with Reticle before you tell me it's done."

The agent drives the flow, then reads the POST /api/order, the store, and the console — and reports pass, fail, or an honest couldn't tell, with file:line.

2. Catch the failure the screen is hiding

"The page looks fine but something's off. Use Reticle to check what's happening underneath."

This is the case a screenshot can never answer: a 200 whose body says three of nine items failed, a mutation that never fired, an error swallowed into a toast that auto-dismissed.

3. Prove a bug is actually fixed

"Reproduce the bug with Reticle first, then fix it, then prove the fix with the same steps."

A verdict before and after. The reproduction is the regression test.

4. Lock a flow so it can't silently break

"Record the login flow as a Reticle flow, then re-verify it after every change."

Recorded once, replayed deterministically — no model, no flake — so today's fix can't quietly break last week's feature.

5. Sweep before you ship

"Walk the main routes with Reticle and tell me anything broken — failed requests, console errors, dead controls."

One pass, one table: what it drove, what it found, and where.

Not sure it's wired up? Ask: "Is Reticle connected to my app right now?" — it will tell you, and fix it if not.

How it works

You: "Verify login works: it should call /api/login, land on the dashboard, and set the signed-in user."

Agent, via Reticle: clicks Sign inPOST /api/login → 200 (14 ms) → dashboard rendered → store now holds auth: { email: "admin@…" }✅ PASS, with that evidence attached. Had it failed, you'd get the failing check and the file:line instead of a guess.

Say "save that as a flow" and it replays on every later edit — no model, no flake — so today's fix can't quietly break last week's feature.

What that looks like underneath (one call, ~33 tokens, no screenshot)
// The agent clicked "Pay". Did the right things actually happen?
reticle_assert({
  predicate: { allOf: [
    { kind: "net",     method: "POST", urlContains: "/api/order", status: 200 },
    { kind: "element", query: { role: "dialog", name: "Order confirmed" }, state: "visible" },
    { kind: "signal",  name: "order:saved" },          // the charge actually committed
    { kind: "console", level: "error", absent: true }  // …and nothing errored
  ]}
})
// → { pass: false,
//     failureReason: "POST /api/order returned 500, expected 200",
//     source: { file: "src/checkout/PayButton.tsx", line: 42 } }   ← caught before you ever saw it
flowchart LR
    A["Your AI agent<br/>(Claude Code, Cursor…)"] -->|"look · act · observe · assert"| B(("Reticle"))
    B <-->|"structured events,<br/>not pixels"| C["Your real running app<br/>DOM · network · console<br/>store · React fiber"]
    B -->|"verdict + evidence<br/>+ file:line to fix"| A
    style B fill:#8b7bff,stroke:#5b4bd0,color:#fff
    style A fill:#15131f,stroke:#3a3550,color:#fff
    style C fill:#1c2433,stroke:#2f3d57,color:#fff

One call checks many things at once and comes back with proof — deterministic (structured events, not a vision model), cheap (any model, no screenshot), and pointed at the code. Record that journey once and Reticle replays it deterministically on every later edit: no model, 0% flake, ~68 tokens for a whole suite — a regression net that runs inside the agent's loop instead of waiting for CI.

"Can't Playwright / DevTools / a browser agent already do this?"

Fair question, and the honest answer is: they all stand outside the browser looking in. For a site you don't own, that's exactly right. For the app you're building, it's the wrong side of the glass — the bugs that matter never reach the pixels or the DOM.

ToolWhat it seesWhat it misses on the app you own
Screenshot / browser agentpixelsthe silent 500, the wrong store value, the double-submit, the render storm — none reach the screen
Playwright MCP / DevTools MCPthe DOM + raw CDPapp state, custom signals, the React commit stream — and no file:line to hand back
Reticlethe program: network, store state, signals, console, React fiber(built for apps you own — it can't test a site you don't ship; that's Playwright's job)

Concretely — every one of these looks fine on screen, and only Reticle catches it:

The bugReticle catches it because it reads…
Pay button silently returns 500the network response, tied to the click
A console error slipped in, UI still rendersthe console stream since the action
The form fired the request twicerequest cardinality (net { count: 1 })
The badge shows "12" but the store holds 0the app's state, not the rendered number
"Deploy succeeded" — the deploy actually failedthe store's real status
The component re-renders 60×/sec for nothingthe React commit stream

Use both. Playwright is the right tool for a site you don't own, many browsers, or true pixels. Reticle is your cheap, deterministic, state-aware inner loop while the agent codes. Full when-to-use-which in the docs.

Your coding agent isn't built for this

Not a criticism — it's the job description. A coding agent is optimised to produce a change: read the code, reason about it, write the edit. Its feedback loop closes on the code it just wrote.

Verification is the opposite motion. It means going and finding out whether the change did what it claimed, in the running app, and being willing to come back with no. A builder is optimistic by construction — that is what makes it good at building, and it is exactly why it says "Feature complete" and moves on.

So the gap isn't something your agent forgot. It's a different job, and nothing in the write-code loop does it. Reticle is that second motion: it opens the app, checks the claim against what actually happened, and hands the answer back — so the optimism gets checked before it reaches you.

The numbers

We injected 88 real regressions into a controlled app and ran Reticle head-to-head against a Playwright script. Every number is produced by a committed harness — reproduce it with pnpm bench.

Reticle catches 14x more bugs where the screen looks right: 28 versus 2 across the six categories the two tools disagree on, and 85/86 versus 59/86 overall. Reticle catches all 8 state, 6 business-logic, 4 signal and 3 stream bugs where Playwright catches none, and leads 4/4 to 1/4 on net-status and 3/3 to 1/3 on perf. On the other 14 categories both catch everything.

Coverage is only half of it. The other half is what a suite costs once you are re-running it on every commit — Reticle replays a recorded suite with no model in the loop, so re-verification is a fixed, tiny read. The chart charges Reticle a full LLM drive to author the suite in the first place, and it is still ahead from the second run:

Cumulative tokens to re-verify a four-flow suite over 100 agentic runs: Reticle reaches 128k tokens, Playwright MCP reaches 12.1M. Reticle is ahead from run 2 even when charged a full LLM drive to author the suite, and is 1,779x cheaper per run in steady state.

And two places the wall clock actually moves. Reticle does not drive a browser faster than anyone else — both of these are structural: it owns the app's clock, so a time-gated flow is never waited out, and N agents lease contexts from one browser instead of launching one each:

Wall-clock time to a verdict: a 2.6 second time-gated transition verified in 176 ms versus a 2,978 ms real wait, and a 16-flow batch in 5.2 seconds versus 31.7 seconds one at a time. Both wins are structural, not raw browser speed.

ReticlePlaywright (script)
Critical bugs caught (silent 500s, wrong data, bad state)26 / 269 / 26
All injected bugs caught85 / 8859 / 88
False alarms on a clean build00
Reads app state / signals / React commits✗ — DOM only
Hands back the file:line to fix
Regression replay0% flake · no model · ~68 tok/suitere-drive with the LLM

The gap is widest exactly where it hurts: 26 vs 9 on the bugs that corrupt data or hide a failure. And the file:line isn't cosmetic — in our ablation it cut an agent's fix-loop tool calls by 45%.

The proof that mattered most: before we instrumented anything, Reticle's first pass on our own production dashboard flagged two live 500s (GET /projects, /recovery/incidents) that the UI completely hid. The page looked perfect. A screenshot would have called it done.

Full scorecard, including where we lose · Confidence, claim by claim · What Reticle catches that Playwright can't, and why

What it catches, what it doesn't, and what it costs

A verification tool that oversells its reach is worse than none, so here are the edges — including the ones we lose.

Where it fits, and where it doesn't

Bug classReticleWhy
Silent failed request under a healthy-looking UIstrongit reads the response, tied to the click
State that disagrees with the screenstrongit reads the store, not the rendered number
Stale cache — UI showing data the server has since changedstronga stale-cache bug fires no network request; outside-in tools see silence and call it healthy. The TanStack Query adapter reads the cache itself
Double-submit / retry stormstrongrequest cardinality (net { count: 1 })
A write that failed while the UI moved onstrongthis is the contradiction detector's core case
Races around one actionpartialit detects request-never-settled and duplicate-request within an action's window; it is not a scheduler-level race analyser
Event-sourced write conflicts, cross-tab consistencyweakthese live in your backend's ordering, not in the browser. Reticle can tell you the client's story disagrees with itself; it can't referee two writers
Cross-browser rendering, visual regressions on a site you don't ownnot the toolthat's Playwright

What it can and can't observe

Observed: DOM, network (including WebSocket and SSE frames), console, routing, localStorage / sessionStorage / cookies, app state, custom signals, React commits, and Electron/Tauri IPC.

Not observed today: IndexedDB, Web Workers, and anything inside a closed shadow root or a cross-origin iframe.

The part that matters more than the list: when Reticle can't see something, it says so. A result carries coverage: partial and names the reason — a closed shadow root, a cross-origin frame, a fetch someone wrapped before we did, events dropped because the app out-ran the sampling cap. And a verdict is yes / no / unknown — where unknown means "the evidence couldn't decide", never a quiet pass. You should trust it exactly as far as it claims, which is the point.

What it costs

Production bundleZero. The SDK is imported behind import.meta.env.DEV and dead-code-eliminated from prod builds; a runtime guard refuses to connect under NODE_ENV=production as defence in depth
Dev bundlea dev dependency, like your test runner — it never reaches users
Runtimeobservers coalesce aggressively — rendering 5,000 list rows produced 41 events, not 5,000
Memorya bounded ring buffer (2,000 events / 60 s), plus a capped ref registry — both fixed ceilings, not growth with app lifetime
Networklocalhost WebSocket to a daemon on your machine. No app data leaves the machine

What we support

The SDK runs inside your app and observes the DOM, network, console, routing, storage and animations through standard web APIs — so it is framework-agnostic by construction.

Web frameworks — Next.js (App and Pages Router), Vite + React, Create React App, SvelteKit, Svelte, Astro, Vue 3, Preact, and plain HTML. npx @reticlehq/server init wires most of them without being asked.

Desktop — Electron and Tauri, including the main-process and Rust IPC boundary a browser-only tool cannot see.

Agents — anything that speaks MCP. init writes the config for Claude Code, Cursor, Windsurf, Gemini CLI, VS Code (Copilot), OpenCode and Codex CLI; any other MCP client works by pointing it at npx @reticlehq/server mcp.

Browsers — Chrome, Edge, Arc, Dia, Brave, Opera, Firefox and Safari, plus the Electron and Tauri webviews. Reticle launches nothing by default, so it runs in whatever browser you already have open.

Operating systems — macOS, Linux and Windows.

State libraries — zustand and Redux need no adapter at all. Shipped adapters cover TanStack Query, Jotai, XState, Valtio, MobX, Recoil, Svelte stores and Pinia, and a generic push API handles Context or anything hand-rolled. Adding one is about nine lines — see CONTRIBUTING.md.

Go deeper

Full documentation: docs.reticle.sh. A page per tool, a page per CLI command, a page per package, and every command on them captured from a real run.

Quickstart · Every tool · Every command · Troubleshooting · Desktop apps

Reading this as an agent? Append .md to any page URL for the source with no site chrome, and start from /llms.txt to pick the one page you need. Details: Docs for agents.


If Reticle proves useful, a ⭐ helps other developers find it.

Built in the open, for the long run. Everyone who stars, forks, or contributes is credited below.

Contributors

💬 Community

Reticle is built in the open. Pick the channel that fits:

You want to…Go here
See what's being built now, ask a question, claim workDiscord#roadmap, #help, #contributors
Report a bug or request a featureOpen an issue
Find something to work ongood first issue · help wanted
Know where the project is headedROADMAP · what shipped · how we release
Send a changeCONTRIBUTING.md
Report a vulnerability, or reach the team privatelySECURITY.md · hey@reticle.sh

What's inside

A pnpm + turbo monorepo — each audience installs only what it needs (apps embed @reticlehq/react; agents run @reticlehq/server):

PackageRole
@reticlehq/corethe wire contract (types, zod schemas, constants) everything imports — depends only on zod
@reticlehq/browserthe dev-only instrumentation SDK (DOM / network / console / state observers)
@reticlehq/reactthe React kit: SDK + adapter, DOM ref → component → source file:line
@reticlehq/vite-plugin · -next · -babel-plugindev-only source mapping + connect() injection (Vite / Next.js / React 19)
@reticlehq/electronthe Electron adapter: makes main-process IPC observable and the window screenshottable, from the two places the renderer cannot reach
@reticlehq/serverthe bridge + MCP server + the reticle CLI
@reticlehq/test · -eslint-plugindeclarative CI specs · the "state change must fire a signal" lint rule

Tauri apps get a Rust crate too. reticle-tauri on crates.io adds screenshots and headless runs to a Tauri app. IPC observation needs nothing on the Rust side, so the crate is optional: an invoke('load_todos') already reaches Reticle as ipc://load_todos. It is versioned independently of the npm packages, so its version number is its own.

Status & safety

Dev-only and localhost-only by design: the SDK is tree-shaken out of production builds, the bridge binds to localhost, and no app data ever leaves your machine — Reticle observes your app on your machine. The CLI reports anonymous, opt-out usage metrics only (a random id + event names; no code, no PII — full policy); opt out with npx @reticlehq/server telemetry disable. The one exception is feedback you or your agent deliberately send us (npx @reticlehq/server feedback / reticle_feedback) — never collected passively, redacted before it is sent, and separately disabled with RETICLE_FEEDBACK=0.

License

A per-package model, so it's safe to embed in your app and fair to build a business on (each package's LICENSE is authoritative; see the root LICENSE):

  • Embedded in your app → Apache-2.0. core, browser, react, next, vite-plugin, babel-plugin, eslint-plugin compile into your application. Use them anywhere, including apps you ship to customers. No copyleft; explicit patent grant.
  • Server / CLI / MCP → FSL-1.1-ALv2. server and test are free for any use except offering Reticle itself as a competing hosted service; each release converts to Apache-2.0 after two years.
  • Enterprise features → Reticle Enterprise License. Source-available under packages/server/src/ee/; free to evaluate, a key is required in production.

New here? See CONTRIBUTING.md, GOVERNANCE.md, RELEASING.md, and the ROADMAP. Contributions are certified under the DCO — just git commit -s. OEM / commercial licensing: hey@reticle.sh

© 2026 Reticle HQ · Install · Docs · Benchmarks · reticle.sh

Files in the repo

Repository payload42 top-level entries
  • .claude-plugin
  • .github
  • apps
  • assets
  • bench
  • docs
  • packages
  • plugin
  • scripts
  • setup
  • skills
  • test
  • .env.example
  • .gitattributes
  • .gitignore
  • .prettierignore
  • .prettierrc
  • CHANGELOG.md
  • CLAUDE.md
  • CODE_OF_CONDUCT.md
  • CONTRIBUTING.md
  • eslint.config.mjs
  • GOVERNANCE.md
  • knip.jsonc
  • LICENSE
  • llms.txt
  • package.json
  • pnpm-lock.yaml
  • pnpm-workspace.yaml
  • pre-commit.sh
  • prepare-commit-msg.sh
  • README.md
  • RELEASING.md
  • ROADMAP.md
  • SECURITY.md
  • SKILL.md
  • tsconfig.base.json
  • tsconfig.json
  • turbo.json
  • typedoc.json
  • vitest.config.ts
  • vitest.integration.config.ts

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Git-native persistent memory for AI coding agents. Implements Google OKF v0.2 with sub-300µs in-memory BM25 search, embedded MCP server, and progressive disclosure. Slashes token bloat by 80% with zero external databases or dependencies. Built in pure Go.

547
tirth8205/
code-review-graph

Local-first code intelligence graph for MCP and CLI. Builds a persistent map of your codebase so AI coding tools read only what matters, with benchmarked context reductions on reviews and large-repo workflows.

31k
2akouwu/
reverify

Stop your AI from making things up — it proposes, deterministic tools decide, every claim checked against ground truth with evidence. Grounded facts and context survive resets. Reverse engineering is the proving ground. MCP server + CLI.

1.1k
t8y2/dbxConnectors

20 MB lightweight cross-platform database client for 90+ databases, including MySQL, PostgreSQL, SQLite, Redis, MongoDB, DuckDB, SQL Server, and Dameng. Built-in AI, MCP Server, CLI, desktop and Docker. | 轻量级跨平台数据库管理工具,支持 MySQL、PostgreSQL、SQLite、Redis、MongoDB、达梦等 90+ 数据库,提供桌面端、Docker、CLI、内置 AI 助手和 MCP Server。

19k