Home / jerryliu369 / agent-web-search · GitHub

llms.txtA

llms.txt from jerryliu369/agent-web-search is an llms.txt file: plain text a project publishes for AI models to read.

Install it, pinned
mdr add jerryliu369/agent-web-search/llms.txt@git:20261001.b416693

Pins git:20261001.b416693 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
llms.txt file
Repository
jerryliu369/agent-web-search
Path
llms.txt
Versions recorded
2
Latest version
git:20261001.b416693, committed Oct 1, 2026
First version recorded
Sep 25, 2026
Size
3,511 bytes
Repository stars
15
License
MIT

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Agent Web Search

> Agent Web Search (PyPI: `agent-web-search-mcp`) is an open-source, MIT-licensed web search MCP server, CLI, and Python library for AI agents. It exposes one `web_search` tool that runs model-native search grounding providers and agent search APIs concurrently and returns one normalized JSON response. The default providers (DDGS, Exa, Parallel) need no API key.

Key facts:

- Interfaces: MCP server `agent-web-search-mcp` (stdio by default, stateless Streamable HTTP with `--transport http`), CLI `agent-web-search "<question>"`, and Python `agent_web_search.SearchEngine`. All share one tool schema and response shape.
- Tool arguments: `query` (natural-language question, 1-4,000 characters), optional `max_results` (1-20), `time_range` (`d`, `w`, `m`, `y`), `providers`, and `grok_search_mode` when Grok is enabled.
- Response: `providers.<name>.results[]` rows with `title`, `url`, `description`, optional `published_at` and `author`; model-backed providers may add `answer`. If every provider fails, the error code is `all_providers_failed`.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add jerryliu369/agent-web-search/llms.txt@sha256:25557c1455961553

The line at the top of this page pins the label git:20261001.b416693, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_slwxdw5b2orl6wra.svg)](https://markdownregistry.com/a/art_slwxdw5b2orl6wra)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, between Sep 25, 2026 and Oct 1, 2026, about one every 6 days.

versioncommittedcommitsizeaudit
git:20261001.b416693 latest2026-10-01 b416693 3,511 BA view · diff
git:20260925.632ec7e2026-09-25 632ec7e 3,283 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (3511 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

jerryliu369/agent-web-search · 15 stars · license MIT · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_slwxdw5b2orl6wra
GET https://markdownregistry.com/api/v1/resolve?ref=jerryliu369/agent-web-search/llms.txt
GET https://markdownregistry.com/api/v1/blob/25557c14559615530a4e93f6a9bbbb119249007da150211101d42dd69973fcc2

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: how to add an llms.txt file to a website · which agent file does what.

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