diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index c896a363a..57c097dec 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -4,8 +4,18 @@ permissions: write-all
 
 on:
   pull_request:
+    paths:
+      - compass/**
+      - .github/workflows/docs.yml
+      - pyproject.toml
+      - pixi.lock
   push:
     branches: [main]
+    paths:
+      - compass/**
+      - .github/workflows/docs.yml
+      - pyproject.toml
+      - pixi.lock
   release:
     types: [created, published]
   workflow_dispatch:
@@ -26,15 +36,11 @@ jobs:
         with:
           pixi-version: v0.50.2
           locked: true
-          cache: false
+          cache: false  # Don't use cache because we use the ``pdoc`` environment
           environments: pdoc
 
       - name: Build Docs
-        # Make documentation with warnings as errors.
-        # The stricter Sphinx options below are currently disabled due to known documentation warnings.
-        # Once all warnings are resolved, consider enabling this line to catch documentation issues early.
-        # run: SPHINXOPTS="-W --keep-going -n" pixi run -e pdoc make-html
-        run: pixi run -e pdoc make-html
+        run: pixi run -e pdoc python-doc  # This errors on warnings
 
       - name: deploy
         uses: peaceiris/actions-gh-pages@v4.0.0
diff --git a/.github/workflows/lint-python.yml b/.github/workflows/lint-python.yml
index 83f4c53cd..6956405f8 100644
--- a/.github/workflows/lint-python.yml
+++ b/.github/workflows/lint-python.yml
@@ -6,13 +6,15 @@ on:
       - 'gh-pages'
     paths:
       - compass/**
-      - pyproject.toml
       - .github/workflows/lint-python.yml
+      - pyproject.toml
+      - pixi.lock
   pull_request:
     paths:
       - compass/**
-      - pyproject.toml
       - .github/workflows/lint-python.yml
+      - pyproject.toml
+      - pixi.lock
 
 jobs:
   lint:
diff --git a/compass/common/base.py b/compass/common/base.py
index 45fe91031..81f8cac31 100644
--- a/compass/common/base.py
+++ b/compass/common/base.py
@@ -66,7 +66,7 @@ def setup_graph_no_nodes(d_tree_name="Unknown Decision Tree", **kwargs):
 
     Returns
     -------
-    nx.DiGraph
+    networkx.DiGraph
         Graph with no nodes but with global keywords set.
     """
     feat = kwargs.get("feature_id", kwargs.get("feature", kwargs.get("url")))
@@ -180,7 +180,7 @@ def setup_base_setback_graph(**kwargs):
 
     Returns
     -------
-    nx.DiGraph
+    networkx.DiGraph
         Graph instance that can be used to initialize an
         `elm.tree.DecisionTree`.
     """
@@ -256,7 +256,7 @@ def setup_participating_owner(**kwargs):
 
     Returns
     -------
-    nx.DiGraph
+    networkx.DiGraph
         Graph instance that can be used to initialize an
         `elm.tree.DecisionTree`.
     """
@@ -373,7 +373,7 @@ def setup_graph_extra_restriction(is_numerical=True, **kwargs):
 
     Returns
     -------
-    nx.DiGraph
+    networkx.DiGraph
         Graph instance that can be used to initialize an
         `elm.tree.DecisionTree`.
     """
@@ -762,7 +762,7 @@ def setup_graph_permitted_use_districts(**kwargs):
 
     Returns
     -------
-    nx.DiGraph
+    networkx.DiGraph
         Graph instance that can be used to initialize an
         `elm.tree.DecisionTree`.
     """
@@ -858,6 +858,7 @@ class BaseTextExtractor:
         "the relevant content appears within a table, return the entire "
         "table, including headers and footers, exactly as formatted."
     )
+    """System message for text extraction LLM calls"""
     _USAGE_LABEL = LLMUsageCategory.DOCUMENT_ORDINANCE_SUMMARY
 
     def __init__(self, llm_caller):
@@ -865,7 +866,7 @@ def __init__(self, llm_caller):
 
         Parameters
         ----------
-        llm_caller : compass.llm.LLMCaller
+        llm_caller : LLMCaller
             LLM Caller instance used to extract ordinance info with.
         """
         self.llm_caller = llm_caller
diff --git a/compass/common/tree.py b/compass/common/tree.py
index 90b31f353..2d948cb45 100644
--- a/compass/common/tree.py
+++ b/compass/common/tree.py
@@ -31,8 +31,7 @@ class AsyncDecisionTree(DecisionTree):
            graph.
     Key Relationships:
         Inherits from :class:`~elm.tree.DecisionTree` to add ``async``
-        capabilities. Uses a
-        :class:`~compass.llm.calling.ChatLLMCaller` for LLm queries.
+        capabilities. Uses a ChatLLMCaller for LLm queries.
     """
 
     def __init__(self, graph, usage_sub_label=None):
@@ -40,7 +39,7 @@ def __init__(self, graph, usage_sub_label=None):
 
         Parameters
         ----------
-        graph : nx.DiGraph
+        graph : networkx.DiGraph
             Directed acyclic graph where nodes are LLM prompts and edges
             are logical transitions based on the response. Must have
             high-level graph attribute "chat_llm_caller" which is a
@@ -138,7 +137,7 @@ async def async_run(self, node0="init"):
 
         Returns
         -------
-        out : str | None
+        out : str or None
             Final response from LLM at the leaf node or ``None`` if an
             ``AttributeError`` was raised during execution.
         """
diff --git a/compass/extraction/apply.py b/compass/extraction/apply.py
index a585b89d2..ccf0866d8 100644
--- a/compass/extraction/apply.py
+++ b/compass/extraction/apply.py
@@ -32,20 +32,19 @@ async def check_for_ordinance_info(
     Parameters
     ----------
     doc : elm.web.document.BaseDocument
-        A document potentially containing ordinance information. Note
-        that if the document's attrs contains the
-        ``"contains_ord_info"`` key, it will not be processed. To force
-        a document to be processed by this function, remove that key
-        from the documents attrs.
+        A document instance (PDF, HTML, etc) potentially containing
+        ordinance information. Note that if the document's ``attrs``
+        has the ``"contains_ord_info"`` key, it will not be processed.
+        To force a document to be processed by this function, remove
+        that key from the documents ``attrs``.
     tech : str
         Technology of interest (e.g. "solar", "wind", etc). This is
         used to set up some document validation decision trees.
-    text_splitter : obj
-        Instance of an object that implements a `split_text` method.
-        The method should take text as input (str) and return a list
-        of text chunks. Langchain's text splitters should work for this
-        input.
-    usage_tracker : compass.services.usage.UsageTracker, optional
+    text_splitter : LCTextSplitter, optional
+        Optional Langchain text splitter (or subclass instance), or any
+        object that implements a `split_text` method. The method should
+        take text as input (str) and return a list of text chunks.
+    usage_tracker : UsageTracker, optional
         Optional tracker instance to monitor token usage during
         LLM calls. By default, ``None``.
 
@@ -131,7 +130,7 @@ async def extract_date(doc, model_config, usage_tracker=None):
     ----------
     doc : elm.web.document.BaseDocument
         A document potentially containing date information.
-    usage_tracker : compass.services.usage.UsageTracker, optional
+    usage_tracker : UsageTracker, optional
         Optional tracker instance to monitor token usage during
         LLM calls. By default, ``None``.
 
@@ -165,20 +164,17 @@ async def extract_ordinance_text_with_llm(
     doc : elm.web.document.BaseDocument
         A document known to contain ordinance information. This means it
         must contain an ``"ordinance_text"`` key in the attrs. You can
-        run :func:`~compass.extraction.apply.check_for_ordinance_info`
+        run :func:`check_for_ordinance_info`
         to have this attribute populated automatically for documents
         that are found to contain ordinance data. Note that if the
         document's attrs does not contain the ``"ordinance_text"``
         key, you will get an error.
-    text_splitter : obj
-        Instance of an object that implements a `split_text` method.
-        The method should take text as input (str) and return a list
-        of text chunks. Langchain's text splitters should work for this
-        input.
-    extractor : compass.extraction.ordinance.WindOrdinanceTextExtractor
-        Instance of
-        :class:`~compass.extraction.ordinance.WindOrdinanceTextExtractor`
-        used for ordinance text extraction.
+    text_splitter : LCTextSplitter, optional
+        Optional Langchain text splitter (or subclass instance), or any
+        object that implements a `split_text` method. The method should
+        take text as input (str) and return a list of text chunks.
+    extractor : WindOrdinanceTextExtractor
+        Object used for ordinance text extraction.
     original_text_key : str
         String corresponding to the `doc.attrs` key containing the
         original text (before extraction).
@@ -237,11 +233,10 @@ async def extract_ordinance_text_with_ngram_validation(
         that are found to contain ordinance data. Note that if the
         document's attrs does not contain the ``"ordinance_text"``
         key, it will not be processed.
-    text_splitter : obj
-        Instance of an object that implements a `split_text` method.
-        The method should take text as input (str) and return a list
-        of text chunks. Langchain's text splitters should work for this
-        input.
+    text_splitter : LCTextSplitter, optional
+        Optional Langchain text splitter (or subclass instance), or any
+        object that implements a `split_text` method. The method should
+        take text as input (str) and return a list of text chunks.
     original_text_key : str
         String corresponding to the `doc.attrs` key containing the
         original text (before extraction).
diff --git a/compass/extraction/date.py b/compass/extraction/date.py
index 66240e0e4..8c01d4176 100644
--- a/compass/extraction/date.py
+++ b/compass/extraction/date.py
@@ -35,20 +35,19 @@ class DateExtractor:
         "if you are confident that they represent the latest date this "
         "ordinance was enacted/updated"
     )
+    """System message for date extraction LLM calls"""
 
     def __init__(self, structured_llm_caller, text_splitter=None):
         """
 
         Parameters
         ----------
-        structured_llm_caller : compass.llm.StructuredLLMCaller
-            StructuredLLMCaller instance. Used for structured validation
-            queries.
-        text_splitter : TextSplitter, optional
-            Optional
-            :class:`langchain_text_splitters.character.TextSplitter`
-            text splitter instance to attach to doc (used for
-            splitting out pages in an HTML document).
+        structured_llm_caller : StructuredLLMCaller
+            Instance used for structured validation queries.
+        text_splitter : LCTextSplitter, optional
+            Optional text splitter (or subclass instance, or any object
+            that implements a `split_text` method) to attach to doc
+            (used for splitting out pages in an HTML document).
             By default, ``None``.
         """
         self.slc = structured_llm_caller
diff --git a/compass/extraction/features.py b/compass/extraction/features.py
index 7eefc1538..b3e479e71 100644
--- a/compass/extraction/features.py
+++ b/compass/extraction/features.py
@@ -33,6 +33,7 @@ class SetbackFeatures:
         ],
         "water": ["lakes", "reservoirs", "streams", "rivers", "wetlands"],
     }
+    """Aliases for mutually-exclusive setback features"""
     FEATURES_AS_IGNORE = {
         "structures": "structures",
         "property line": "property lines",
@@ -41,6 +42,7 @@ class SetbackFeatures:
         "transmission": "transmission lines",
         "water": "wetlands",
     }
+    """Features as they should appear in ignore phrases"""
     FEATURE_CLARIFICATIONS = {
         "structures": "",
         "property line": (
@@ -54,6 +56,7 @@ class SetbackFeatures:
         "transmission": "",
         "water": "",
     }
+    """Clarifications to add to feature prompts"""
 
     def __init__(self):
         self._validate_descriptions()
diff --git a/compass/extraction/solar/graphs.py b/compass/extraction/solar/graphs.py
index ca6555194..15625750c 100644
--- a/compass/extraction/solar/graphs.py
+++ b/compass/extraction/solar/graphs.py
@@ -18,7 +18,7 @@ def setup_graph_sef_types(**kwargs):
 
     Returns
     -------
-    nx.DiGraph
+    networkx.DiGraph
         Graph instance that can be used to initialize an
         `elm.tree.DecisionTree`.
     """
@@ -156,7 +156,7 @@ def setup_multiplier(**kwargs):
 
     Returns
     -------
-    nx.DiGraph
+    networkx.DiGraph
         Graph instance that can be used to initialize an
         `elm.tree.DecisionTree`.
     """
diff --git a/compass/extraction/solar/ordinance.py b/compass/extraction/solar/ordinance.py
index 6a9f6de8e..9090beb82 100644
--- a/compass/extraction/solar/ordinance.py
+++ b/compass/extraction/solar/ordinance.py
@@ -58,8 +58,11 @@ class SolarHeuristic(Heuristic):
         "solar data",
         "solar resource",
     ]
+    """Words and phrases that indicate text is NOT about solar farms"""
     GOOD_TECH_KEYWORDS = ["solar", "setback"]
+    """Words that indicate we should keep a chunk for analysis"""
     GOOD_TECH_ACRONYMS = ["secs", "sef", "ses", "cses"]
+    """Acronyms for solar farms that we want to capture"""
     GOOD_TECH_PHRASES = [
         "commercial solar energy system",
         "solar energy conversion",
@@ -69,6 +72,7 @@ class SolarHeuristic(Heuristic):
         "solar energy farm",
         "utility solar energy system",
     ]
+    """Phrases that indicate text is about solar farms"""
 
 
 class SolarOrdinanceTextCollector(StructuredLLMCaller):
@@ -91,6 +95,7 @@ class SolarOrdinanceTextCollector(StructuredLLMCaller):
         "that is set to True if the text excerpt explicitly details "
         f"{_SEARCH_TERMS_OR} for a solar energy system and False otherwise."
     )
+    """Prompt to check if chunk contains SEF ordinance info"""
 
     IS_UTILITY_SCALE_PROMPT = (
         "You are a legal scholar that reads ordinance text and determines "
@@ -109,17 +114,9 @@ class SolarOrdinanceTextCollector(StructuredLLMCaller):
         "energy conversion systems** (or similar) that the client is "
         "interested in and False otherwise."
     )
+    """Prompt to check if chunk is for utility-scale SEF"""
 
     def __init__(self, *args, **kwargs):
-        """
-
-        Parameters
-        ----------
-        *args, **kwargs
-            Parameters to pass to the
-            :class:`~compass.llm.calling.StructuredLLMCaller`
-            initializer.
-        """
         super().__init__(*args, **kwargs)
         self._ordinance_chunks = {}
 
@@ -129,8 +126,7 @@ async def check_chunk(self, chunk_parser, ind):
         Parameters
         ----------
         chunk_parser : ParseChunksWithMemory
-            Instance of `ParseChunksWithMemory` that contains a
-            `parse_from_ind` method.
+            Instance that contains a ``parse_from_ind`` method.
         ind : int
             Index of the chunk to check.
 
@@ -232,17 +228,9 @@ class SolarPermittedUseDistrictsTextCollector(StructuredLLMCaller):
         "on districts where **large solar energy farms** (or similar) are a "
         "permitted use and False otherwise."
     )
+    """Prompt to check if chunk contains info on permitted districts"""
 
     def __init__(self, *args, **kwargs):
-        """
-
-        Parameters
-        ----------
-        *args, **kwargs
-            Parameters to pass to the
-            :class:`~compass.llm.calling.StructuredLLMCaller`
-            initializer.
-        """
         super().__init__(*args, **kwargs)
         self._district_chunks = {}
 
@@ -252,8 +240,7 @@ async def check_chunk(self, chunk_parser, ind):
         Parameters
         ----------
         chunk_parser : ParseChunksWithMemory
-            Instance of `ParseChunksWithMemory` that contains a
-            `parse_from_ind` method.
+            Instance that contains a ``parse_from_ind`` method.
         ind : int
             Index of the chunk to check.
 
@@ -314,8 +301,7 @@ class SolarOrdinanceTextExtractor(BaseTextExtractor):
            particular ordinance type (e.g. solar zoning for
            utility-scale systems).
     Key Relationships:
-        Uses a :class:`~compass.llm.calling.StructuredLLMCaller` for
-        LLM queries.
+        Uses a StructuredLLMCaller for LLM queries.
     """
 
     SOLAR_ENERGY_SYSTEM_FILTER_PROMPT = (
@@ -360,6 +346,7 @@ class SolarOrdinanceTextExtractor(BaseTextExtractor):
         "- If **no relevant text** is found, return the response: "
         "'No relevant text.'"
     )
+    """Prompt to extract ordinance text for SEF"""
 
     async def extract_solar_energy_system_section(self, text_chunks):
         """Extract ordinance text from input text chunks for SEF
@@ -390,9 +377,9 @@ def parsers(self):
         ------
         name : str
             Name describing the type of text output by the parser.
-        parser
-            Parser that takes a `text_chunks` input and outputs parsed
-            text.
+        parser : callable
+            Async function that takes a ``text_chunks`` input and
+            outputs parsed text.
         """
         yield (
             "cleaned_ordinance_text",
@@ -410,8 +397,7 @@ class SolarPermittedUseDistrictsTextExtractor(BaseTextExtractor):
            particular ordinance type (e.g. solar zoning for
            utility-scale systems).
     Key Relationships:
-        Uses a :class:`~compass.llm.calling.StructuredLLMCaller` for
-        LLM queries.
+        Uses a StructuredLLMCaller for LLM queries.
     """
 
     _USAGE_LABEL = LLMUsageCategory.DOCUMENT_PERMITTED_USE_DISTRICTS_SUMMARY
@@ -460,6 +446,7 @@ class SolarPermittedUseDistrictsTextExtractor(BaseTextExtractor):
         "- If **no relevant text** is found, return the response: "
         "'No relevant text.'"
     )
+    """Prompt to extract ordinance text for permitted uses"""
 
     SEF_PERMITTED_USES_FILTER_PROMPT = (
         "# CONTEXT #\n"
@@ -504,6 +491,7 @@ class SolarPermittedUseDistrictsTextExtractor(BaseTextExtractor):
         "- If **no relevant text** is found, return the response: "
         "'No relevant text.'"
     )
+    """Prompt to extract ordinance text for permitted uses for SEF"""
 
     async def extract_permitted_uses(self, text_chunks):
         """Extract permitted uses text from input text chunks
@@ -555,9 +543,9 @@ def parsers(self):
         ------
         name : str
             Name describing the type of text output by the parser.
-        parser
-            Parser that takes a `text_chunks` input and outputs parsed
-            text.
+        parser : callable
+            Async function that takes a ``text_chunks`` input and
+            outputs parsed text.
         """
         yield "permitted_use_only_text", self.extract_permitted_uses
         yield "districts_text", self.extract_sef_permitted_uses
diff --git a/compass/extraction/solar/parse.py b/compass/extraction/solar/parse.py
index d65364b64..9c4cd45cb 100644
--- a/compass/extraction/solar/parse.py
+++ b/compass/extraction/solar/parse.py
@@ -192,10 +192,9 @@ class StructuredSolarOrdinanceParser(StructuredSolarParser):
            a decision-tree-based chain-of-thought prompt on the text for
            each value to be extracted.
     Key Relationships:
-        Uses a :class:`~compass.llm.calling.StructuredLLMCaller` for
-        LLM queries and multiple
-        :class:`~compass.extraction.tree.AsyncDecisionTree` instances
-        to guide the extraction of individual values.
+        Uses a StructuredLLMCaller for LLM queries and multiple
+        AsyncDecisionTree instances to guide the extraction of
+        individual values.
     """
 
     async def parse(self, text):
@@ -211,7 +210,7 @@ async def parse(self, text):
 
         Returns
         -------
-        pd.DataFrame | None
+        pandas.DataFrame or None
             DataFrame containing parsed-out ordinance values. Can also
             be ``None`` if a large solar energy system is not found in
             the text.
@@ -472,10 +471,9 @@ class StructuredSolarPermittedUseDistrictsParser(StructuredSolarParser):
            a decision-tree-based chain-of-thought prompt on the text for
            each value to be extracted.
     Key Relationships:
-        Uses a :class:`~compass.llm.calling.StructuredLLMCaller` for
-        LLM queries and multiple
-        :class:`~compass.extraction.tree.AsyncDecisionTree` instances
-        to guide the extraction of individual values.
+        Uses a StructuredLLMCaller for LLM queries and multiple
+        AsyncDecisionTree instances to guide the extraction of
+        individual values.
     """
 
     _LARGE_SEF_CLARIFICATION = (
@@ -548,7 +546,7 @@ async def parse(self, text):
 
         Returns
         -------
-        pd.DataFrame | None
+        pandas.DataFrame or None
             DataFrame containing parsed-out allowed-use district names.
             Can also be ``None`` if a large solar energy system is not
             found in the text.
diff --git a/compass/extraction/wind/graphs.py b/compass/extraction/wind/graphs.py
index 234cd73bf..580cd9e0d 100644
--- a/compass/extraction/wind/graphs.py
+++ b/compass/extraction/wind/graphs.py
@@ -25,7 +25,7 @@ def setup_graph_wes_types(**kwargs):
 
     Returns
     -------
-    nx.DiGraph
+    networkx.DiGraph
         Graph instance that can be used to initialize an
         `elm.tree.DecisionTree`.
     """
@@ -155,7 +155,7 @@ def setup_multiplier(**kwargs):
 
     Returns
     -------
-    nx.DiGraph
+    networkx.DiGraph
         Graph instance that can be used to initialize an
         `elm.tree.DecisionTree`.
     """
@@ -366,7 +366,7 @@ def setup_conditional_min(**kwargs):
 
     Returns
     -------
-    nx.DiGraph
+    networkx.DiGraph
         Graph instance that can be used to initialize an
         `elm.tree.DecisionTree`.
     """
@@ -446,7 +446,7 @@ def setup_conditional_max(**kwargs):
 
     Returns
     -------
-    nx.DiGraph
+    networkx.DiGraph
         Graph instance that can be used to initialize an
         `elm.tree.DecisionTree`.
     """
diff --git a/compass/extraction/wind/ordinance.py b/compass/extraction/wind/ordinance.py
index 90cc01236..722c50079 100644
--- a/compass/extraction/wind/ordinance.py
+++ b/compass/extraction/wind/ordinance.py
@@ -73,8 +73,11 @@ class WindHeuristic(Heuristic):
         "prevailing wind",
         "downwind",
     ]
+    """Words and phrases that indicate text is NOT about WECS"""
     GOOD_TECH_KEYWORDS = ["wind", "setback"]
+    """Words that indicate we should keep a chunk for analysis"""
     GOOD_TECH_ACRONYMS = ["wecs", "wes", "lwet", "uwet", "wef"]
+    """Acronyms for WECS that we want to capture"""
     GOOD_TECH_PHRASES = [
         "wind energy conversion",
         "wind turbine",
@@ -84,6 +87,7 @@ class WindHeuristic(Heuristic):
         "wind energy farm",
         "utility wind energy system",
     ]
+    """Phrases that indicate text is about WECS"""
 
 
 class WindOrdinanceTextCollector(StructuredLLMCaller):
@@ -108,6 +112,7 @@ class WindOrdinanceTextCollector(StructuredLLMCaller):
         f"{_SEARCH_TERMS_OR} for a wind energy system (or wind turbine/tower) "
         "and False otherwise. "
     )
+    """Prompt to check if chunk contains WES ordinance info"""
 
     IS_UTILITY_SCALE_PROMPT = (
         "You are a legal scholar that reads ordinance text and determines "
@@ -126,17 +131,9 @@ class WindOrdinanceTextCollector(StructuredLLMCaller):
         "conversion systems** (or similar) that the client is interested in "
         "and False otherwise."
     )
+    """Prompt to check if chunk is for utility-scale WES"""
 
     def __init__(self, *args, **kwargs):
-        """
-
-        Parameters
-        ----------
-        *args, **kwargs
-            Parameters to pass to the
-            :class:`~compass.llm.calling.StructuredLLMCaller`
-            initializer.
-        """
         super().__init__(*args, **kwargs)
         self._ordinance_chunks = {}
 
@@ -146,8 +143,7 @@ async def check_chunk(self, chunk_parser, ind):
         Parameters
         ----------
         chunk_parser : ParseChunksWithMemory
-            Instance of `ParseChunksWithMemory` that contains a
-            `parse_from_ind` method.
+            Instance that contains a ``parse_from_ind`` method.
         ind : int
             Index of the chunk to check.
 
@@ -249,17 +245,9 @@ class WindPermittedUseDistrictsTextCollector(StructuredLLMCaller):
         "on districts where **large wind energy systems** (or similar) are a "
         "permitted use in and False otherwise."
     )
+    """Prompt to check if chunk contains info on permitted districts"""
 
     def __init__(self, *args, **kwargs):
-        """
-
-        Parameters
-        ----------
-        *args, **kwargs
-            Parameters to pass to the
-            :class:`~compass.llm.calling.StructuredLLMCaller`
-            initializer.
-        """
         super().__init__(*args, **kwargs)
         self._district_chunks = {}
 
@@ -269,8 +257,7 @@ async def check_chunk(self, chunk_parser, ind):
         Parameters
         ----------
         chunk_parser : ParseChunksWithMemory
-            Instance of `ParseChunksWithMemory` that contains a
-            `parse_from_ind` method.
+            Instance that contains a ``parse_from_ind`` method.
         ind : int
             Index of the chunk to check.
 
@@ -332,8 +319,7 @@ class WindOrdinanceTextExtractor(BaseTextExtractor):
            particular ordinance type (e.g. wind zoning for utility-scale
            systems).
     Key Relationships:
-        Uses a :class:`~compass.llm.calling.StructuredLLMCaller` for
-        LLM queries.
+        Uses a StructuredLLMCaller for LLM queries.
     """
 
     WIND_ENERGY_SYSTEM_FILTER_PROMPT = (
@@ -376,6 +362,8 @@ class WindOrdinanceTextExtractor(BaseTextExtractor):
         "- If **no relevant text** is found, return the response: "
         "'No relevant text.'"
     )
+    """Prompt to extract ordinance text for WECS"""
+
     LARGE_WIND_ENERGY_SYSTEM_SECTION_FILTER_PROMPT = (
         "# CONTEXT #\n"
         "We want to reduce the provided excerpt to only contain information "
@@ -430,6 +418,7 @@ class WindOrdinanceTextExtractor(BaseTextExtractor):
         "- If **no relevant text** is found, return the response: "
         "'No relevant text.'"
     )
+    """Prompt to extract ordinance text for utility-scale WECS"""
 
     async def extract_wind_energy_system_section(self, text_chunks):
         """Extract ordinance text from input text chunks for WES
@@ -481,9 +470,9 @@ def parsers(self):
         ------
         name : str
             Name describing the type of text output by the parser.
-        parser
-            Parser that takes a `text_chunks` input and outputs parsed
-            text.
+        parser : callable
+            Async function that takes a ``text_chunks`` input and
+            outputs parsed text.
         """
         yield (
             "wind_energy_systems_text",
@@ -505,8 +494,7 @@ class WindPermittedUseDistrictsTextExtractor(BaseTextExtractor):
            particular ordinance type (e.g. wind zoning for utility-scale
            systems).
     Key Relationships:
-        Uses a :class:`~compass.llm.calling.StructuredLLMCaller` for
-        LLM queries.
+        Uses a StructuredLLMCaller for LLM queries.
     """
 
     _USAGE_LABEL = LLMUsageCategory.DOCUMENT_PERMITTED_USE_DISTRICTS_SUMMARY
@@ -555,6 +543,7 @@ class WindPermittedUseDistrictsTextExtractor(BaseTextExtractor):
         "- If **no relevant text** is found, return the response: "
         "'No relevant text.'"
     )
+    """Prompt to extract ordinance text for permitted uses"""
 
     WES_PERMITTED_USES_FILTER_PROMPT = (
         "# CONTEXT #\n"
@@ -599,6 +588,7 @@ class WindPermittedUseDistrictsTextExtractor(BaseTextExtractor):
         "- If **no relevant text** is found, return the response: "
         "'No relevant text.'"
     )
+    """Prompt to extract ordinance text for permitted uses for WECS"""
 
     async def extract_permitted_uses(self, text_chunks):
         """Extract permitted uses text from input text chunks
@@ -650,9 +640,9 @@ def parsers(self):
         ------
         name : str
             Name describing the type of text output by the parser.
-        parser
-            Parser that takes a `text_chunks` input and outputs parsed
-            text.
+        parser : callable
+            Async function that takes a ``text_chunks`` input and
+            outputs parsed text.
         """
         yield "permitted_use_only_text", self.extract_permitted_uses
         yield "districts_text", self.extract_wes_permitted_uses
diff --git a/compass/extraction/wind/parse.py b/compass/extraction/wind/parse.py
index c63472276..c339879f8 100644
--- a/compass/extraction/wind/parse.py
+++ b/compass/extraction/wind/parse.py
@@ -176,10 +176,9 @@ class StructuredWindOrdinanceParser(StructuredWindParser):
            a decision-tree-based chain-of-thought prompt on the text for
            each value to be extracted.
     Key Relationships:
-        Uses a :class:`~compass.llm.calling.StructuredLLMCaller` for
-        LLM queries and multiple
-        :class:`~compass.extraction.tree.AsyncDecisionTree` instances
-        to guide the extraction of individual values.
+        Uses a StructuredLLMCaller for LLM queries and multiple
+        AsyncDecisionTree instances to guide the extraction of
+        individual values.
     """
 
     async def parse(self, text):
@@ -195,7 +194,7 @@ async def parse(self, text):
 
         Returns
         -------
-        pd.DataFrame | None
+        pandas.DataFrame or None
             DataFrame containing parsed-out ordinance values. Can also
             be ``None`` if a large wind energy system is not found in
             the text.
@@ -469,10 +468,9 @@ class StructuredWindPermittedUseDistrictsParser(StructuredWindParser):
            a decision-tree-based chain-of-thought prompt on the text for
            each value to be extracted.
     Key Relationships:
-        Uses a :class:`~compass.llm.calling.StructuredLLMCaller` for
-        LLM queries and multiple
-        :class:`~compass.extraction.tree.AsyncDecisionTree` instances
-        to guide the extraction of individual values.
+        Uses a StructuredLLMCaller for LLM queries and multiple
+        AsyncDecisionTree instances to guide the extraction of
+        individual values.
     """
 
     _LARGE_WES_CLARIFICATION = (
@@ -546,7 +544,7 @@ async def parse(self, text):
 
         Returns
         -------
-        pd.DataFrame | None
+        pandas.DataFrame or None
             DataFrame containing parsed-out allowed-use district names.
             Can also be ``None`` if a large wind energy system is not
             found in the text.
diff --git a/compass/llm/calling.py b/compass/llm/calling.py
index 76a0859e4..d41dfa72e 100644
--- a/compass/llm/calling.py
+++ b/compass/llm/calling.py
@@ -20,14 +20,15 @@ class BaseLLMCaller:
            :class:`~compass.services.openai.OpenAIService`) to query an
            LLM.
         2. Maintain a useful context to simplify LLM query.
+
             - Typically these classes are initialized with a single LLM
               model (and optionally a usage tracker)
             - This context is passed to every ``Service.call``
               invocation, allowing user to focus on only the message.
-        3. Track message history
-           (:class:`~compass.llm.calling.ChatLLMCaller`)
-           or convert output into JSON
-           (:class:`~compass.llm.calling.StructuredLLMCaller`).
+
+        3. Track message history (ChatLLMCaller) or convert output into
+           JSON (StructuredLLMCaller).
+
     Key Relationships:
         Delegates most of work to underlying ``Service`` class.
     """
@@ -37,15 +38,15 @@ def __init__(self, llm_service, usage_tracker=None, **kwargs):
 
         Parameters
         ----------
-        llm_service : compass.services.base.Service
+        llm_service : Service
             LLM service used for queries.
-        usage_tracker : compass.services.usage.UsageTracker, optional
+        usage_tracker : UsageTracker, optional
             Optional tracker instance to monitor token usage during
             LLM calls. By default, ``None``.
         **kwargs
             Keyword arguments to be passed to the underlying service
-            processing function (i.e. `llm_service.call(**kwargs)`).
-            Should *not* contain the following keys:
+            processing function (i.e. ``llm_service.call(**kwargs)``).
+            Should **not** contain the following keys:
 
                 - usage_sub_label
                 - messages
@@ -58,12 +59,20 @@ def __init__(self, llm_service, usage_tracker=None, **kwargs):
 
 
 class LLMCaller(BaseLLMCaller):
-    """Simple LLM caller, with no memory and no parsing utilities."""
+    """Simple LLM caller, with no memory and no parsing utilities
+
+    See Also
+    --------
+    ChatLLMCaller
+        Chat-like LLM calling functionality.
+    StructuredLLMCaller
+        Structured (JSON) LLM calling functionality.
+    """
 
     async def call(
         self, sys_msg, content, usage_sub_label=LLMUsageCategory.DEFAULT
     ):
-        """Call LLM.
+        """Call LLM
 
         Parameters
         ----------
@@ -92,7 +101,15 @@ async def call(
 
 
 class ChatLLMCaller(BaseLLMCaller):
-    """Class to support chat-like LLM calling functionality."""
+    """Class to support chat-like LLM calling functionality
+
+    See Also
+    --------
+    LLMCaller
+        Simple LLM caller, with no memory and no parsing utilities.
+    StructuredLLMCaller
+        Structured (JSON) LLM calling functionality.
+    """
 
     def __init__(
         self, llm_service, system_message, usage_tracker=None, **kwargs
@@ -105,7 +122,7 @@ def __init__(
             LLM service used for queries.
         system_message : str
             System message to use for chat with LLM.
-        usage_tracker : compass.services.usage.UsageTracker, optional
+        usage_tracker : UsageTracker, optional
             Optional tracker instance to monitor token usage during
             LLM calls. By default, ``None``.
         **kwargs
@@ -122,7 +139,7 @@ def __init__(
         self.messages = [{"role": "system", "content": system_message}]
 
     async def call(self, content, usage_sub_label=LLMUsageCategory.CHAT):
-        """Chat with the LLM.
+        """Chat with the LLM
 
         Parameters
         ----------
@@ -154,12 +171,20 @@ async def call(self, content, usage_sub_label=LLMUsageCategory.CHAT):
 
 
 class StructuredLLMCaller(BaseLLMCaller):
-    """Class to support structured (JSON) LLM calling functionality."""
+    """Class to support structured (JSON) LLM calling functionality
+
+    See Also
+    --------
+    LLMCaller
+        Simple LLM caller, with no memory and no parsing utilities.
+    ChatLLMCaller
+        Chat-like LLM calling functionality.
+    """
 
     async def call(
         self, sys_msg, content, usage_sub_label=LLMUsageCategory.DEFAULT
     ):
-        """Call LLM for structured data retrieval.
+        """Call LLM for structured data retrieval
 
         Parameters
         ----------
@@ -193,7 +218,7 @@ async def call(
 
 
 def _add_json_instructions_if_needed(system_message):
-    """Add JSON instruction to system message if needed."""
+    """Add JSON instruction to system message if needed"""
     if "JSON format" not in system_message:
         logger.debug(
             "JSON instructions not found in system message. Adding..."
diff --git a/compass/llm/config.py b/compass/llm/config.py
index c18486e27..42428f506 100644
--- a/compass/llm/config.py
+++ b/compass/llm/config.py
@@ -68,7 +68,7 @@ def __init__(
 
     @cached_property
     def text_splitter(self):
-        """TextSplitter: Object that can be used to chunk text"""
+        """:class:`~langchain_text_splitters.character.RecursiveCharacterTextSplitter`: Text splitter for ordinance text"""  # noqa: W505, E501
         return RecursiveCharacterTextSplitter(
             RTS_SEPARATORS,
             chunk_size=self.text_splitter_chunk_size,
diff --git a/compass/scripts/download.py b/compass/scripts/download.py
index 14a23591f..f3adad7b4 100644
--- a/compass/scripts/download.py
+++ b/compass/scripts/download.py
@@ -39,7 +39,7 @@ async def download_known_urls(
 
     Parameters
     ----------
-    jurisdiction : :class:`~compass.utilities.location.Jurisdiction`
+    jurisdiction : Jurisdiction
         Jurisdiction instance representing the jurisdiction
         corresponding to the documents.
     urls : iterable of str
@@ -107,7 +107,7 @@ async def find_jurisdiction_website(
 
     Parameters
     ----------
-    jurisdiction : :class:`~compass.utilities.location.Jurisdiction`
+    jurisdiction : Jurisdiction
         Jurisdiction instance representing the jurisdiction to find the
         main webpage for.
     model_configs : dict
@@ -129,13 +129,13 @@ async def find_jurisdiction_website(
         Semaphore instance that can be used to limit the number of
         playwright browsers open concurrently. If ``None``, no limits
         are applied. By default, ``None``.
-    usage_tracker : compass.services.usage.UsageTracker, optional
+    usage_tracker : UsageTracker, optional
         Optional tracker instance to monitor token usage during
         LLM calls. By default, ``None``.
 
     Returns
     -------
-    str | None
+    str or None
         URL for the jurisdiction website, if found; ``None`` otherwise.
     """
     kwargs.update(file_loader_kwargs or {})
@@ -208,11 +208,11 @@ async def download_jurisdiction_ordinances_from_website(
         used for the Google URL search. By default, ``None``.
     browser_config_kwargs : dict, optional
         Dictionary of keyword arguments pairs to initialize the
-        :class:`crawl4ai.async_configs.BrowserConfig` class used for the
+        ``crawl4ai.async_configs.BrowserConfig`` class used for the
         web crawl. By default, ``None``.
     crawler_config_kwargs : dict, optional
         Dictionary of keyword arguments pairs to initialize the
-        :class:`crawl4ai.async_configs.CrawlerConfig` class used for the
+        ``crawl4ai.async_configs.CrawlerConfig`` class used for the
         web crawl. By default, ``None``.
     max_urls : int, optional
         Max number of URLs to check from the website before terminating
@@ -415,7 +415,7 @@ async def download_jurisdiction_ordinance_using_search_engine(
 
     Parameters
     ----------
-    jurisdiction : :class:`~compass.utilities.location.Jurisdiction`
+    jurisdiction : Jurisdiction
         Location objects representing the jurisdiction.
     model_configs : dict
         Dictionary of :class:`~compass.llm.config.LLMConfig` instances.
@@ -442,7 +442,7 @@ async def download_jurisdiction_ordinance_using_search_engine(
         playwright browsers used to download content from the web open
         concurrently. If ``None``, no limits are applied.
         By default, ``None``.
-    usage_tracker : compass.services.usage.UsageTracker, optional
+    usage_tracker : UsageTracker, optional
         Optional tracker instance to monitor token usage during
         LLM calls. By default, ``None``.
 
@@ -514,16 +514,15 @@ async def filter_ordinance_docs(
 
     Parameters
     ----------
-    jurisdiction : :class:`~compass.utilities.location.Jurisdiction`
+    jurisdiction : Jurisdiction
         Location objects representing the jurisdiction.
     model_configs : dict
-        Dictionary of :class:`~compass.llm.config.LLMConfig` instances.
-        Should have at minium a "default" key that is used as a fallback
-        for all tasks.
+        Dictionary of LLMConfig instances. Should have at minium a
+        "default" key that is used as a fallback for all tasks.
     tech : str
         Technology of interest (e.g. "solar", "wind", etc). This is
         used to set up some document validation decision trees.
-    usage_tracker : compass.services.usage.UsageTracker, optional
+    usage_tracker : UsageTracker, optional
         Optional tracker instance to monitor token usage during
         LLM calls. By default, ``None``.
 
diff --git a/compass/scripts/process.py b/compass/scripts/process.py
index 510c2476b..7dafb1058 100644
--- a/compass/scripts/process.py
+++ b/compass/scripts/process.py
@@ -257,7 +257,7 @@ async def process_jurisdictions_with_openai(  # noqa: PLR0917, PLR0913
         all websites on the NREL domain, and the specific file located
         at `www.co.delaware.in.us/documents/1649699794_0382.pdf`.
         By default, ``None``.
-    known_doc_urls : dict | str, optional
+    known_doc_urls : dict or str, optional
         A dictionary where keys are the jurisdiction codes (as strings)
         and values are a string or list of strings representing known
         URL's to check for those jurisdictions. If provided, these URL's
diff --git a/compass/services/base.py b/compass/services/base.py
index b03a470a2..b6c9e4cb7 100644
--- a/compass/services/base.py
+++ b/compass/services/base.py
@@ -26,7 +26,19 @@
 
 
 class Service(ABC):
-    """Abstract base class for a Service that can be queued to run"""
+    """Abstract base class for a Service that can be queued to run
+
+    See Also
+    --------
+    LLMService
+        Base class for LLM services.
+    OpenAIService
+        LLM service for OpenAI models.
+    ~compass.services.cpu.ProcessPoolService
+        Service that contains a ProcessPoolExecutor instance.
+    ~compass.services.threaded.ThreadedService
+        Service that contains a ThreadPoolExecutor instance.
+    """
 
     MAX_CONCURRENT_JOBS = 10_000
     """Max number of concurrent job submissions."""
@@ -53,7 +65,7 @@ async def call(cls, *args, **kwargs):
 
         Returns
         -------
-        obj
+        object
             A response object from the underlying service.
         """
         fut = asyncio.Future()
@@ -117,11 +129,16 @@ async def process(self, *args, **kwargs):
 
 
 class LLMService(Service):
-    """Base class for LLm service
+    """Base class for LLM service
 
     This service differs from other services in that it must be used
     as an object, not as a class. that is, users must initialize it and
     pass it around in functions in order to use it.
+
+    See Also
+    --------
+    OpenAIService
+        LLM service for OpenAI models.
     """
 
     def __init__(self, model_name, rate_limit, rate_tracker, service_tag=None):
@@ -136,9 +153,9 @@ def __init__(self, model_name, rate_limit, rate_tracker, service_tag=None):
             if the rate tracker is set to compute the total over
             minute-long intervals, this value should be the max usage
             per minute.
-        rate_tracker : `TimeBoundedUsageTracker`
-            A TimeBoundedUsageTracker instance. This will be used to
-            track usage per time interval and compare to `rate_limit`.
+        rate_tracker : TimeBoundedUsageTracker
+            Instance used to track usage per time interval and compare
+            to `rate_limit` input.
         service_tag : str, optional
             Optional tag to use to distinguish service (i.e. make unique
             from other services). Must set this if multiple models with
@@ -178,7 +195,7 @@ async def call(self, *args, **kwargs):
 
         Returns
         -------
-        obj
+        object
             A response object from the underlying service.
         """
         fut = asyncio.Future()
diff --git a/compass/services/cpu.py b/compass/services/cpu.py
index 524547e6c..77135bd82 100644
--- a/compass/services/cpu.py
+++ b/compass/services/cpu.py
@@ -50,11 +50,11 @@ async def process(self, fn, pdf_bytes, **kwargs):
 
         Parameters
         ----------
-        doc : elm.web.document.Document
+        doc : elm.web.document.BaseDocument
             Document containing meta information about the file. Must
             have a "source" key in the ``attrs`` dict containing the
             URL, which will be converted to a file name using
-            :func:`compute_fn_from_url`.
+            :func:`elm.web.utilities.compute_fn_from_url`.
         file_content : str or bytes
             File content, typically string text for HTML files and bytes
             for PDF file.
diff --git a/compass/services/openai.py b/compass/services/openai.py
index c38069e83..c8f080490 100644
--- a/compass/services/openai.py
+++ b/compass/services/openai.py
@@ -28,9 +28,10 @@ def usage_from_response(current_usage, response):
         already existing tracking information. Empty dictionaries are
         allowed, in which case the three keys above will be added to
         this input.
-    response : openai.Completion
-        OpenAI Completion object. Must contain a ``usage`` attribute
-        that
+    response : object
+        OpenAI Completion object (``openai.Completion``). Must contain a
+        ``usage`` attribute that contains ``prompt_tokens`` and
+        ``completion_tokens`` counts as attributes.
 
     Returns
     -------
@@ -59,7 +60,7 @@ def count_tokens(messages, model):
         "content" key containing the string to count tokens for.
     model : str
         The OpenAI model being used. This input will be passed to
-        :func:`tiktoken.encoding_for_model`.
+        ``tiktoken.encoding_for_model``.
 
     Returns
     -------
@@ -108,9 +109,10 @@ def __init__(
 
         Parameters
         ----------
-        client : openai.AsyncOpenAI or openai.AsyncAzureOpenAI
-            Async OpenAI client instance. Must have an async
-            `client.chat.completions.create` method.
+        client : object
+            Async OpenAI client instance (``openai.AsyncOpenAI`` or
+            ``openai.AsyncAzureOpenAI``). Must have an async
+            ``client.chat.completions.create`` method.
         model_name : str
             Name of model being used.
         rate_limit : int or float, optional
@@ -118,10 +120,10 @@ def __init__(
             interval is ultimately controlled by the `rate_tracker`
             instance). By default, ``1e3``.
         rate_tracker : TimeBoundedUsageTracker, optional
-            A TimeBoundedUsageTracker instance. This will be used to
-            track usage per time interval and compare to `rate_limit`.
-            If ``None``, a `TimeBoundedUsageTracker` instance is created
-            with default parameters. By default, ``None``.
+            Instance used to track usage per time interval and compare
+            to `rate_limit` input. If ``None``, a
+            TimeBoundedUsageTracker instance is created with default
+            parameters. By default, ``None``.
         service_tag : str, optional
             Optional tag to use to distinguish service (i.e. make unique
             from other services). Must set this if multiple models with
@@ -150,7 +152,7 @@ async def process(
         ----------
         model : str
             OpenAI GPT model to query.
-        usage_tracker : `compass.services.usage.UsageTracker`, optional
+        usage_tracker : UsageTracker, optional
             UsageTracker instance. Providing this input will update your
             tracker with this call's token usage info.
             By default, ``None``.
diff --git a/compass/services/provider.py b/compass/services/provider.py
index 0d7d9066b..5261a5625 100644
--- a/compass/services/provider.py
+++ b/compass/services/provider.py
@@ -168,10 +168,10 @@ def run(cls, services, coroutine):
 
         Parameters
         ----------
-        services : iterable of :class:`compass.services.base.Service`
+        services : iterable of Service
             An iterable (i.e. a list) of Services that are needed to run
             the asynchronous function.
-        coroutine :  coroutine
+        coroutine : callable
             A coroutine that should be run with the services.
 
         Returns
diff --git a/compass/services/queues.py b/compass/services/queues.py
index b9cc80ba3..4ff7e01d0 100644
--- a/compass/services/queues.py
+++ b/compass/services/queues.py
@@ -18,7 +18,7 @@ def initialize_service_queue(service_name):
 
     Returns
     -------
-    asyncio.Queue()
+    asyncio.Queue
         Queue instance for this service.
     """
     return _QUEUES.setdefault(service_name, asyncio.Queue())
diff --git a/compass/services/threaded.py b/compass/services/threaded.py
index 168eb26d3..c5bbb10c9 100644
--- a/compass/services/threaded.py
+++ b/compass/services/threaded.py
@@ -201,11 +201,11 @@ async def process(self, doc, file_content, make_name_unique=False):
 
         Parameters
         ----------
-        doc : elm.web.document.Document
+        doc : elm.web.document.BaseDocument
             Document containing meta information about the file. Must
             have a "source" key in the ``attrs`` dict containing the
             URL, which will be converted to a file name using
-            :func:`compute_fn_from_url`.
+            :func:`elm.web.utilities.compute_fn_from_url`.
         file_content : str or bytes
             File content, typically string text for HTML files and bytes
             for PDF file.
@@ -241,11 +241,11 @@ async def process(self, doc, file_content, make_name_unique=False):
 
         Parameters
         ----------
-        doc : elm.web.document.Document
+        doc : elm.web.document.BaseDocument
             Document containing meta information about the file. Must
             have a "source" key in the ``attrs`` dict containing the
             URL, which will be converted to a file name using
-            :func:`compute_fn_from_url`.
+            :func:`elm.web.utilities.compute_fn_from_url`.
         file_content : str or bytes
             File content, typically string text for HTML files and bytes
             for PDF file.
@@ -301,7 +301,7 @@ async def process(self, doc):
 
         Parameters
         ----------
-        doc : elm.web.document.Document
+        doc : elm.web.document.BaseDocument
             Document containing meta information about the file. Must
             have relevant processing keys in the ``attrs`` dict,
             otherwise the file may not be stored in the output
@@ -375,7 +375,7 @@ async def process(self, tracker):
 
         Parameters
         ----------
-        tracker : elm.ods.services.usage.UsageTracker
+        tracker : UsageTracker
             A usage tracker instance that contains usage info to be
             added to output file.
         """
@@ -425,9 +425,9 @@ async def process(
 
         Parameters
         ----------
-        jurisdiction : compass.utilities.location.Jurisdiction
-            Jurisdiction to record.
-        doc : elm.web.document.Document | None
+        jurisdiction : Jurisdiction
+            The jurisdiction instance to record.
+        doc : elm.web.document.BaseDocument or None
             Document containing meta information about the jurisdiction.
             Must have relevant processing keys in the ``attrs`` dict,
             otherwise the jurisdiction may not be recorded properly.
@@ -436,7 +436,7 @@ async def process(
         seconds_elapsed : int or float
             Total number of seconds it took to look for (and possibly
             parse) this document.
-        usage_tracker : compass.services.usage.UsageTracker, optional
+        usage_tracker : UsageTracker, optional
             Optional tracker instance to monitor token usage during
             LLM calls. By default, ``None``.
         """
diff --git a/compass/services/usage.py b/compass/services/usage.py
index 47a96456a..0df00c332 100644
--- a/compass/services/usage.py
+++ b/compass/services/usage.py
@@ -25,7 +25,7 @@ def __init__(self, value):
 
         Parameters
         ----------
-        value : obj
+        value : object
             Some value to store as an entry.
         """
         self.value = value
@@ -96,7 +96,7 @@ def _discard_old_values(self):
 
 
 class UsageTracker(UserDict):
-    """Rate or AIP usage tracker"""
+    """Rate or API usage tracker"""
 
     UNKNOWN_MODEL_LABEL = "unknown_model"
     """Label used in the usage dictionary for unknown models"""
diff --git a/compass/utilities/enums.py b/compass/utilities/enums.py
index 18ecbd73b..cf0864089 100644
--- a/compass/utilities/enums.py
+++ b/compass/utilities/enums.py
@@ -7,18 +7,31 @@ class LLMUsageCategory(StrEnum):
     """COMPASS LLM usage categories"""
 
     CHAT = auto()
+    """Usage related to general LLM chat calls"""
     DATE_EXTRACTION = auto()
+    """Usage related to date extraction tasks"""
     DECISION_TREE = auto()
+    """Usage related to decision tree calls"""
     DEFAULT = auto()
+    """Usage related to default/fallback calls"""
     DOCUMENT_CONTENT_VALIDATION = auto()
+    """Usage related to document content validation tasks"""
     DOCUMENT_ORDINANCE_SUMMARY = auto()
+    """Usage related to ordinance summary tasks"""
     DOCUMENT_PERMITTED_USE_CONTENT_VALIDATION = auto()
+    """Usage related to permitted use content validation tasks"""
     DOCUMENT_PERMITTED_USE_DISTRICTS_SUMMARY = auto()
+    """Usage related to permitted use districts summary tasks"""
     DOCUMENT_JURISDICTION_VALIDATION = auto()
+    """Usage related to document jurisdiction validation tasks"""
     URL_JURISDICTION_VALIDATION = auto()
+    """Usage related to URL jurisdiction validation tasks"""
     JURISDICTION_MAIN_WEBSITE_VALIDATION = auto()
+    """Usage related to jurisdiction main website validation tasks"""
     ORDINANCE_VALUE_EXTRACTION = auto()
+    """Usage related to ordinance value extraction tasks"""
     PERMITTED_USE_VALUE_EXTRACTION = auto()
+    """Usage related to permitted use value extraction tasks"""
 
 
 class LLMTasks(StrEnum):
diff --git a/compass/utilities/finalize.py b/compass/utilities/finalize.py
index 5775926cf..5eaafe099 100644
--- a/compass/utilities/finalize.py
+++ b/compass/utilities/finalize.py
@@ -61,9 +61,8 @@ def save_run_meta(
         directories used for the run.
     tech : {"wind", "solar"}
         Technology that was the target of the run.
-    start_date, end_date : datetime
-        ``datetime`` instances representing the start and end dates,
-        respectively.
+    start_date, end_date : datetime.datetime
+        Instances representing the start and end dates, respectively.
     num_jurisdictions_searched, num_jurisdictions_found : int
         Total number of jurisdictions that were searched and actually
         found, respectively.
@@ -129,7 +128,7 @@ def doc_infos_to_db(doc_infos):
 
     Parameters
     ----------
-    doc_infos : iter of dicts
+    doc_infos : iterable of dict
         Iterable of dictionaries, where each dictionary has at least the
         following keys:
 
@@ -138,17 +137,15 @@ def doc_infos_to_db(doc_infos):
               extracted
             - "date": Tuple of (year, month, day). Any of the values can
               be ``None``.
-            - "jurisdiction": Instance of
-              :class:`compass.utilities.location.Jurisdiction`
-              representing the jurisdiction associated with these
-              ordinance values.
+            - "jurisdiction": Instance of Jurisdiction representing the
+              jurisdiction associated with these ordinance values.
 
         If this iterable is empty, and empty DataFrame (with the correct
         columns) is returned.
 
     Returns
     -------
-    ordinances : pd.DataFrame
+    ordinances : pandas.DataFrame
         DataFrame containing ordinances collected from all individual
         CSV's.
     count : int
@@ -187,7 +184,7 @@ def save_db(db, out_dir):
 
     Parameters
     ----------
-    db : pd.DataFrame
+    db : pandas.DataFrame
         Pandas DataFrame containing ordinance data to save. Must have
         all columns in :obj:`QUANT_OUT_COLS` and :obj:`QUAL_OUT_COLS`
         as well as a ``"quantitative"`` column that contains a boolean
@@ -279,9 +276,9 @@ def compile_run_summary_message(
 
     Parameters
     ----------
-    total_seconds : int | float
+    total_seconds : int or float
         Total number of seconds the run took to complete.
-    total_cost : int | float
+    total_cost : int or float
         Total cost of the run, in $.
     out_dir : path-like
         Path to output directory where the run results are saved.
diff --git a/compass/utilities/jurisdictions.py b/compass/utilities/jurisdictions.py
index 6c0b34ec9..0dfbe0682 100644
--- a/compass/utilities/jurisdictions.py
+++ b/compass/utilities/jurisdictions.py
@@ -22,7 +22,7 @@ def load_all_jurisdiction_info():
 
     Returns
     -------
-    pd.DataFrame
+    pandas.DataFrame
         DataFrame containing info like names, FIPS, websites, etc. for
         all jurisdictions.
     """
@@ -34,10 +34,10 @@ def jurisdiction_websites(jurisdiction_info=None):
 
     Parameters
     ----------
-    jurisdiction_info : pd.DataFrame, optional
+    jurisdiction_info : pandas.DataFrame, optional
         DataFrame containing jurisdiction names and websites. If
         ``None``, this info is loaded using
-        :func:`load_jurisdiction_info`.
+        :func:`load_all_jurisdiction_info`.
         By default, ``None``.
 
     Returns
@@ -65,7 +65,7 @@ def load_jurisdictions_from_fp(jurisdiction_fp):
 
     Returns
     -------
-    pd.DataFrame
+    pandas.DataFrame
         DataFrame containing jurisdiction info like names, FIPS,
         websites, etc. for all requested jurisdictions (that were
         found).
diff --git a/compass/utilities/logs.py b/compass/utilities/logs.py
index 8e0c00e00..bf44332e3 100644
--- a/compass/utilities/logs.py
+++ b/compass/utilities/logs.py
@@ -118,7 +118,7 @@ def filter(self, record):  # noqa: PLR6301
         return True
 
 
-class LocalProcessQueueHandler(QueueHandler):
+class _LocalProcessQueueHandler(QueueHandler):
     """QueueHandler that works within a single process (locally)"""
 
     def emit(self, record):
@@ -155,7 +155,7 @@ def __init__(self, logger_names, level="INFO"):
         self.logger_names = logger_names
         self.level = level
         self._listener = None
-        self._queue_handler = LocalProcessQueueHandler(LOGGING_QUEUE)
+        self._queue_handler = _LocalProcessQueueHandler(LOGGING_QUEUE)
         self._queue_handler.addFilter(AddLocationFilter())
 
     def _setup_listener(self):
@@ -249,7 +249,7 @@ def __init__(
 
         Parameters
         ----------
-        listener : `LoggingListener`
+        listener : LogListener
             A listener instance. The file handler will be added to this
             listener.
         log_dir : path-like
@@ -260,7 +260,7 @@ def __init__(
             contain only characters valid in a file name.
         level : str, optional
             Log level. By default, ``"INFO"``.
-        max_teardown_time : int | float, default=30
+        max_teardown_time : int or float, default=30
             Max number of seconds to wait for logs to flush to file
             before unhooking the handler from the queue listener.
             By default, ``30``.
@@ -288,7 +288,7 @@ def _setup_handler(self):
 
     def _setup_exception_handler(self):
         """Setup file handler for tracking errors for this location"""
-        self._exception_handler = JsonExceptionFileHandler(
+        self._exception_handler = _JsonExceptionFileHandler(
             self.log_dir / f"{self.location} exceptions.json", encoding="utf-8"
         )
         self._exception_handler.addFilter(LocationFilter(self.location))
@@ -373,10 +373,10 @@ def filter(self, record):  # noqa: D102, PLR6301
         return bool(record.exc_info)
 
 
-class JsonFormatter(logging.Formatter):
+class _JsonFormatter(logging.Formatter):
     """Formatter that converts a record into a dictionary"""
 
-    def format(self, record):  # noqa: D102
+    def format(self, record):
         exc_info = record.exc_info
         exc_text = None
         if exc_info:
@@ -405,7 +405,7 @@ def format(self, record):  # noqa: D102
         }
 
 
-class JsonExceptionFileHandler(logging.Handler):
+class _JsonExceptionFileHandler(logging.Handler):
     """File handler that writes exception info to JSON file"""
 
     def __init__(self, filename, encoding="utf-8"):
@@ -416,7 +416,7 @@ def __init__(self, filename, encoding="utf-8"):
         filename : path-like
             Path to file where JSON output on exceptions should be
             stored.
-        encoding : str, optional
+        encoding : str, default="utf-8"
             File read/write encoding. By default, ``"utf-8"``.
         """
         super().__init__()
@@ -436,7 +436,7 @@ def _init_hooks(self):
 
         self.addFilter(ExceptionOnlyFilter())
         self.setLevel(logging.ERROR)
-        self.setFormatter(JsonFormatter())
+        self.setFormatter(_JsonFormatter())
 
     def emit(self, record):
         """Log the specified logging record to a JSON file
diff --git a/compass/utilities/parsing.py b/compass/utilities/parsing.py
index fd4a512a3..f0caa38fb 100644
--- a/compass/utilities/parsing.py
+++ b/compass/utilities/parsing.py
@@ -129,7 +129,7 @@ def num_ordinances_in_doc(doc, exclude_features=None):
 
     Parameters
     ----------
-    doc : elm.web.document.Document
+    doc : elm.web.document.BaseDocument
         Document potentially containing ordinances for a jurisdiction.
         If no ordinance values are found, this function returns ``0``.
     exclude_features : iterable of str, optional
@@ -154,7 +154,7 @@ def num_ordinances_dataframe(data, exclude_features=None):
 
     Parameters
     ----------
-    data : pd.DataFrame
+    data : pandas.DataFrame
         DataFrame potentially containing ordinances for a jurisdiction.
         If no ordinance values are found, this function returns ``0``.
     exclude_features : iterable of str, optional
@@ -178,7 +178,7 @@ def ordinances_bool_index(data):
 
     Parameters
     ----------
-    data : pd.DataFrame
+    data : pandas.DataFrame
         DataFrame potentially containing ordinances for a jurisdiction.
         If no ordinance values are found, this function returns ``0``.
 
diff --git a/compass/validation/content.py b/compass/validation/content.py
index 480459cba..a7c478797 100644
--- a/compass/validation/content.py
+++ b/compass/validation/content.py
@@ -194,25 +194,25 @@ def _count_phrase_matches(self, heuristics_text):
     @property
     @abstractmethod
     def NOT_TECH_WORDS(self):  # noqa: N802
-        """iter: Iterable of words that don't pertain to the tech"""
+        """:class:`~collections.abc.Iterable`: Not tech keywords"""
         raise NotImplementedError
 
     @property
     @abstractmethod
     def GOOD_TECH_KEYWORDS(self):  # noqa: N802
-        """iter: Iterable of keywords that pertain to the tech"""
+        """:class:`~collections.abc.Iterable`: Tech keywords"""
         raise NotImplementedError
 
     @property
     @abstractmethod
     def GOOD_TECH_ACRONYMS(self):  # noqa: N802
-        """iter: Iterable of acronyms that pertain to the tech"""
+        """:class:`~collections.abc.Iterable`: Tech acronyms"""
         raise NotImplementedError
 
     @property
     @abstractmethod
     def GOOD_TECH_PHRASES(self):  # noqa: N802
-        """iter: Iterable of phrases that pertain to the tech"""
+        """:class:`~collections.abc.Iterable`: Tech phrases"""
         raise NotImplementedError
 
 
@@ -226,6 +226,7 @@ class LegalTextValidator(StructuredLLMCaller):
         "enforceable bans)** and filter out text that was extracted from "
         "anything other than a legal statute for an existing jurisdiction."
     )
+    """System message for legal text validation LLM calls"""
 
     def __init__(
         self, tech, *args, score_threshold=0.8, doc_is_from_ocr=False, **kwargs
@@ -242,9 +243,7 @@ def __init__(
             check for the whole document to be considered legal text.
             By default, ``0.8``.
         *args, **kwargs
-            Parameters to pass to the
-            :class:`~compass.llm.calling.StructuredLLMCaller`
-            initializer.
+            Parameters to pass to the StructuredLLMCaller initializer.
         """
         super().__init__(*args, **kwargs)
         self.tech = tech
@@ -266,8 +265,7 @@ async def check_chunk(self, chunk_parser, ind):
         Parameters
         ----------
         chunk_parser : ParseChunksWithMemory
-            Instance of `ParseChunksWithMemory` that contains a
-            `parse_from_ind` method.
+            Instance that contains a ``parse_from_ind`` method.
         ind : int
             Index of the chunk to check.
 
@@ -328,9 +326,9 @@ async def parse_by_chunks(
     Parameters
     ----------
     chunk_parser : ParseChunksWithMemory
-        Instance of `ParseChunksWithMemory` that contains the attributes
-        `text_chunks` and `num_to_recall`. The chunks in the
-        `text_chunks` attribute will be iterated over.
+        Instance that contains the attributes ``text_chunks`` and
+        ``num_to_recall``. The chunks in the ``text_chunks`` attribute
+        will be iterated over.
     heuristic : Heuristic
         Instance of `Heuristic` with a `check` method. This should be a
         fast check meant to quickly dispose of chunks of text. Any chunk
diff --git a/compass/validation/graphs.py b/compass/validation/graphs.py
index 5f3d74a42..31c2287d9 100644
--- a/compass/validation/graphs.py
+++ b/compass/validation/graphs.py
@@ -17,7 +17,7 @@ def setup_graph_correct_document_type(**kwargs):
 
     Returns
     -------
-    nx.DiGraph
+    networkx.DiGraph
         Graph instance that can be used to initialize an
         `elm.tree.DecisionTree`.
     """
@@ -281,14 +281,14 @@ def setup_graph_correct_jurisdiction_type(jurisdiction, **kwargs):
 
     Parameters
     ----------
-    jurisdiction : compass.utilities.location.Jurisdiction
+    jurisdiction : Jurisdiction
         Jurisdiction for which validation is being performed.
     **kwargs
         Keyword-value pairs to add to graph.
 
     Returns
     -------
-    nx.DiGraph
+    networkx.DiGraph
         Graph instance that can be used to initialize an
         `elm.tree.DecisionTree`.
     """
@@ -501,14 +501,14 @@ def setup_graph_correct_jurisdiction_from_url(jurisdiction, **kwargs):
 
     Parameters
     ----------
-    jurisdiction : compass.utilities.location.Jurisdiction
+    jurisdiction : Jurisdiction
         Jurisdiction for which validation is being performed.
     **kwargs
         Keyword-value pairs to add to graph.
 
     Returns
     -------
-    nx.DiGraph
+    networkx.DiGraph
         Graph instance that can be used to initialize an
         `elm.tree.DecisionTree`.
     """
diff --git a/compass/validation/location.py b/compass/validation/location.py
index 4def34af8..0d2145c02 100644
--- a/compass/validation/location.py
+++ b/compass/validation/location.py
@@ -29,15 +29,15 @@ class DTreeURLJurisdictionValidator(BaseLLMCaller):
         "they contain information about jurisdictions. Only ever answer "
         "based on the information in the URL itself."
     )
+    """System message for URL jurisdiction validation LLM calls"""
 
     def __init__(self, jurisdiction, **kwargs):
         """
 
         Parameters
         ----------
-        structured_llm_caller : `StructuredLLMCaller`
-            StructuredLLMCaller instance. Used for structured validation
-            queries.
+        structured_llm_caller : StructuredLLMCaller
+            Instance used for structured validation queries.
         **kwargs
             Additional keyword arguments to pass to the
             :class:`~compass.llm.calling.BaseLLMCaller` instance.
@@ -90,19 +90,21 @@ class DTreeJurisdictionValidator(BaseLLMCaller):
     """Jurisdiction Validation using a decision tree"""
 
     META_SCORE_KEY = "Jurisdiction Validation Score"
+    """Key in doc.attrs where score is stored"""
+
     SYSTEM_MESSAGE = (
         "You are a legal expert assisting a user with determining the scope "
         "of applicability for their legal ordinance documents."
     )
+    """System message for jurisdiction validation LLM calls"""
 
     def __init__(self, jurisdiction, **kwargs):
         """
 
         Parameters
         ----------
-        structured_llm_caller : `StructuredLLMCaller`
-            StructuredLLMCaller instance. Used for structured validation
-            queries.
+        structured_llm_caller : StructuredLLMCaller
+            Instance used for structured validation queries.
         **kwargs
             Additional keyword arguments to pass to the
             :class:`~compass.llm.calling.BaseLLMCaller` instance.
@@ -162,8 +164,8 @@ class JurisdictionValidator:
         1. Use a combination of heuristics and LLM queries to determine
            whether or not a document pertains to a particular county.
     Key Relationships:
-        Uses a :class:`~compass.llm.calling.StructuredLLMCaller` for
-        LLM queries and delegates sub-validation to
+        Uses a StructuredLLMCaller for LLM queries and delegates
+        sub-validation to
         :class:`DTreeJurisdictionValidator`,
         and :class:`DTreeURLJurisdictionValidator`.
     """
@@ -176,10 +178,8 @@ def __init__(self, score_thresh=0.8, text_splitter=None, **kwargs):
         score_thresh : float, optional
             Score threshold to exceed when voting on content from raw
             pages. By default, ``0.8``.
-        text_splitter : TextSplitter, optional
-            Optional
-            :class:`langchain_text_splitters.character.TextSplitter`
-            text splitter instance to attach to doc (used for
+        text_splitter : LCTextSplitter, optional
+            Optional text splitter instance to attach to doc (used for
             splitting out pages in an HTML document).
             By default, ``None``.
         **kwargs
@@ -195,7 +195,7 @@ async def check(self, doc, jurisdiction):
 
         Parameters
         ----------
-        doc : :class:`elm.web.document.BaseDocument`
+        doc : elm.web.document.BaseDocument
             Document instance. Should contain a "source" key in the
             ``attrs`` that contains a URL (used for the URL validation
             check). Raw content will be parsed for county name and
@@ -252,6 +252,7 @@ class JurisdictionWebsiteValidator:
         "jurisdiction. Only ever answer based on the information from the "
         "website itself."
     )
+    """System message for main jurisdiction website validation calls"""
 
     def __init__(
         self, browser_semaphore=None, file_loader_kwargs=None, **kwargs
diff --git a/compass/web/website_crawl.py b/compass/web/website_crawl.py
index c4f635dc7..d71694a37 100644
--- a/compass/web/website_crawl.py
+++ b/compass/web/website_crawl.py
@@ -82,7 +82,7 @@ def _assign_value(self, text):
         return score
 
 
-class Link(c4AILink):
+class _Link(c4AILink):
     """Crawl4AI Link subclass with a few utilities"""
 
     def __hash__(self):
@@ -155,7 +155,7 @@ def __init__(
             initialize the playwright instances used for the crawl.
             By default, ``None``.
         already_visited : set, optional
-            A set of URLs (either strings or :class:``Link`` objects)
+            A set of URLs (either strings or ``Link`` objects)
             that have already been visited. This is used to avoid
             re-visiting links that have already been checked.
             By default, ``None``.
@@ -212,7 +212,7 @@ async def run(
         on_new_page_visit_hook : callable, optional
             An async callable that is called every time a new page is
             found during the crawl. The callable should accept a single
-            argument, which is the page :class:`Link` instance.
+            argument, which is the page ``Link`` instance.
             If ``None``, no additional processing is done on new pages.
             By default, ``None``.
 
@@ -267,7 +267,7 @@ async def _run(
             prev_len = len(self._out_docs)
             await self._run(
                 base_url,
-                link=Link(
+                link=_Link(
                     title=next_link["title"],
                     href=next_link["href"],
                     base_domain=base_url,
@@ -312,7 +312,7 @@ def _reset_crawl(self, base_url):
         self._out_docs = []
         self._already_visited = {}
         base_url = _sanitize_url(base_url)
-        return base_url, Link(
+        return base_url, _Link(
             title="Landing Page",
             href=_sanitize_url(urljoin(base_url, base_url.split(" ")[0])),
             base_domain=base_url,
@@ -530,7 +530,7 @@ def _extract_links_from_html(text, base_url):
     ]
 
     return {
-        Link(
+        _Link(
             title=title,
             href=_sanitize_url(urljoin(base_url, path)),
             base_domain=base_url,
diff --git a/docs/source/conf.py b/docs/source/conf.py
index e2cda62dc..09b52e872 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -60,15 +60,16 @@
 ]
 
 intersphinx_mapping = {
-    "python": ("https://docs.python.org/3/", None),
-    "numpy": ("https://numpy.org/doc/stable/", None),
-    "pandas": ("https://pandas.pydata.org/pandas-docs/stable", None),
+    "elm": ("https://nrel.github.io/elm", None),
+    "lc": ("https://python.langchain.com/api_reference/", None),
     "matplotlib": ("https://matplotlib.org/stable", None),
     "networkx": ("https://networkx.org/documentation/stable", None),
-    "sqlalchemy": ("https://docs.sqlalchemy.org/en/20/", None),
-    "psycopg": ("https://www.psycopg.org/psycopg3/docs", None),
+    "numpy": ("https://numpy.org/doc/stable/", None),
+    "pandas": ("https://pandas.pydata.org/pandas-docs/stable", None),
     "plotly": ("https://plotly.com/python-api-reference", None),
-    "elm": ("https://nrel.github.io/elm", None),
+    "psycopg": ("https://www.psycopg.org/psycopg3/docs", None),
+    "python": ("https://docs.python.org/3/", None),
+    "sqlalchemy": ("https://docs.sqlalchemy.org/en/20/", None),
 }
 
 # Add any paths that contain templates here, relative to this directory.
@@ -108,6 +109,9 @@
 # Avoid errors with self-signed certificates
 tls_verify = False
 
+# Avoid warning about api.rst not in TOC
+suppress_warnings = ["toc.not_included"]
+
 # -- Options for HTML output -------------------------------------------------
 
 # The theme to use for HTML and HTML Help pages.  See the documentation for
@@ -200,26 +204,64 @@
         "COMPASS Documentation",
         author,
         "COMPASS",
-        "Geospatial Analysis Pipelines.",
         "Miscellaneous",
     ),
 ]
 
 
-def skip_pydantic_methods(app, what, name, obj, skip, options):
-    if name in (
+def skip_external_methods(app, what, name, obj, skip, options):
+    if name in {
+        "clear",
+        "pop",
+        "popitem",
+        "setdefault",
+        "update",
+    } and "MutableMapping" in str(obj):
+        return True
+
+    if name in {"copy", "fromkeys"} and "UsageTracker" in str(obj):
+        return True
+
+    if name in {"items", "keys", "values"} and "Mapping" in str(obj):
+        return True
+
+    if name in {"copy", "get"} and "UserDict" in str(obj):
+        return True
+
+    if name in {
         "model_dump_json",
         "model_json_schema",
         "model_dump",
         "model_construct",
         "model_copy",
-    ):
+        "model_fields",
+        "model_computed_fields",
+        "model_rebuild",
+        "model_parametrized_name",
+        "model_post_init",
+        "model_validate",
+        "model_validate_json",
+        "model_validate_strings",
+        "copy",
+        "construct",
+        "dict",
+        "from_orm",
+        "json",
+        "parse_file",
+        "parse_obj",
+        "parse_raw",
+        "schema",
+        "schema_json",
+        "update_forward_refs",
+        "validate",
+    } and "BaseModel" in str(obj):
         return True
+
     return None
 
 
 def setup(app):
-    app.connect("autodoc-skip-member", skip_pydantic_methods)
+    app.connect("autodoc-skip-member", skip_external_methods)
 
 
 # -- Extension configuration -------------------------------------------------
@@ -234,14 +276,14 @@ def setup(app):
 mermaid_version = "11.6.0"
 numpy_show_class_member = True
 napoleon_google_docstring = False
-napoleon_use_param = False
 napoleon_use_ivar = False
 napoleon_use_rtype = False
 napoleon_preprocess_types = True
+napoleon_use_param = True
 napoleon_type_aliases = {
     # general terms
     "sequence": ":term:`sequence`",
-    "iterable": ":term:`iterable`",
+    "iterable": ":class:`~collections.abc.Iterable`",
     "callable": ":py:func:`callable`",
     "dict_like": ":term:`dict-like <mapping>`",
     "dict-like": ":term:`dict-like <mapping>`",
@@ -282,8 +324,27 @@ def setup(app):
     "Series": "~pandas.Series",
     "DataFrame": "~pandas.DataFrame",
     "Categorical": "~pandas.Categorical",
-    "Path": "~~pathlib.Path",
+    "Path": "~pathlib.Path",
     # objects with abbreviated namespace (from pandas)
     "pd.Index": "~pandas.Index",
     "pd.NaT": "~pandas.NaT",
+    # Langchain
+    "LCTextSplitter": ":class:`~langchain_text_splitters.base.TextSplitter`",
+    "RCTextSplitter": ":class:`~langchain_text_splitters.character.RecursiveCharacterTextSplitter`",
+    # fixing ELM docstrings
+    "nx.DiGraph": ":class:`networkx.DiGraph`",
+    "ApiBase": ":class:`~elm.base.ApiBase`",
+    # objects from COMPASS
+    "AsyncDecisionTree": ":class:`~compass.common.tree.AsyncDecisionTree`",
+    "Jurisdiction": ":class:`~compass.utilities.location.Jurisdiction`",
+    "LLMCaller": ":class:`~compass.llm.calling.LLMCaller`",
+    "ChatLLMCaller": ":class:`~compass.llm.calling.ChatLLMCaller`",
+    "StructuredLLMCaller": ":class:`~compass.llm.calling.StructuredLLMCaller`",
+    "Service": ":class:`~compass.services.base.Service`",
+    "LLMService": ":class:`~compass.services.base.LLMService`",
+    "OpenAIService": ":class:`~compass.services.openai.OpenAIService`",
+    "TimeBoundedUsageTracker": ":class:`~compass.services.usage.TimeBoundedUsageTracker`",
+    "UsageTracker": ":class:`~compass.services.usage.UsageTracker`",
+    "ParseChunksWithMemory": ":class:`~compass.validation.content.ParseChunksWithMemory`",
+    "WindOrdinanceTextExtractor": ":class:`~compass.extraction.wind.ordinance.WindOrdinanceTextExtractor`",
 }
diff --git a/docs/source/dev/README.rst b/docs/source/dev/README.rst
index 332507ee3..6def65ac9 100644
--- a/docs/source/dev/README.rst
+++ b/docs/source/dev/README.rst
@@ -191,6 +191,9 @@ As such, please adhere to these guidelines:
             For example, use ``:class:`plotly.graph_objects.Figure```, which renders as :class:`plotly.graph_objects.Figure`
         * Networkx: ``networkx``
             For example, use ``:class:`~networkx.MultiDiGraph```, which renders as :class:`~networkx.MultiDiGraph`
+        * langchain_text_splitters : ``langchain_text_splitters``
+            For example, use ``:class:`~langchain_text_splitters.character.RecursiveCharacterTextSplitter```,
+            which renders as :class:`~langchain_text_splitters.character.RecursiveCharacterTextSplitter`
         * elm: ``elm``
             For example, use ``:class:`elm.web.document.PDFDocument```, which renders as :class:`elm.web.document.PDFDocument`
 
@@ -199,7 +202,7 @@ To check your docstring additions/updates, you can build a local version of the
 
 .. code-block:: shell
 
-    pixi r -e pdoc make-html
+    pixi r -e pdoc python-doc
 
 After running this command, simply open ``docs/_build/html/index.html`` using your favorite browser, e.g.:
 
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@@ -8707,7 +8707,7 @@ environments:
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       - pypi: https://files.pythonhosted.org/packages/eb/8d/776adee7bbf76365fdd7f2552710282c79a4ead5d2a46408c9043a2b70ba/networkx-3.5-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/4d/66/7d9e26593edda06e8cb531874633f7c2372279c3b0f46235539fe546df8b/nltk-3.9.1-py3-none-any.whl
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+      - pypi: https://files.pythonhosted.org/packages/e9/c3/ccfcdc784727414ba21bfcdd8b551d97daadc694d7ccbc9f7bf3568d9f21/NREL_elm-0.0.30-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a0/66/404e1cea32ebd39f519d757b7c0c9e5a71e0ce2bac4a70d2098d3ab248f3/nrel_rex-0.4.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/9a/a5/bf3db6e66c4b160d6ea10b534c381a1955dfab34cb1017ea93aa33c70ed3/numpy-2.3.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/38/87/6ad18ce0e7b910e3706480451df48ff9e0af3b55e5db565adafd68a0706a/openai-1.108.1-py3-none-any.whl
@@ -9024,7 +9024,7 @@ environments:
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       - pypi: https://files.pythonhosted.org/packages/eb/8d/776adee7bbf76365fdd7f2552710282c79a4ead5d2a46408c9043a2b70ba/networkx-3.5-py3-none-any.whl
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-      - pypi: https://files.pythonhosted.org/packages/21/fc/884f5df7dcbd561a2be2f6c94f1cf47f7180ee304217a46e3c98f47ee2c6/nrel_elm-0.0.29-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e9/c3/ccfcdc784727414ba21bfcdd8b551d97daadc694d7ccbc9f7bf3568d9f21/NREL_elm-0.0.30-py3-none-any.whl
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@@ -9294,7 +9294,7 @@ environments:
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+      - pypi: https://files.pythonhosted.org/packages/e9/c3/ccfcdc784727414ba21bfcdd8b551d97daadc694d7ccbc9f7bf3568d9f21/NREL_elm-0.0.30-py3-none-any.whl
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@@ -9566,7 +9566,7 @@ environments:
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+      - pypi: https://files.pythonhosted.org/packages/e9/c3/ccfcdc784727414ba21bfcdd8b551d97daadc694d7ccbc9f7bf3568d9f21/NREL_elm-0.0.30-py3-none-any.whl
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@@ -23377,15 +23377,15 @@ packages:
   timestamp: 1733408419340
 - pypi: ./
   name: nrel-compass
-  version: 0.9.1.dev11+g0bb307f.d20251018
-  sha256: 3284c40a700567c6bd4489734f1f941862baf893ef62b3831d9866759619a139
+  version: 0.9.1.dev34+g66795ea.d20251021
+  sha256: e97408171f135facbf5e139a74c893309252e6db67972a730bedc97e859655cb
   requires_dist:
   - click>=8.1.7,<9
   - html5lib>=1.1,<2
   - langchain-text-splitters>=1.0.0,<2
   - networkx>=3.4.2,<4
   - nltk>=3.9.1,<4
-  - nrel-elm>=0.0.29,<1
+  - nrel-elm>=0.0.30,<1
   - openai>=1.1.0
   - pandas>=2.2.3,<3
   - pdftotext>=2.2.2,<3
@@ -23421,10 +23421,10 @@ packages:
   - twine>=6.1.0,<7 ; extra == 'build'
   requires_python: '>=3.12'
   editable: true
-- pypi: https://files.pythonhosted.org/packages/21/fc/884f5df7dcbd561a2be2f6c94f1cf47f7180ee304217a46e3c98f47ee2c6/nrel_elm-0.0.29-py3-none-any.whl
+- pypi: https://files.pythonhosted.org/packages/e9/c3/ccfcdc784727414ba21bfcdd8b551d97daadc694d7ccbc9f7bf3568d9f21/NREL_elm-0.0.30-py3-none-any.whl
   name: nrel-elm
-  version: 0.0.29
-  sha256: b0dca139b3ecfaed580763665e5ba495cad44b52dcadc1cd069e196847f62c63
+  version: 0.0.30
+  sha256: c52ebb189db0f152ad2ec9adce0ef6d39fe0f7b7b5c65b664ec909621784c1f9
   requires_dist:
   - openai>=1.1.0
   - aiohttp
diff --git a/pyproject.toml b/pyproject.toml
index 7d7d0122e..aee8c0f67 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -37,7 +37,7 @@ dependencies = [
   "langchain-text-splitters>=1.0.0,<2",
   "networkx>=3.4.2,<4",
   "nltk>=3.9.1,<4",
-  "nrel-elm>=0.0.29,<1",
+  "nrel-elm>=0.0.30,<1",
   "openai>=1.1.0",
   "pandas>=2.2.3,<3",
   "pdftotext>=2.2.2,<3",
@@ -105,7 +105,7 @@ fallback_version = "9999"
 git_describe_command = [ "git", "describe", "--dirty", "--tags", "--long", "--match", "v*[0-9]*" ]
 version_file = "compass/_version.py"
 
-[tool.pixi.project]
+[tool.pixi.workspace]
 channels = ["conda-forge", "microsoft", "anaconda", "main"]
 platforms = ["win-64", "osx-arm64", "osx-64", "linux-64", "linux-aarch64"]
 
@@ -131,7 +131,7 @@ tests-p = "pytest --durations=20 tests/python"
 # it = "pytest --durations=20 tests/integration"
 
 [tool.pixi.feature.python-doc.tasks]
-make-html = { cmd = "make html", cwd = "docs"}
+python-doc = { cmd = "make html", cwd = "docs", env = { SPHINXOPTS = "--fail-on-warning --keep-going --nitpicky" }}
 
 [tool.pixi.feature.python-build.tasks]
 build-wheels = { cmd = "uv build --sdist --wheel --out-dir dist/ ." }
diff --git a/tests/python/web/test_web_crawl.py b/tests/python/web/test_web_crawl.py
index 63d26d9e1..1fc62af7a 100644
--- a/tests/python/web/test_web_crawl.py
+++ b/tests/python/web/test_web_crawl.py
@@ -5,20 +5,20 @@
 import pytest
 from crawl4ai.models import Link as TestLink
 
-from compass.web.website_crawl import Link
+from compass.web.website_crawl import _Link
 
 
 def test_link_equality():
     """Test equality of Link instances"""
 
-    assert Link() == Link()
-    assert Link() == Link(title="test")
-    assert Link() == Link(text="test")
-    assert Link() == Link(base_domain="test")
-    assert Link() != Link(href="test")
+    assert _Link() == _Link()
+    assert _Link() == _Link(title="test")
+    assert _Link() == _Link(text="test")
+    assert _Link() == _Link(base_domain="test")
+    assert _Link() != _Link(href="test")
 
     link1 = TestLink(title="test", href="http://example.com/test")
-    link2 = Link(title="Test", href="http://example.com/test")
+    link2 = _Link(title="Test", href="http://example.com/test")
 
     assert link1 == link2
     assert link2 == "http://example.com/test"
@@ -31,15 +31,15 @@ def test_link_equality():
         "http://example.com/test3",
     }
 
-    assert "http://example.com/test" in {link2}
+    assert link2 == "http://example.com/test"
 
 
 def test_link_consistent_domain():
     """Test `Link.consistent_domain` property"""
 
-    assert Link().consistent_domain
-    assert not Link(base_domain="example.com").consistent_domain
-    assert Link(
+    assert _Link().consistent_domain
+    assert not _Link(base_domain="example.com").consistent_domain
+    assert _Link(
         href="example.com/test", base_domain="example.com"
     ).consistent_domain
 
@@ -47,10 +47,10 @@ def test_link_consistent_domain():
 def test_link_resembles_pdf():
     """Test `Link.resembles_pdf` property"""
 
-    assert not Link().resembles_pdf
-    assert Link(title="example.pdf").consistent_domain
-    assert Link(href="example.pdf").consistent_domain
-    assert not Link(base_domain="example.pdf").consistent_domain
+    assert not _Link().resembles_pdf
+    assert _Link(title="example.pdf").resembles_pdf
+    assert _Link(href="example.pdf").resembles_pdf
+    assert not _Link(base_domain="example.pdf").resembles_pdf
 
 
 if __name__ == "__main__":