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Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.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 today
Install
Untapped SERP
Overview
Description from the maker (original English)
Real Google results and search volume
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 on your computer
- Transport: stdio
- 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 your computer with your user’s permissions (files, network, apps).
- The registry lists no key to fill in.
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
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.
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.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
What it can do
Runs on your computer; the tool list appears in your AI app after you install it.
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 7, 2026
- ✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account CTF-Max, which owns the repo
- … 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 applicable
Endpoint responds
This one runs on your computer; there is no internet endpoint
- – Not applicable
Sign-in with OAuth
Runs on your computer and uses local settings instead
- … Not checked yet
No hidden instructions in tool descriptions
Runs on your computer; we can only read tool lists from internet endpoints
Compared with others in Search & AI memoryi
- More stars than 0% of the other 7257 servers in this category
- Published to the registry more recently than 71% of the other 7257 servers in this category
- Basic checks equal to or better than 100% of the other 7257 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 Untapped SERP 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 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).
Is it still maintained?
The GitHub repo last changed –, and the latest version (0.2.0) reached the registry 16 days ago.
Which apps can use it?
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need MCPB on your computer.
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
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 last month
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.
Untapped SERP
Real Google results and search volume for your AI agent (Codex or Claude Code), through your own DataForSEO account, with a daily spend cap. Built by Find Untapped Growth.
Built-in web search gives an agent a handful of results from its own index. This plugin gives it what Google actually shows for a phrase in a place: positions, People Also Ask, the local pack, which sites an AI Overview cites, the featured snippet, and every spot a given domain holds. It also gives Google Ads monthly search volume.
Tools
| Tool | What it does | Cost to you (DataForSEO list price, read 2026-10-09) |
|---|---|---|
google_serp | Live Google organic results for one keyword + location + device | $0.002 per 10 results (depth 10 = $0.002); search operators like site: cost 5× |
google_search_volume | Monthly volume, CPC, competition, 12-month trend for 1–100 keywords (1000 with allow_large_batch) | $0.09 per call, any number of keywords |
serp_estimate | Cost reserve for a call and whether today's cap allows it | free |
serp_spend | Spend today / this month, the cap, the last 10 calls, whether credentials are set | free |
Prices: SERP · depth billing · Google Ads volume. The plugin records the cost each response reports, so your ledger reflects what DataForSEO charged, not our estimate.
Install
- Claude Code:
/plugin install untapped-serp --marketplace CTF-Max/untapped-plugins(or, from a terminal:claude plugin marketplace add CTF-Max/untapped-plugins, thenclaude plugin install untapped-serp@untapped-plugins). - Codex:
codex plugin marketplace add CTF-Max/untapped-plugins, thencodex plugin add untapped-serp@untapped-plugins. - Needs Python 3.10+ on PATH as
python. Standard library only: nothing topip install.
Setup
- Create a DataForSEO account and copy your API login and password (dashboard → API Access).
- Give them to the plugin:
- Claude Code asks for them in the plugin's settings when you enable it (later:
/plugin→ untapped-serp → configure). They are kept in your computer's secure credential store, not in a settings file. - Codex: set them as environment variables, then restart Codex:
powershell setx DATAFORSEO_LOGIN "you@example.com" setx DATAFORSEO_PASSWORD "your-api-password"(macOS/Linux:exportthem in your shell profile.)
Settings
| Setting (Claude Code) / variable | Default | Meaning |
|---|---|---|
Daily spend cap / UNTAPPED_SERP_DAILY_CAP_USD | 1.00 | Paid calls stop once charged + in-flight spend for the UTC day would pass this |
UNTAPPED_SERP_SANDBOX | off | 1 = use DataForSEO's free sandbox (dummy data, labelled sandbox: true) |
UNTAPPED_SERP_HOME | ~/.untapped-plugins/serp (Windows: C:\Users\ \.untapped-plugins\serp) | Where the cache + spend ledger live |
Money safety
- Same request again within its cache window (SERP 24 h, volume 30 days) = no new charge.
max_age_hours: 0forces fresh. - A call whose outcome is unknown (timeout, dropped connection) is never retried automatically; its reserve stays counted against today's cap.
- Only two HTTPS endpoints on
api.dataforseo.com(orsandbox.dataforseo.com) are ever called; proxies and redirects are refused so your credentials can't be sent anywhere else. dry_run: trueorserp_estimateshows the cost without calling.
Limits worth knowing
- One SERP = one location, one device, one moment. Rankings move by street and by hour.
- Google Ads volumes are rounded buckets and are often
null(no data) for small local phrases; null is never zero. target: "not in top N"means not found in the results fetched, not "not indexed".
Development
python -m unittest discover -s untapped-serp/tests # offline, 21 testspython tools/sync_shared.py --check # shared MCP lib copies are current python tools/serp_smoke.py # free sandbox round trip