codeitall

Name: codeitall
Author: codeitalldev

by codeitalldevversion 0.1.0i★ –iRuns in the cloud

Registry namedev.codeitall/codeitall

Install

Overview

Description from the maker (original English)

Behavioral oracle for Rust crate APIs: runtime behavior, yank/advisory, deprecation, sig search

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

User voiceiNo reviews yetReviews open together with accounts in a later step
Our basic checksi1 of 1 passedChecked from public information; code not scanned yet
UsageiNot measured yet★ –

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

Connection: Runs in the cloud
Transport: Streamable HTTP
Category: Search & AI memory

Install

Pick the AI app you use, then copy the settings.

Before you install

Basic checks: 1 of 1 passed
Runs on the maker’s server: what you ask it goes through their server.
The registry lists no key to fill in.

You need

Runs in the cloudNothing to install; it connects over the internet

Which app do you use?

ClaudeClaude CodeCursorVS CodeChatGPT

Pick your app above. We remember it, so next time the button says “Install in …”.

Works in Claude on the web, desktop and mobile:

Open Settings → Connectors
Press Add custom connector
Paste the address below and press Add
If it asks you to sign in, sign in with the maker

https://api.codeitall.dev/mcp

Run this in your terminal

claude mcp add --transport http codeitall https://api.codeitall.dev/mcp

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "codeitall": {
      "url": "https://api.codeitall.dev/mcp"
    }
  }
}

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.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "codeitall": {
      "type": "http",
      "url": "https://api.codeitall.dev/mcp"
    }
  }
}

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.

ChatGPT connects only to servers on the internet:

Open ChatGPT on the web → Settings → Connectors (Apps)
Press Create or Add (some plans need Developer mode under Advanced first)
Paste the address below, give it a name and save
If it asks you to sign in, sign in with the maker

https://api.codeitall.dev/mcp

Menu names can differ slightly by plan and over time.

Your choice stays on this device in a cookie; no account needed.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

We have not read this server’s tool list yet; we check endpoints in rotation.

Basic checksi

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

✓ Pass
Maker matches the repo
The registry name was verified against the domain codeitall.dev (the registry checks domain ownership)
… Not checked yet
Still maintained
We have not read this repo from GitHub yet
… Not checked yet
Has a licence
We have not read this repo from GitHub yet
… Not checked yet
Endpoint responds
Not checked yet; we check endpoints in rotation
… Not checked yet
Sign-in with OAuth
Not checked yet; we check endpoints in rotation
… Not checked yet
No hidden instructions in tool descriptions
Not checked yet; we read the tool list when we check the endpoint

Compared with others in Search & AI memoryi

More stars than 0% of the other 7220 servers in this category
Published to the registry more recently than 14% of the other 7220 servers in this category
Basic checks equal to or better than 100% of the other 7220 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is codeitall safe?

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.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.

Is it still maintained?

The GitHub repo last changed –, and the latest version (0.1.0) reached the registry 5 months ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.

What can I use instead?

In the same category: Context7, Codebase Memory, Exa

Alternatives

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

Context7

by upstash

Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.

Computer or cloud★ 64,224MITUpdated 3 days ago

Install

Codebase Memory

by DeusData

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

Runs on your computer★ 48,148MITUpdated 20 days ago

Install

Exa

by exa-labs

Connect AI agents to Exa for web search, content fetching, and multi-step research.

Runs in the cloud★ 5,213MITUpdated 44 days ago

Install

README from the maker

Open the README

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.

codeitall — Rust API behavioral oracle

Version-pinned behavioral oracle for Rust package APIs, built for AI coding agents. Five deterministic tools backed by a Postgres substrate of 66,549,370 `pattern_records` and 107 successful probe runs across 7 task families (datetime, duration, base64, JSON strict-vs-permissive, JWT verify, AEAD encrypt/decrypt, constant-time compare).

Hosted, free, no signup: https://api.codeitall.dev

This repository is codeitall's public surface — the API reference,

OpenAPI spec, the "For AI Agents" page, and the per-family pages. The

ingest/indexer and server source are not redistributed; you consume

codeitall by querying the hosted API, not by running it yourself.

What it answers

The differentiator from a docs RAG: the substrate captures runtime behavior (what a function actually does on a canonical input set, observed empirically), not just documentation (what it claims to do). It targets the documentation-vs-runtime gap — yank status, RustSec advisories, deprecation renames, and cross-implementation behavior tables.

Tools

Tool	Use it for
`answer_api_question`	Open-ended Rust API questions; routes deterministically (rule-based, no LLM) and falls back to bge-m3 cosine retrieval.
`signature_search`	You know the signature shape (`fn(&str) -> Result , _>`); get ranked candidate functions + crate, downloads, yank status.
`behavior_lookup`	A specific `(crate, fn_name)`; get the probe-observation table verbatim — each row `(input, outcome=ok\	err\	panic, value_or_error)`.
`compare_implementations`	A task category (e.g. "base64 crates"); get the side-by-side cross-implementation behavior table.
`find_modern_equivalent`	A suspected-deprecated call; get the current canonical alternative + yank/advisory rows.

Determinism contract

No generative LLM sits between a request and its response. Every response is SQL + deterministic templating; the only model in the hot path is bge-m3, a deterministic text→vector embedder used for the cosine fallback (same input → same vector → same hits). This is a regression-pinned invariant.

Quickstart

# Mint a free anonymous key (no email, no signup):

curl -sX POST https://api.codeitall.dev/v1/keys \ -H 'content-type: application/json' -d '{}'

Ask a question (HTTP REST):

curl -sX POST https://api.codeitall.dev/v1/answer_api_question \ -H 'content-type: application/json' \ -d '{"question":"how do I parse a duration string in rust"}'

GET aliases exist for every tool (browse-only clients); signature_search also accepts a shape_b64 (base64url) parameter so URL re-encoding can't mangle type-signature characters.

Access modes

MCP — SSE/HTTP at https://api.codeitall.dev/mcp (Bearer key), or stdio for self-hosters.
HTTP REST — POST/GET /v1/ .
OpenAPI 3.1 — openapi.json (live: https://api.codeitall.dev/openapi.json).

Docs in this repo

for-ai-agents.html — positioning, tool list, key snippet (live: https://api.codeitall.dev/for-ai-agents.html).
api-reference.html / api-reference.md — generated tool reference + scope/coverage.
agents/ — one page per probe family.

Cost & limits

Free. Per-IP key issuance cap (10/day) and per-key quota (10,000/day). No paid tier, no email capture, no signup.

codeitall

Overview

PopNx MCP’s three pillars

What you can do with it

Install

Before you install

What it can do

Basic checksi

Maker matches the repo

Still maintained

Has a licence

Endpoint responds

Sign-in with OAuth

No hidden instructions in tool descriptions

Compared with others in Search & AI memoryi

Common questions

Alternatives

Context7

Codebase Memory

Exa

README from the maker

codeitall — Rust API behavioral oracle

What it answers

Tools

Determinism contract

Quickstart

Ask a question (HTTP REST):

Access modes

Docs in this repo

Cost & limits