diff --git a/erddapy/erddapy.py b/erddapy/erddapy.py
index 6ddb2bfa..97ddbde0 100644
--- a/erddapy/erddapy.py
+++ b/erddapy/erddapy.py
@@ -21,7 +21,6 @@
 except ImportError:
     from pandas._libs.tslibs.parsing import parse_time_string
 
-
 ListLike = Union[List[str], Tuple[str]]
 OptionalStr = Optional[str]
 
diff --git a/erddapy/multiple_server_search.py b/erddapy/multiple_server_search.py
new file mode 100644
index 00000000..eb78feb7
--- /dev/null
+++ b/erddapy/multiple_server_search.py
@@ -0,0 +1,80 @@
+import multiprocessing
+from typing import Dict, Optional
+
+import pandas as pd
+from joblib import Parallel, delayed
+from erddapy.url_handling import format_search_string, multi_urlopen
+
+from erddapy.servers import servers
+
+
+def parse_results(data: bytes, protocol, key, url) -> Dict[str, pd.DataFrame]:
+    """
+    Parse server search results into a pandas DataFrame
+    """
+    df = pd.read_csv(data)
+    try:
+        df.dropna(subset=[protocol], inplace=True)
+    except KeyError:
+        return None
+    df["Server url"] = url.split("search")[0]
+    return {key: df[["Title", "Institution", "Dataset ID", "Server url"]]}
+
+
+def fetch_results(
+    url: str,
+    key: str,
+    protocol="tabledap",
+) -> Optional[Dict[str, pd.DataFrame]]:
+    """
+    Fetch search results from multiple servers
+    """
+    data = multi_urlopen(url)
+    if data is None:
+        return None
+    return parse_results(data, protocol, key, url)
+
+
+def format_results(dfs: Dict[str, pd.DataFrame]) -> pd.DataFrame:
+    df_all = pd.concat([list(df.values())[0] for df in dfs])
+    return df_all.reset_index(drop=True)
+
+
+def search_servers(
+    query="glider",
+    servers_list=None,
+    parallel=True,
+    protocol="tabledap",
+):
+    """
+    Search all servers for a query string
+    Returns a dataframe of details for all matching datasets
+    Args:
+        query: string to search for
+        servers_list: optional list of servers. if None, will search all servers in erddapy.servers
+        protocol: tabledap or griddap
+        parallel: If True, uses joblib to parallelize the search
+    """
+    if protocol not in ["tabledap", "griddap"]:
+        raise ValueError(
+            f"Protocol must be tabledap or griddap, got {protocol}",
+        )
+    if servers_list:
+        urls = {server: format_search_string(server, query) for server in servers_list}
+    else:
+        urls = {
+            key: format_search_string(server, query) for key, server in servers.items()
+        }
+    if parallel:
+        num_cores = multiprocessing.cpu_count()
+        returns = Parallel(n_jobs=num_cores)(
+            delayed(fetch_results)(url, key, protocol=protocol)
+            for key, url in urls.items()
+        )
+        dfs = [x for x in returns if x is not None]
+    else:
+        dfs = []
+        for key, url in urls.items():
+            dfs.append(fetch_results(url, key, protocol=protocol))
+    df_all = format_results(dfs)
+    return df_all
diff --git a/erddapy/url_handling.py b/erddapy/url_handling.py
index 1ea7a0c3..ee893ad4 100644
--- a/erddapy/url_handling.py
+++ b/erddapy/url_handling.py
@@ -33,6 +33,23 @@ def urlopen(url: str, auth: Optional[tuple] = None, **kwargs: Dict) -> BinaryIO:
     return data
 
 
+def multi_urlopen(url: str) -> BinaryIO:
+    """
+    A more simple url open to work with multiprocessing
+    """
+    try:
+        response = requests.get(url, allow_redirects=True)
+    except requests.exceptions.ConnectionError:
+        return None
+    try:
+        response.raise_for_status()
+    except requests.exceptions.HTTPError:
+        return None
+    data = io.BytesIO(response.content)
+    data.seek(0)
+    return data
+
+
 @functools.lru_cache(maxsize=None)
 def check_url_response(url: str, **kwargs: Dict) -> str:
     """
@@ -72,3 +89,10 @@ def _distinct(url: str, **kwargs: Dict) -> str:
     if distinct is True:
         return f"{url}&distinct()"
     return url
+
+
+def format_search_string(server: str, query: str) -> str:
+    """
+    Generate a search string for an erddap server with user defined query
+    """
+    return f'{server}search/index.csv?page=1&itemsPerPage=100000&searchFor="{query}"'
diff --git a/tests/cassettes/test_fetch_results.yaml b/tests/cassettes/test_fetch_results.yaml
new file mode 100644
index 00000000..9265747a
--- /dev/null
+++ b/tests/cassettes/test_fetch_results.yaml
@@ -0,0 +1,221 @@
+interactions:
+- request:
+    body: null
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      User-Agent:
+      - python-requests/2.25.1
+    method: GET
+    uri: https://data.ioos.us/gliders/erddap/
+  response:
+    body:
+      string: "<html>\r\n<head><title>301 Moved Permanently</title></head>\r\n<body>\r\n<center><h1>301
+        Moved Permanently</h1></center>\r\n<hr><center>nginx/1.16.1</center>\r\n</body>\r\n</html>\r\n"
+    headers:
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '169'
+      Content-Type:
+      - text/html
+      Date:
+      - Fri, 23 Jul 2021 16:58:45 GMT
+      Location:
+      - https://gliders.ioos.us/erddap/
+      Server:
+      - nginx/1.16.1
+    status:
+      code: 301
+      message: Moved Permanently
+- request:
+    body: null
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      User-Agent:
+      - python-requests/2.25.1
+    method: GET
+    uri: https://gliders.ioos.us/erddap/
+  response:
+    body:
+      string: ''
+    headers:
+      Access-Control-Allow-Origin:
+      - '*'
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '0'
+      Date:
+      - Fri, 23 Jul 2021 16:58:45 GMT
+      Location:
+      - https://gliders.ioos.us/erddap/index.html
+      Server:
+      - nginx/1.16.1
+      X-Cache:
+      - MISS
+    status:
+      code: 302
+      message: ''
+- request:
+    body: null
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      User-Agent:
+      - python-requests/2.25.1
+    method: GET
+    uri: https://gliders.ioos.us/erddap/index.html
+  response:
+    body:
+      string: !!binary |
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+        /we5oWSzJFcAAA==
+    headers:
+      Access-Control-Allow-Origin:
+      - '*'
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - text/html;charset=UTF-8
+      Date:
+      - Fri, 23 Jul 2021 16:58:45 GMT
+      Server:
+      - nginx/1.16.1
+      Transfer-Encoding:
+      - chunked
+      X-Cache:
+      - EXPIRED
+    status:
+      code: 200
+      message: ''
+version: 1
diff --git a/tests/cassettes/test_multi_urlopen.yaml b/tests/cassettes/test_multi_urlopen.yaml
new file mode 100644
index 00000000..6021b745
--- /dev/null
+++ b/tests/cassettes/test_multi_urlopen.yaml
@@ -0,0 +1,1960 @@
+interactions:
+- request:
+    body: null
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      User-Agent:
+      - python-requests/2.25.1
+    method: GET
+    uri: http://erddap.sensors.ioos.us/erddap/tabledap/
+  response:
+    body:
+      string: ''
+    headers:
+      Connection:
+      - keep-alive
+      Content-Length:
+      - '0'
+      Date:
+      - Fri, 23 Jul 2021 16:46:04 GMT
+      Last-Modified:
+      - Fri, 23 Jul 2021 16:46:04 GMT
+      Location:
+      - http://erddap.sensors.ioos.us/erddap/tabledap/index.html?page=1&itemsPerPage=1000
+      Server:
+      - nginx/1.20.1
+      Set-Cookie:
+      - cid=CgIHBWD68kx1mhFEAwSqAg==; expires=Sun, 23-Jul-23 16:46:04 GMT; path=/
+      erddap-server:
+      - 2.02_axiom-r1
+      xdods-server:
+      - dods/3.7
+    status:
+      code: 302
+      message: ''
+- request:
+    body: null
+    headers:
+      Accept:
+      - '*/*'
+      Accept-Encoding:
+      - gzip, deflate
+      Connection:
+      - keep-alive
+      Cookie:
+      - cid=CgIHBWD68kx1mhFEAwSqAg==
+      User-Agent:
+      - python-requests/2.25.1
+    method: GET
+    uri: http://erddap.sensors.ioos.us/erddap/tabledap/index.html?page=1&itemsPerPage=1000
+  response:
+    body:
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+        5Rv2r//6/5B7iY6KtTMA
+    headers:
+      Connection:
+      - keep-alive
+      Content-Encoding:
+      - gzip
+      Content-Type:
+      - text/html;charset=UTF-8
+      Date:
+      - Fri, 23 Jul 2021 16:46:04 GMT
+      Last-Modified:
+      - Fri, 23 Jul 2021 16:46:04 GMT
+      Server:
+      - nginx/1.20.1
+      Transfer-Encoding:
+      - chunked
+      erddap-server:
+      - 2.02_axiom-r1
+      xdods-server:
+      - dods/3.7
+    status:
+      code: 200
+      message: ''
+version: 1
diff --git a/tests/test_multiple_server_search.py b/tests/test_multiple_server_search.py
new file mode 100644
index 00000000..bf247381
--- /dev/null
+++ b/tests/test_multiple_server_search.py
@@ -0,0 +1,37 @@
+from erddapy.multiple_server_search import fetch_results, search_servers
+
+
+def test_fetch_results():
+    "This search should return results"
+    url = 'https://gliders.ioos.us/erddap/search/index.csv?page=1&itemsPerPage=100000&searchFor="sst"'
+    key = "ioos"
+    data = fetch_results(url, key)
+    assert data is not None
+
+
+def test_fetch_no_results():
+    """This search should return no results"""
+    url = (
+        "https://gliders.ioos.us/erddap/search/index.csv?page=1&itemsPerPage=100000&searchFor"
+        '="incredibly_long_string_that_should_never_match_a_real_dataset" '
+    )
+    key = "ioos"
+    data = fetch_results(url, key)
+    assert data is None
+
+
+def test_search_servers():
+    """Check that downloads are made and that serial and parallel results are identical"""
+    servers = [
+        "https://coastwatch.pfeg.noaa.gov/erddap/",
+        "https://gliders.ioos.us/erddap/",
+    ]
+    parallel = search_servers(query="sst", servers_list=servers, protocol="griddap")
+    serial = search_servers(
+        query="sst",
+        servers_list=servers,
+        protocol="griddap",
+        parallel=False,
+    )
+    assert parallel is not None
+    assert (parallel == serial).all().all()
diff --git a/tests/test_url_handling.py b/tests/test_url_handling.py
index 8cb8bfad..fd6a4ff1 100644
--- a/tests/test_url_handling.py
+++ b/tests/test_url_handling.py
@@ -3,7 +3,13 @@
 import pytest
 from requests.exceptions import HTTPError, ReadTimeout
 
-from erddapy.url_handling import _clean_response, check_url_response, urlopen
+from erddapy.url_handling import (
+    _clean_response,
+    check_url_response,
+    format_search_string,
+    multi_urlopen,
+    urlopen,
+)
 
 
 @pytest.mark.web
@@ -56,3 +62,25 @@ def test_check_url_response():
 def test__clean_response():
     """Test if users can pass responses with or without the '.'."""
     assert _clean_response("html") == _clean_response(".html")
+
+
+@pytest.mark.web
+@pytest.mark.vcr()
+def test_multi_urlopen():
+    """Assure that multi_urlopen is always a BytesIO object."""
+    url = "http://erddap.sensors.ioos.us/erddap/tabledap/"
+    ret = multi_urlopen(url)
+    isinstance(ret, io.BytesIO)
+
+
+@pytest.mark.web
+@pytest.mark.vcr()
+def test_format_search_string():
+    """Check that string is correctly formatted for search"""
+    server = "https://gliders.ioos.us/erddap/"
+    query = "sst"
+    url = format_search_string(server, query)
+    assert (
+        url
+        == 'https://gliders.ioos.us/erddap/search/index.csv?page=1&itemsPerPage=100000&searchFor="sst"'
+    )