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PopNx MCPMCP servers for people who use AI · explained in plain words

Search that shows its work

by AG-Bureauversion 0.3.5i★ –i–
Registry namecom.ag-bureau/search

Install

Overview

Description from the maker (original English)

Self-hosted web search that reports how much of each answer to believe

PopNx MCP’s three pillars

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

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: –
  • Transport:
  • 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.

The maker has not listed install details in the registry. See the maker’s README below.

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 against the domain ag-bureau.com (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 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 5654 servers in this category
  • Published to the registry more recently than 50% of the other 5654 servers in this category
  • Basic checks equal to or better than 100% of the other 5654 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 Search that shows its work 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 (0.3.5) reached the registry 42 days ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code.

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 yesterday
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 21 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 2 months 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.

search

A self-hosted MCP server for web search that reports how much of each answer to believe


A search tool fails in ways that look exactly like success. An engine answers with somebody else's subject. A page returns text that is an anti-bot shield. Sixteen sources turn out to be two engines counted eight times. None of that raises an error, and the model on the other end builds on it.

This server's job is to make those cases distinguishable, in fields you can branch on. It runs on your machine, over your own metasearch instance, with your own model key — or none at all.

🔧 Tools

ToolWhat it doesRequiredNotable options
web_searchFinds pages and reads the top ones — one call, links with their textqueryread: false for links only · read_top how many to read · min_engines to force breadth · engines to name the engines yourself
web_readReads pages by address: text, PDF, or a scan recognised by a vision modelurlsmode: browser for JS-rendered pages · expect to assert what must be there · offset to continue
web_image_searchFinds images: the address of the FILE and, separately, of the page it sits onquerymax_results, page
web_screenshotA PNG of a page plus its text from the same visit, so the two can be cross-checkedurlmax_chars for how much text · full_page · expect
web_deep_searchComposes its own queries, reads in waves, and answers from several sources — saying what it could not confirmquestionwaves

Full argument reference, response shapes and failure modes: [HOWTO-CALL.md](HOWTO-CALL.md).

📦 Install

From an open repository page to a working answer. Nothing is assumed to be on your disk already:

git clone https://github.com/AG-Bureau/mcp-search

cd mcp-search cp .env.example .env echo "SEARXNG_SECRET=$(openssl rand -hex 32)" >> .env echo "BROWSER_WS_SECRET=$(openssl rand -hex 16)" >> .env echo '{}' > door-tokens.json && mkdir -p tls docker compose -f docker-compose.yml -f wiring/expose-localhost.yml up -d --build curl -s http://127.0.0.1:8081/healthz

The fourth and fifth lines are not decoration. Without a value in SEARXNG_SECRET the up command refuses — and that refusal is deliberate: with no key of its own the metasearch does not fail, it comes up with a publicly known one from its image template, silently. BROWSER_WS_SECRET is the secret path of the browser sidecar's endpoint, and up refuses without it too: on a guessable path, anything that can open a WebSocket to the sidecar — any container on the compose network, and any page the browser itself opens — gets a browser of its own, outside every check the module applies to the pages it reads. The compose file hands the same value to the sidecar and, at the end of BROWSER_WS_URL, to the adapter; neither prints it.

The sixth line creates the two paths the compose file mounts for caller authentication and TLS — both off by default. A path that does not exist is created by Docker as a root-owned DIRECTORY, and a token "file" that is a directory reads as an unreadable list (see Configuration below). Both are in .gitignore: they hold secrets once you use them.

The overlay publishes the port on loopback only. A published container port does not go through the host firewall's usual chain, so exposing it more widely is a separate, deliberate step — see Deployment.

Two transports

MCP has two, and they answer different questions. HTTP — the commands above — is for a server that is already running somewhere. stdio is the protocol's default: the client starts the server as a process and talks to it through the pipes, which is how most desktop clients and wrappers work.

docker compose exec -T ag-search python /app/server.py --stdio   # or MCP_TRANSPORT=stdio

outside compose: SEARXNG_URL=http:// python adapter/server.py --stdio

One JSON-RPC object per line in, one answer per line out. The mode is chosen explicitly and never guessed from whether a terminal is attached — that sign merely sits next to the subject, and one day it answers for a case nobody meant.

In stdio mode stdout is the protocol: answers and nothing else, with the log on stderr. One stray line of anything else breaks the client reading it.

Each process started this way is an instance of its own, even inside the running container: its browser sessions (BROWSER_MAX_SESSIONS), its engine and domain pacing and its /stats counters are separate from the HTTP server's. Several stdio clients on one sidecar add up in its pids_limit like several adapters do.

The sidecars do not depend on the choice; the metasearch does: SEARXNG_URL must reach one, or every search refuses with cause: upstream (the default, http://searxng:8080, is a name only the compose network knows). Started by a client with no compose project around it, the module names what else is missing instead of pretending: the browser path reports not_wired_up, and trouble carries pool_unmeasured — the engine pool was never computed from observation.

⬆️ Upgrading to 0.3.5 — no new variable

From 0.3.4: the same command as the install block, with the same -f files. Only the adapter image changes (ag-mod-search/adapter:0.3.5, used by the adapter and the prober); the sidecar stays ag-mod-search/browser:1.49.1-3. Two things you may notice: the door now logs one line per request (the caller's address, the path, the status and the caller's token name — never the token, the body or the query string), and a model call that runs out of the time its caller had now returns a refusal that says so instead of running on. From 0.3.3 or earlier, the 0.3.4 steps below apply too.

⬆️ Upgrading to 0.3.4 — no new variable, one stricter one

From 0.3.3: the same command as the install block, with the same -f files. Only the adapter image changed; the sidecar stays ag-mod-search/browser:1.49.1-3. Check AG_DOOR_AUTH first: a value that is not off, warn or on (in any case, spaces around it ignored) now stops the adapter from starting, where it used to mean off. From 0.3.2 or earlier, the 0.3.3 steps below apply too.

⬆️ Upgrading to 0.3.3 — one new required variable

BROWSER_WS_SECRET must be in .env before up: add it as the install block does, with openssl rand -hex 16. Then run the install block's own command, with the same -f files you installed with: docker compose -f docker-compose.yml -f wiring/expose-localhost.yml up -d --build. It rebuilds both images and recreates the adapter, the prober and the sidecar, since the image or the environment of each changed. Name no services on it: up … browser ag-search leaves the prober on the old image, and leaving out the -f overlay recreates the adapter without its published port. The sidecar image is ag-mod-search/browser:1.49.1-3; with the old sidecar, or with only one side recreated, the browser path reads "not responding".

A malformed secret stops the whole module. Compose checks only that the value is not empty. Characters outside A-Z a-z 0-9 _ - (base64 gives + / =) make the sidecar exit with 78 in a loop; the adapter waits for a healthy sidecar, so it never starts and up says "dependency failed to start".

If you run the door in warn or on, also read "Moving to on" under Configuration: the prober now takes a token, a token with no scopes (or with scopes written as a string) may call no tool, and /healthz?deep=1 needs a token that may search or read.

⬆️ Upgrading from 0.2.x — the answer changed shape

If you already run 0.2.1 or earlier, read this before updating. Nothing here is a new feature you may ignore; it is what your existing calls will return differently.

The search and image answers carry fewer fields by default, and they say so in their name: ag.search/3 and ag.images/3 instead of /2. A caller that branched on contract will break loudly, which is the intent — a field that simply vanished would read as "nothing was wrong" in most languages.

in 0.2.xin 0.3
search_aborted, engines_unaskedtrouble.search_aborted, trouble.engines_unasked
unresponsive_enginestrouble.unresponsive_engines
engines_irrelevanttrouble.engines_irrelevant
pool_source: "seed"trouble.pool_unmeasured, with the reason
arguments_adjustedtrouble.arguments_adjusted
corroborated_by_url, corroborated_by_domain — always present, 1 on the cheap pathabsent when only one engine found results: there 1 meant "nobody else was asked", not a measurement
count, query, page, read, read_top, pages_*, timing_ms, engines_skipped, engines_used, tiers_used, pool_source, pool_reasonreturned when you ask: verbose: true

trouble is always present and empty when nothing went wrong, so if not trouble replaces the four separate checks. Nothing was deleted from the module — the accounting moved behind a request.

Booleans are now parsed rather than cast. In 0.2.x "read": "false" over MCP read the pages anyway — eight times the wall clock — while the plain door understood the same word correctly. Both doors now accept true/false, 1/0, yes/no, on/off, y/n, t/f and Python's True/False, case-blind. A value that cannot be read turns the flag off and is named in `arguments_adjusted`, and an EMPTY value counts as unreadable: read="" no longer buys the expensive default in silence.

`read_top: 0` means "no preference", not "read nothing" — for nothing, use read: false. The schema used to declare minimum: 1 while accepting zero.

The field-by-field table is in the contracts: contracts/ag.search.v3.md and contracts/ag.images.v3.md, section "What changed against /2". Reading (ag.read/2), deep search (ag.deep/2) and screenshots (ag.shot/1) kept their numbers: they gained fields, and an addition breaks nobody.

⚙️ Configuration

VariableRequiredWhat it is
SEARXNG_SECRETyesSession key for the metasearch. Any long random string that is not from somebody's history.
BROWSER_WS_SECRETyesThe browser sidecar's secret endpoint path, 16-256 characters of A-Z a-z 0-9 _ - (openssl rand -hex 16). The sidecar exits at start without it, and the compose file refuses first. A value with other characters passes the compose file and stops the whole module: the sidecar exits with 78, and the adapter, which waits for a healthy sidecar, never starts. To rotate, change it and run the same up -d as at install, with the same -f files: both browser and ag-search are recreated, because the environment of both changed.
LLM_API_KEYnoKey for any OpenAI-compatible endpoint. Secret.

| LLM_API_BASE | no | Base URL of that endpoint. Take it from your provider's documentation, not by analogy — the obvious guess can answer with a billing error such as 429: Insufficient balance, because some providers serve a subscription on a different

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