diff --git a/Cargo.lock b/Cargo.lock
index 2921f386..a23e2915 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -3136,7 +3136,7 @@ dependencies = [
 
 [[package]]
 name = "graphql-orm-ai-tool-profiles"
-version = "0.10.3"
+version = "0.10.4"
 dependencies = [
  "async-graphql",
  "async-graphql-parser",
diff --git a/Cargo.toml b/Cargo.toml
index 5582326f..cd748517 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -38,7 +38,7 @@ futures = "0.3"
 getrandom = "0.3"
 graphql-composition = "=0.12.2"
 graphql-orm = { path = "crates/graphql-orm", version = "0.30.0", default-features = false }
-graphql-orm-ai-tool-profiles = { path = "crates/graphql-orm-ai-tool-profiles", version = "0.10.3" }
+graphql-orm-ai-tool-profiles = { path = "crates/graphql-orm-ai-tool-profiles", version = "0.10.4" }
 graphql-orm-backup = { path = "crates/graphql-orm-backup", version = "0.7.2", default-features = false }
 graphql-orm-operation-catalog = { path = "crates/graphql-orm-operation-catalog", version = "0.4.0" }
 graphql-orm-router-protocol = { path = "crates/graphql-orm-router-protocol", version = "0.2.1" }
diff --git a/crates/graphql-orm-ai-tool-profiles/CHANGELOG.md b/crates/graphql-orm-ai-tool-profiles/CHANGELOG.md
index 5b2c6a9f..10e6c4d8 100644
--- a/crates/graphql-orm-ai-tool-profiles/CHANGELOG.md
+++ b/crates/graphql-orm-ai-tool-profiles/CHANGELOG.md
@@ -3,13 +3,29 @@ title: "graphql-orm-ai-tool-profiles changelog"
 kind: reference
 status: active
 owner: graphql-orm-ai-maintainers
-last_reviewed: 2026-09-01
+last_reviewed: 2026-09-02
 review_by: 2027-02-11
 supersedes: []
 ---
 
 # Changelog
 
+## [0.10.4] - 2026-09-02
+
+### Fixed
+
+- Capability discovery now ranks public resolver descriptions and root
+  operation identity ahead of incidental nested-field vocabulary, splits
+  PascalCase public names into searchable terms, and uses explicit mechanical
+  result shape only to break semantic ties.
+
+### Security
+
+- A weak shape match can no longer displace a resolver-authored semantic match.
+  Shape metadata alone still cannot admit an otherwise unrelated capability,
+  and exact namespace, kind, entity/operation, authority and execution checks
+  remain unchanged.
+
 ## [0.10.3] - 2026-09-01
 
 ### Added
diff --git a/crates/graphql-orm-ai-tool-profiles/Cargo.toml b/crates/graphql-orm-ai-tool-profiles/Cargo.toml
index ea55b370..ac7ed714 100644
--- a/crates/graphql-orm-ai-tool-profiles/Cargo.toml
+++ b/crates/graphql-orm-ai-tool-profiles/Cargo.toml
@@ -1,6 +1,6 @@
 [package]
 name = "graphql-orm-ai-tool-profiles"
-version = "0.10.3"
+version = "0.10.4"
 edition = "2024"
 authors = ["Toby Martin <toby@dastari.net>"]
 description = "Backend-neutral GraphQL AI tool profile compiler and manifest contracts"
diff --git a/crates/graphql-orm-ai-tool-profiles/MIGRATION.md b/crates/graphql-orm-ai-tool-profiles/MIGRATION.md
index 1b71fa29..bf60c863 100644
--- a/crates/graphql-orm-ai-tool-profiles/MIGRATION.md
+++ b/crates/graphql-orm-ai-tool-profiles/MIGRATION.md
@@ -3,13 +3,22 @@ title: "graphql-orm-ai-tool-profiles migration guide"
 kind: reference
 status: active
 owner: graphql-orm-ai-maintainers
-last_reviewed: 2026-09-01
+last_reviewed: 2026-09-02
 review_by: 2027-02-11
 supersedes: []
 ---
 
 # Migration Guide
 
+## 0.10.3 to 0.10.4: resolver-first semantic discovery ranking
+
+Adopt `graphql-orm-ai-tool-profiles` 0.10.4 from one reviewed full monorepo
+revision. No capability-index wire shape or execution contract changes.
+Discovery now tokenizes PascalCase public names, ranks public resolver/root
+semantics ahead of nested field vocabulary, and uses explicit result shape only
+as a semantic tie-breaker. Hosts should retain exact namespace, kind and
+entity/operation filters whenever they know those canonical values.
+
 ## 0.10.2 to 0.10.3: proof-bearing pre-dispatch provider failure
 
 Adopt `graphql-orm-ai-tool-profiles` 0.10.3 with `graphql-orm-ai` 0.95.12 from
diff --git a/crates/graphql-orm-ai-tool-profiles/README.md b/crates/graphql-orm-ai-tool-profiles/README.md
index 7cc90cd2..32889445 100644
--- a/crates/graphql-orm-ai-tool-profiles/README.md
+++ b/crates/graphql-orm-ai-tool-profiles/README.md
@@ -3,7 +3,7 @@ title: "graphql-orm-ai-tool-profiles"
 kind: reference
 status: active
 owner: graphql-orm-ai-maintainers
-last_reviewed: 2026-09-01
+last_reviewed: 2026-09-02
 review_by: 2027-02-11
 supersedes: []
 ---
@@ -24,7 +24,7 @@ are separate runtime decisions and must remain default-deny.
 
 ```toml
 [dependencies]
-graphql-orm-ai-tool-profiles = { git = "https://github.com/Dastari/graphql-orm.git", rev = "<reviewed-full-40-character-commit-sha>", version = "0.10.3" }
+graphql-orm-ai-tool-profiles = { git = "https://github.com/Dastari/graphql-orm.git", rev = "<reviewed-full-40-character-commit-sha>", version = "0.10.4" }
 serde_json = "1"
 ```
 
@@ -134,12 +134,15 @@ semantic summaries and exact fingerprints. It intentionally contains no JSON
 Schema, GraphQL document/SDL, database name, resolver URL, policy expression,
 credential, authority or secret/hidden field.
 
-`AiCapabilityIndex::search` provides bounded deterministic discovery with
-exact namespace/kind/entity filters and stable ID tie-breaking. Explicit list,
-details, search, keyset, or aggregate intent ranks the matching compiler-owned
-operation shape first; public entity, execution-target, and namespace relevance
-rank next. Every candidate still requires positive lexical relevance, and
-non-matching shapes remain eligible. Search
+`AiCapabilityIndex::search` provides bounded deterministic semantic discovery
+with exact namespace/kind/entity filters and stable ID tie-breaking. Public
+resolver descriptions, operation/name/entity identity, execution target and
+namespace rank ahead of nested field or relationship vocabulary. Explicit
+mechanical result-shape intent is only a tie-breaker among otherwise relevant
+candidates, so a weak list-shaped match cannot displace a resolver whose
+description names the requested business result. PascalCase operation and
+entity names contribute their component terms. Every candidate still requires
+positive semantic relevance, and non-matching shapes remain eligible. Search
 returns exact candidate/index/schema/semantic/target-policy fingerprints but
 grants no authority. Each entry also carries conservative compiler-owned root
 and total result-record bounds for later planning. The runtime package owns
diff --git a/crates/graphql-orm-ai-tool-profiles/src/capability_index.rs b/crates/graphql-orm-ai-tool-profiles/src/capability_index.rs
index e1aeac1a..8602e63b 100644
--- a/crates/graphql-orm-ai-tool-profiles/src/capability_index.rs
+++ b/crates/graphql-orm-ai-tool-profiles/src/capability_index.rs
@@ -832,11 +832,15 @@ fn entry_matches_query(entry: &AiCapabilityIndexEntry, query: &AiCapabilitySearc
 
 #[derive(Clone, Copy, Debug, Eq, Ord, PartialEq, PartialOrd)]
 struct SearchRank {
+    root_semantics: u64,
+    nested_semantics: u64,
     shape: u8,
-    entity: u16,
-    target: u16,
-    namespace: u16,
-    lexical: u64,
+}
+
+impl SearchRank {
+    fn has_semantic_match(self) -> bool {
+        self.root_semantics > 0 || self.nested_semantics > 0
+    }
 }
 
 fn rank_entries<'a>(
@@ -851,7 +855,7 @@ fn rank_entries<'a>(
         .filter(|(_, entry)| entry_matches_query(entry, query))
         .filter_map(|(target_id, entry)| {
             let rank = search_rank(target_id, entry, &terms, shape_intent);
-            (rank.lexical > 0).then_some((rank, entry))
+            rank.has_semantic_match().then_some((rank, entry))
         })
         .collect::<Vec<_>>();
     ranked.sort_by(|left, right| {
@@ -1356,7 +1360,8 @@ fn search_rank(
     terms: &BTreeSet<String>,
     shape_intent: Option<AiCapabilityOperationShape>,
 ) -> SearchRank {
-    let mut score = 0_u64;
+    let mut root_semantics = 0_u64;
+    let mut nested_semantics = 0_u64;
     let id = search_terms(entry.id.as_str());
     let name = search_terms(&entry.name);
     let operation = search_terms(&entry.operation_name);
@@ -1366,6 +1371,7 @@ fn search_rank(
         .map(search_terms)
         .unwrap_or_default();
     let target = search_terms(target_id.as_str());
+    let namespace = search_terms(&entry.namespace);
     let description = search_terms(&entry.description);
     let relationships = entry
         .relationships
@@ -1383,24 +1389,23 @@ fn search_rank(
         .flat_map(|field| search_terms(&format!("{} {}", field.name, field.description)))
         .collect::<BTreeSet<_>>();
     for term in terms {
-        if search_shape_term(term) && entry.operation_shape != AiCapabilityOperationShape::Custom {
+        if search_shape_term(term) {
             continue;
         }
-        score += u64::from(id.contains(term)) * 10;
-        score += u64::from(name.contains(term)) * 9;
-        score += u64::from(operation.contains(term)) * 8;
-        score += u64::from(entity.contains(term)) * 8;
-        score += u64::from(relationships.contains(term)) * 7;
-        score += u64::from(fields.contains(term)) * 4;
-        score += u64::from(description.contains(term)) * 3;
+        root_semantics += u64::from(id.contains(term)) * 12;
+        root_semantics += u64::from(name.contains(term)) * 11;
+        root_semantics += u64::from(operation.contains(term)) * 10;
+        root_semantics += u64::from(entity.contains(term)) * 9;
+        root_semantics += u64::from(target.contains(term)) * 8;
+        root_semantics += u64::from(namespace.contains(term)) * 8;
+        root_semantics += u64::from(description.contains(term)) * 7;
+        nested_semantics += u64::from(relationships.contains(term)) * 3;
+        nested_semantics += u64::from(fields.contains(term)) * 2;
     }
     SearchRank {
+        root_semantics,
+        nested_semantics,
         shape: u8::from(shape_intent == Some(entry.operation_shape)),
-        entity: u16::try_from(terms.intersection(&entity).count()).unwrap_or(u16::MAX),
-        target: u16::try_from(terms.intersection(&target).count()).unwrap_or(u16::MAX),
-        namespace: u16::try_from(terms.intersection(&search_terms(&entry.namespace)).count())
-            .unwrap_or(u16::MAX),
-        lexical: score,
     }
 }
 
@@ -1447,13 +1452,43 @@ fn search_terms(value: &str) -> BTreeSet<String> {
 }
 
 fn search_tokens(value: &str) -> Vec<String> {
-    value
-        .split(|character: char| !character.is_ascii_alphanumeric())
-        .filter_map(|term| {
-            let term = semantic_key(term);
-            (!term.is_empty()).then_some(term)
-        })
-        .collect()
+    let bytes = value.as_bytes();
+    let mut tokens = Vec::new();
+    let mut token = String::new();
+    for (index, byte) in bytes.iter().copied().enumerate() {
+        if !byte.is_ascii_alphanumeric() {
+            push_search_token(&mut tokens, &mut token);
+            continue;
+        }
+        let previous = index
+            .checked_sub(1)
+            .and_then(|previous| bytes.get(previous));
+        let next = bytes.get(index + 1);
+        let camel_boundary = !token.is_empty()
+            && byte.is_ascii_uppercase()
+            && previous.is_some_and(|previous| {
+                previous.is_ascii_lowercase()
+                    || previous.is_ascii_digit()
+                    || (previous.is_ascii_uppercase() && next.is_some_and(u8::is_ascii_lowercase))
+            });
+        if camel_boundary {
+            push_search_token(&mut tokens, &mut token);
+        }
+        token.push(char::from(byte));
+    }
+    push_search_token(&mut tokens, &mut token);
+    tokens
+}
+
+fn push_search_token(tokens: &mut Vec<String>, token: &mut String) {
+    if token.is_empty() {
+        return;
+    }
+    let semantic = semantic_key(token);
+    token.clear();
+    if !semantic.is_empty() {
+        tokens.push(semantic);
+    }
 }
 
 fn semantic_key(value: &str) -> String {
@@ -1683,6 +1718,120 @@ mod tests {
         );
     }
 
+    #[test]
+    fn resolver_description_semantics_outrank_incidental_nested_list_matches() {
+        let semantic = semantic_catalogue();
+        let target_id = GraphqlExecutionTargetId::parse("communications-service").expect("target");
+        let mut mailbox = static_entry(
+            descriptor(
+                "communications.query.activity",
+                "Returns messages from the monitored support mailbox for operator triage.",
+                0,
+            ),
+            &target_id,
+            "schema-v1",
+            &semantic.fingerprint,
+            "policy-v1",
+        )
+        .expect("mailbox entry");
+        mailbox.kind = AiCapabilityKind::GeneratedQuery;
+        mailbox.name = "CurrentActivity".to_owned();
+        mailbox.operation_name = "CurrentActivity".to_owned();
+        mailbox.operation_shape = AiCapabilityOperationShape::Custom;
+        mailbox.fingerprint = entry_fingerprint(&mailbox);
+
+        let mut records = static_entry(
+            descriptor("records.query.customer_cards", "List customer records.", 0),
+            &target_id,
+            "schema-v1",
+            &semantic.fingerprint,
+            "policy-v1",
+        )
+        .expect("record entry");
+        records.kind = AiCapabilityKind::GeneratedQuery;
+        records.name = "List CustomerRecord".to_owned();
+        records.entity_name = Some("CustomerRecord".to_owned());
+        records.operation_name = "CustomerRecords".to_owned();
+        records.operation_shape = AiCapabilityOperationShape::List;
+        records.relationships = vec![AiCapabilityRelationshipSummary {
+            name: "Assignments".to_owned(),
+            description: "Recent support activity associated with the customer.".to_owned(),
+            target_entity: "Assignment".to_owned(),
+            to_many: true,
+            arguments: BTreeSet::new(),
+        }];
+        records.fingerprint = entry_fingerprint(&records);
+
+        let entries =
+            BTreeMap::from([(mailbox.id.clone(), mailbox), (records.id.clone(), records)]);
+        let index = AiCapabilityIndex {
+            version: AI_CAPABILITY_INDEX_VERSION,
+            target_id,
+            schema_fingerprint: "schema-v1".to_owned(),
+            semantic_catalogue_fingerprint: semantic.fingerprint,
+            target_policy_fingerprint: "policy-v1".to_owned(),
+            entries,
+            fingerprint: "a".repeat(64),
+            limits: AiCapabilityIndexLimits::default(),
+        };
+        let result = index
+            .search(&AiCapabilitySearchQuery {
+                text: "list recent messages from the support mailbox".to_owned(),
+                namespace: None,
+                kind: Some(AiCapabilityKind::GeneratedQuery),
+                entity_or_operation: None,
+                maximum_results: 1,
+            })
+            .expect("resolver-hint search");
+        assert_eq!(result.candidates.len(), 1);
+        assert_eq!(
+            result.candidates[0].id.as_str(),
+            "communications.query.activity"
+        );
+    }
+
+    #[test]
+    fn camel_case_operation_names_supply_searchable_semantic_terms() {
+        let semantic = semantic_catalogue();
+        let target_id = GraphqlExecutionTargetId::parse("application").expect("target");
+        let mut entry = static_entry(
+            descriptor("application.query.activity", "Returns bounded records.", 0),
+            &target_id,
+            "schema-v1",
+            &semantic.fingerprint,
+            "policy-v1",
+        )
+        .expect("entry");
+        entry.kind = AiCapabilityKind::GeneratedQuery;
+        entry.name = "MonitoredMailboxMessages".to_owned();
+        entry.operation_name = "MonitoredMailboxMessages".to_owned();
+        entry.fingerprint = entry_fingerprint(&entry);
+        let index = AiCapabilityIndex {
+            version: AI_CAPABILITY_INDEX_VERSION,
+            target_id,
+            schema_fingerprint: "schema-v1".to_owned(),
+            semantic_catalogue_fingerprint: semantic.fingerprint,
+            target_policy_fingerprint: "policy-v1".to_owned(),
+            entries: BTreeMap::from([(entry.id.clone(), entry)]),
+            fingerprint: "b".repeat(64),
+            limits: AiCapabilityIndexLimits::default(),
+        };
+        let result = index
+            .search(&AiCapabilitySearchQuery {
+                text: "mailbox messages".to_owned(),
+                namespace: None,
+                kind: Some(AiCapabilityKind::GeneratedQuery),
+                entity_or_operation: None,
+                maximum_results: 1,
+            })
+            .expect("camel-case search");
+        assert_eq!(result.candidates.len(), 1);
+        assert_eq!(
+            result.candidates[0].operation_name,
+            "MonitoredMailboxMessages"
+        );
+    }
+
     #[test]
     fn ordinary_request_vocabulary_does_not_infer_operation_shape() {
         for text in [
diff --git a/crates/graphql-orm-ai/docs/implementation-status.md b/crates/graphql-orm-ai/docs/implementation-status.md
index 6dd22a29..aaea9030 100644
--- a/crates/graphql-orm-ai/docs/implementation-status.md
+++ b/crates/graphql-orm-ai/docs/implementation-status.md
@@ -3,7 +3,7 @@ title: "Implementation Status"
 kind: reference
 status: active
 owner: graphql-orm-ai-maintainers
-last_reviewed: 2026-09-01
+last_reviewed: 2026-09-02
 review_by: 2027-02-01
 supersedes: []
 ---
@@ -12,7 +12,7 @@ supersedes: []
 
 `graphql-orm-ai` is at crate version `0.95.14` with AI schema module
 `0.64.0`. It uses workspace `graphql-orm` `0.30.0`, backend-neutral
-`graphql-orm-ai-tool-profiles` `0.10.3`, and external `agql-auth`
+`graphql-orm-ai-tool-profiles` `0.10.4`, and external `agql-auth`
 `0.19.0` at `1d2e9fe2e1576105212a7b340a11abf8cad0382d`.
 
 Completed stateless local-provider turns can carry a proof-bearing contained
diff --git a/crates/graphql-orm/tests/fixtures/backend-coexistence/Cargo.lock b/crates/graphql-orm/tests/fixtures/backend-coexistence/Cargo.lock
index 4fcb9281..234b7643 100644
--- a/crates/graphql-orm/tests/fixtures/backend-coexistence/Cargo.lock
+++ b/crates/graphql-orm/tests/fixtures/backend-coexistence/Cargo.lock
@@ -1329,7 +1329,7 @@ dependencies = [
 
 [[package]]
 name = "graphql-orm-ai"
-version = "0.95.13"
+version = "0.95.14"
 dependencies = [
  "agql-auth",
  "async-graphql",
@@ -1357,7 +1357,7 @@ dependencies = [
 
 [[package]]
 name = "graphql-orm-ai-tool-profiles"
-version = "0.10.3"
+version = "0.10.4"
 dependencies = [
  "async-graphql",
  "async-graphql-parser",
diff --git a/docs/plans/active/ai-production-readiness/README.md b/docs/plans/active/ai-production-readiness/README.md
index 3991e7d9..684f0020 100644
--- a/docs/plans/active/ai-production-readiness/README.md
+++ b/docs/plans/active/ai-production-readiness/README.md
@@ -3,8 +3,8 @@ title: GraphQL ORM AI production-readiness plan
 kind: plan
 status: active
 owner: graphql-orm-ai-maintainers
-last_reviewed: 2026-08-16
-review_by: 2026-09-01
+last_reviewed: 2026-09-02
+review_by: 2026-10-01
 supersedes:
   - crates/graphql-orm-ai/docs/completion-plan.md
 ---
@@ -59,7 +59,7 @@ retention, or restore proofs remain closed.
 
 ## Current checkpoint
 
-Package 0.81.0 and AI schema module 0.60.0 provide the protected runtime,
+Package 0.95.14 and AI schema module 0.64.0 provide the protected runtime,
 provider adapters, exact completed-batch adoption, retention foundations,
 restore planning, and readiness observation contracts. Database-derived
 collection covers bounded conservative run classification, approval and
diff --git a/docs/plans/active/documentation-experience/README.md b/docs/plans/active/documentation-experience/README.md
index fa8d3b71..3f345854 100644
--- a/docs/plans/active/documentation-experience/README.md
+++ b/docs/plans/active/documentation-experience/README.md
@@ -3,8 +3,8 @@ title: Documentation experience plan
 kind: plan
 status: active
 owner: workspace-maintainers
-last_reviewed: 2026-08-12
-review_by: 2026-09-01
+last_reviewed: 2026-09-02
+review_by: 2026-10-01
 supersedes: []
 ---
 
diff --git a/docs/reference/workspace-packages.md b/docs/reference/workspace-packages.md
index 59674264..86e4b4aa 100644
--- a/docs/reference/workspace-packages.md
+++ b/docs/reference/workspace-packages.md
@@ -20,7 +20,7 @@ changes.
 | --- | --- | --- | --- | --- |
 | `graphql-orm` | `0.30.0` | `crates/graphql-orm` | `sqlite` | `graphql-orm-macros`, `graphql-orm-operation-catalog`, `graphql-orm-router-protocol` (dev-only) |
 | `graphql-orm-ai` | `0.95.14` | `crates/graphql-orm-ai` | `sqlite` | `graphql-orm`, `graphql-orm-ai-tool-profiles`, `graphql-orm-storage` |
-| `graphql-orm-ai-tool-profiles` | `0.10.3` | `crates/graphql-orm-ai-tool-profiles` | none | `graphql-orm-operation-catalog`, `graphql-orm-router-protocol` (dev-only) |
+| `graphql-orm-ai-tool-profiles` | `0.10.4` | `crates/graphql-orm-ai-tool-profiles` | none | `graphql-orm-operation-catalog`, `graphql-orm-router-protocol` (dev-only) |
 | `graphql-orm-backup` | `0.7.2` | `crates/graphql-orm-backup` | `local` | `graphql-orm` (optional), `graphql-orm-storage` |
 | `graphql-orm-macros` | `0.30.0` | `crates/graphql-orm-macros` | `sqlite` | none |
 | `graphql-orm-operation-catalog` | `0.4.0` | `crates/graphql-orm-operation-catalog` | none | `graphql-orm-router-protocol` (optional) |
diff --git a/docs/templates/investigation.md b/docs/templates/investigation.md
index 323b14a9..9b33727d 100644
--- a/docs/templates/investigation.md
+++ b/docs/templates/investigation.md
@@ -3,8 +3,8 @@ title: TEMPLATE Investigation
 kind: investigation
 status: draft
 owner: workspace-maintainers
-last_reviewed: 2026-08-01
-review_by: 2026-09-01
+last_reviewed: 2026-09-02
+review_by: 2026-10-01
 supersedes: []
 ---
 
diff --git a/docs/templates/plan.md b/docs/templates/plan.md
index 9b5c79a0..ad42a016 100644
--- a/docs/templates/plan.md
+++ b/docs/templates/plan.md
@@ -3,8 +3,8 @@ title: TEMPLATE Active initiative plan
 kind: plan
 status: draft
 owner: workspace-maintainers
-last_reviewed: 2026-08-01
-review_by: 2026-09-01
+last_reviewed: 2026-09-02
+review_by: 2026-10-01
 supersedes: []
 ---