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Web Search & Extract

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Intermediate to advanced11 min readLesson 145 questions✓ 2026-08-18
Before you read

What this page is, and what it holds.

This page covers Web Search & Extract. It carries a source warning and takes about 11 minutes to read. The priciest model is not always best for your task. Compare on one task and set a spend cap.

7sections
29code examples
3tables
4commands
1,805source words
The official one-line description

Search the web and extract page content with multiple backend providers — including free self-hosted SearXNG.

What you will be able to do

Outcomes taken from this page, not a template.

  • Understand what المزوّد والنموذج is and when you need it.
  • Run hermes tools and hermes setup and understand what happens next.
  • Read the table and take only the row that applies to you.
  • Set FIRECRAWL_API_KEY in the right place.
Identifiers you will meet

Exactly as they appear in Hermes.

Commands
  • hermes tools
  • hermes setup
  • hermes auth add xai-oauth
  • hermes skills install official
Environment variables
  • FIRECRAWL_API_KEY
  • FIRECRAWL_API_URL
  • SEARXNG_BASE_URL
  • SEARXNG_URL
  • TAVILY_API_KEY
  • EXA_API_KEY
  • PARALLEL_API_KEY
  • XAI_API_KEY
Page map

Jump to the part you need.

  1. 01Backends
  2. 02How `webextract` handles long pages
  3. 03Setup
  4. 04Configuration
  5. 05Verify your setup
  6. 06Troubleshooting
  7. 07Optional skill: `searxng-search`
The full official page

Nothing summarised away.

The documentation body below is reproduced from the official source so commands and identifiers stay exact. Each section carries a short note describing what it contains.

Hermes Agent includes two model-callable web tools backed by multiple providers:

  • web_search — search the web and return ranked results
  • web_extract — fetch and extract readable content from one or more URLs

Both are configured through a single backend selection. Providers are chosen via hermes tools or set directly in config.yaml.

Backends

A lookup table. Do not read it all; find the row that applies to you. Commands here: hermes tools.

ProviderEnv VarSearchExtractFree tier
Firecrawl (default)FIRECRAWL_API_KEY✔✔500 credits/mo
SearXNGSEARXNG_URL✔—✔ Free (self-hosted)
Brave Search (free tier)BRAVE_SEARCH_API_KEY✔—2 000 queries/mo
DDGS (DuckDuckGo)— (no key)✔—✔ Free
TavilyTAVILY_API_KEY✔✔1 000 searches/mo
ExaEXA_API_KEY✔✔1 000 searches/mo
ParallelPARALLEL_API_KEY✔✔Paid
xAI (Grok)XAI_API_KEY or hermes auth add xai-oauth✔—Paid (SuperGrok or per-token)

Brave Search, DDGS, and xAI are search-only — pair any of them with Firecrawl/Tavily/Exa/Parallel when you also need web_extract. DDGS uses the ddgs Python package ↗ under the hood; if it isn't already installed, run pip install ddgs (or let Hermes lazy-install it on first use). xAI runs Grok's server-side web_search tool on the Responses API — results are LLM-generated rather than index-backed, so titles, descriptions, and URL choice are all model output (see the trust-model caveat ↗ below).

Per-capability split: you can use different providers for search and extract independently — for example SearXNG (free) for search and Firecrawl for extract. See Per-capability configuration ↗ below.

---

How `webextract` handles long pages

Explains the idea itself. Read it slowly; the later sections build on it.

Backends return raw page markdown, which can be huge (forum threads, docs sites, news articles with embedded comments). To keep your context window usable, web_extract applies a deterministic character budget — no LLM summarization is involved:

Page size (characters)What happens
At or under the budget (default 15 000)Returned whole — full markdown reaches the agent
Over the budgetHead+tail window (~75% head / ~25% tail, cut on markdown line boundaries) plus an explicit [TRUNCATED] footer. The full clean text is stored to disk and the footer tells the agent the file path and the exact read_file call to page through the omitted middle
Over 2 000 000Stored text is capped at 2 MB

The per-page budget is configurable via web.extract_char_limit in config.yaml (default 15000, clamped to 2 000–500 000), and the agent can raise it per-call with the tool's char_limit argument.

When truncation gets in the way

If you specifically need the live DOM rather than extracted markdown — for example, a JS-heavy page where extraction returns little content — use browser_navigate + browser_snapshot instead. The browser tool returns the live accessibility tree (subject to its own snapshot cap on huge pages).

---

Setup

Carries a warning. Read it before running anything here. Commands here: hermes tools, hermes auth add xai-oauth. The upstream warning appears below.

Quick setup via hermes tools

Run hermes tools, navigate to Web Search & Extract, and pick a provider. The wizard prompts for the required URL or API key and writes it to your config.

Shell1 line
hermes tools

---

Firecrawl (default)

Full-featured search and extract. Recommended for most users.

Shell2 lines
# ~/.hermes/.env
FIRECRAWL_API_KEY=fc-your-key-here

Get a key at firecrawl.dev ↗. The free tier includes 500 credits/month.

Self-hosted Firecrawl: Point at your own instance instead of the cloud API:

Shell2 lines
# ~/.hermes/.env
FIRECRAWL_API_URL=http://localhost:3002

When FIRECRAWL_API_URL is set, the API key is optional (disable server auth with USE_DB_AUTHENTICATION=false).

---

SearXNG (free, self-hosted)

SearXNG is a privacy-respecting, open-source metasearch engine that aggregates results from 70+ search engines. No API key required — just point Hermes at a running SearXNG instance.

SearXNG is search-only — web_extract requires a separate extract provider.

This gives you a private instance with no rate limits.

1. Create a working directory:

Shell2 lines
mkdir -p ~/searxng/searxng
cd ~/searxng

2. Write a docker-compose.yml:

YAML12 lines
# ~/searxng/docker-compose.yml
services:
  searxng:
    image: searxng/searxng:latest
    container_name: searxng
    ports:
      - "8888:8080"
    volumes:
      - ./searxng:/etc/searxng:rw
    environment:
      - SEARXNG_BASE_URL=http://localhost:8888/
    restart: unless-stopped

3. Start the container:

Shell1 line
docker compose up -d

4. Enable the JSON API format:

SearXNG ships with JSON output disabled by default. Copy the generated config and enable it:

Shell2 lines
# Copy the auto-generated config out of the container
docker cp searxng:/etc/searxng/settings.yml ~/searxng/searxng/settings.yml

Open ~/searxng/searxng/settings.yml. If use_default_settings: true is present, the file only contains your overrides. All other settings are inherited from the built-in defaults. To enable JSON responses for Hermes, add the following override:

YAML4 lines
search:
  formats:
    - html
    - json

Your settings.yml should look similar to:

YAML13 lines
# Read the documentation before extending the defaults:
# https://docs.searxng.org/admin/settings/

use_default_settings: true

server:
  secret_key: "abcdef12345678"
  image_proxy: true

search:
  formats:
    - html
    - json

5. Restart to apply:

Shell2 lines
docker cp ~/searxng/searxng/settings.yml searxng:/etc/searxng/settings.yml
docker restart searxng

6. Verify it works:

Shell2 lines
curl -s "http://localhost:8888/search?q=test&format=json" | python3 -c \
  "import sys,json; d=json.load(sys.stdin); print(f'{len(d[\"results\"])} results')"

You should see something like 10 results. If you get a 403 Forbidden, JSON format is still disabled — recheck step 4.

7. Configure Hermes:

Shell2 lines
# ~/.hermes/.env
SEARXNG_URL=http://localhost:8888

Then select SearXNG as the search backend in ~/.hermes/config.yaml:

YAML2 lines
web:
  search_backend: "searxng"

Or set via hermes tools → Web Search & Extract → SearXNG.

---

Option B — Use a public instance

Public SearXNG instances are listed at searx.space ↗. Filter by instances that have JSON format enabled (shown in the table).

Shell2 lines
# ~/.hermes/.env
SEARXNG_URL=https://searx.example.com

---

Pair SearXNG with an extract provider

SearXNG handles search; you need a separate provider for web_extract. Use the per-capability keys:

YAML4 lines
# ~/.hermes/config.yaml
web:
  search_backend: "searxng"
  extract_backend: "firecrawl"   # or tavily, exa, parallel

With this config, Hermes uses SearXNG for all search queries and Firecrawl for URL extraction — combining free search with high-quality extraction.

---

Tavily

AI-optimised search and extract with a generous free tier.

Shell2 lines
# ~/.hermes/.env
TAVILY_API_KEY=tvly-your-key-here

Get a key at app.tavily.com ↗. The free tier includes 1 000 searches/month.

---

Exa

Neural search with semantic understanding. Good for research and finding conceptually related content.

Shell2 lines
# ~/.hermes/.env
EXA_API_KEY=your-exa-key-here

Get a key at exa.ai ↗. The free tier includes 1 000 searches/month.

---

Parallel

AI-native search and extraction with deep research capabilities.

Shell2 lines
# ~/.hermes/.env
PARALLEL_API_KEY=your-parallel-key-here

Get access at parallel.ai ↗.

---

xAI (Grok)

Routes web_search through Grok's server-side web_search tool ↗ on the Responses API. Grok runs the actual searching and returns the top results as structured JSON.

Works with either credential path — no new env vars, no new setup wizard:

Shell2 lines
# ~/.hermes/.env (env-var path)
XAI_API_KEY=sk-xai-your-key-here

or for SuperGrok subscribers:

Shell1 line
hermes auth add xai-oauth

Then select xAI as the search backend:

YAML3 lines
# ~/.hermes/config.yaml
web:
  backend: "xai"

Optional knobs:

YAML9 lines
web:
  backend: "xai"
  xai:
    model: grok-build-0.1        # reasoning model required by web_search (default)
    allowed_domains:             # optional, max 5 — mutex with excluded_domains
      - arxiv.org
    excluded_domains:            # optional, max 5
      - example-spam.com
    timeout: 90                  # seconds (default)

Search-only — pair with Firecrawl / Tavily / Exa / Parallel if you also need web_extract. On 401 the provider performs a single forced OAuth-token refresh and retries (covers mid-window revocation and opaque tokens the proactive expiry check can't decode); env-var credentials skip the retry.

---

Configuration

A lookup table. Do not read it all; find the row that applies to you.

Single backend

Set one provider for all web capabilities:

YAML3 lines
# ~/.hermes/config.yaml
web:
  backend: "searxng"   # firecrawl | searxng | brave-free | ddgs | tavily | exa | parallel | xai

Per-capability configuration

Use different providers for search vs extract. This lets you combine free search (SearXNG) with a paid extract provider, or vice versa:

YAML4 lines
# ~/.hermes/config.yaml
web:
  search_backend: "searxng"     # used by web_search
  extract_backend: "firecrawl"  # used by web_extract

When per-capability keys are empty, both fall through to web.backend. When web.backend is also empty, the backend is auto-detected from whichever API key/URL is present.

Priority order (per capability):

  1. web.search_backend / web.extract_backend (explicit per-capability)
  2. web.backend (shared fallback)
  3. Auto-detect from environment variables

Auto-detection

If no backend is explicitly configured, Hermes picks the first available one based on which credentials are set:

Credential presentAuto-selected backend
TAVILY_API_KEYtavily
EXA_API_KEYexa
PARALLEL_API_KEYparallel
FIRECRAWL_API_KEY or FIRECRAWL_API_URL (or the Nous Tool Gateway is ready)firecrawl
SEARXNG_URLsearxng
BRAVE_SEARCH_API_KEYbrave-free
ddgs package importableddgs

xAI Web Search is not in the auto-detection chain — having XAI_API_KEY set (or being signed in via xAI Grok OAuth) does not automatically route web traffic through xAI, since those credentials are also used for inference / TTS / image gen and the user may want a different backend for web. Opt in explicitly with web.backend: "xai".

---

Verify your setup

Ordered, practical steps. Run one and confirm it worked before moving on. Commands here: hermes setup.

Run hermes setup to see which web backend is detected:

Text1 line
✅ Web Search & Extract (searxng)

Or check via the CLI:

Shell3 lines
# Activate the venv and run the web tools module directly
source ~/.hermes/hermes-agent/.venv/bin/activate
python -m tools.web_tools

This prints the active backend and its status:

Text2 lines
✅ Web backend: searxng
   Using SearXNG (search only): http://localhost:8888

---

Troubleshooting

A troubleshooting section. Find the symptom that matches yours rather than reading it end to end.

websearch returns {"success": false}

  • Check SEARXNG_URL is reachable: curl -s "http://localhost:8888/search?q=test&format=json"
  • If you get HTTP 403, JSON format is disabled — add json to the formats list in settings.yml and restart
  • If you get a connection error, the container may not be running: docker ps | grep searxng

webextract says "search-only backend"

SearXNG cannot extract URL content. Set web.extract_backend to a provider that supports extraction:

YAML3 lines
web:
  search_backend: "searxng"
  extract_backend: "firecrawl"  # or tavily / exa / parallel

SearXNG returns 0 results

Some public instances disable certain search engines or categories. Try:

  • A different query
  • A different public instance from searx.space ↗
  • Self-hosting your own instance for reliable results

Rate limited on a public instance

Switch to a self-hosted instance (see Option A ↗ above). With Docker, your own instance has no rate limits.

That's expected for pages over the character budget. The footer names the on-disk file holding the full clean text and the exact read_file call to page through the omitted middle. To see more inline, raise web.extract_char_limit in config.yaml or pass a larger char_limit on the call.

---

Knowledge check

5 questions answered by this page alone.

Every option is a real identifier from the Hermes documentation. The wrong ones are real too, just from other pages.

1. In this lesson's table, what is the “Env Var” for “Exa”?
2. Which of these environment variables actually appears in this lesson?
3. Which warning does the source state in this lesson?
4. Which of these headings does not appear in this lesson?
5. Which configuration key appears in this lesson's examples?