diff --git a/plugins/gitea/.apm/skills/gitea-labels-milestones/SKILL.md b/plugins/gitea/.apm/skills/gitea-labels-milestones/SKILL.md
index 67fd8d8..c6f505e 100644
--- a/plugins/gitea/.apm/skills/gitea-labels-milestones/SKILL.md
+++ b/plugins/gitea/.apm/skills/gitea-labels-milestones/SKILL.md
@@ -24,7 +24,7 @@ allowed-tools: Bash mcp__gitea__label_read mcp__gitea__label_write mcp__gitea__m
 
 - **Applying a label takes a numeric ID, but issue/PR responses slim labels down to name strings.** An issue's existing labels yield no IDs — resolve name → ID with `label_read`.
 - **`pull_request_read` returns `milestone` as a bare title string** where `issue_read` returns `{id, title}` — recover the milestone's ID by listing milestones and matching the title.
-- **`Kind/*`/`Priority/*`/`Status/*` exclusivity is a client-side convention.** `exclusive` is an org-labels-only flag, so applying a label in such a scope must replace the one already there, not stack on it.
+- **Never assume a `Kind/*`/`Priority/*`/`Status/*` scope is exclusive — read each label's own `exclusive` field.** `list_repo_labels` returns it per repo label, it is not org-only, and where it is `true` Gitea enforces one-per-scope itself. Replacing rather than stacking on a label whose `exclusive` is `false` destroys a valid label.
 
 ## Step 1 — Resolve owner, repo and org
 
@@ -36,7 +36,9 @@ git remote get-url origin
 
 If origin is not set or the URL is not a Gitea URL, stop and report: "No Gitea remote found — set origin to your Gitea instance URL."
 
-The `*_org_label*` methods take `org`, not `owner`/`repo`. Pass that same `owner` as `org` — it is the org name whenever the owner is an organisation, and the remote URL does not say whether it is one. So let the call itself decide: a failure means the owner is a user account with no org label pool, which is an answer, not an error to report.
+The `*_org_label*` methods take `org`, not `owner`/`repo`. Pass that same `owner` as `org` — it is the org name whenever the owner is an organisation, and the remote URL does not say whether it is one.
+
+Read the failure text before interpreting it. `list_org_labels` needs the `read:organization` token scope, which this skill's declared scopes (`write:issue`, `write:repository`) do not carry, so it fails with `token does not have at least one of required scope(s), required=[read:organization]` *before* it ever determines org-vs-user. Report that: the org pool went unchecked, not empty. Only a not-found response is evidence the owner is a user account with no org pool.
 
 ## Step 2 — Dispatch
 
diff --git a/plugins/gitea/.apm/skills/gitea-labels-milestones/references/label-inference.md b/plugins/gitea/.apm/skills/gitea-labels-milestones/references/label-inference.md
index 0f7ddab..5a3e96f 100644
--- a/plugins/gitea/.apm/skills/gitea-labels-milestones/references/label-inference.md
+++ b/plugins/gitea/.apm/skills/gitea-labels-milestones/references/label-inference.md
@@ -12,19 +12,24 @@ description) to this repo's `Kind/*` / `Priority/*` / `Status/*` label taxonomy.
 `gitea-issues` and `gitea-prs` before creating or updating an issue/PR, and directly when the user
 asks to label something without naming exact labels.
 
-## Scoped labels are mutually exclusive — replace, don't stack
+## Exclusivity is per label — read it, never infer it
 
-Each of `Kind/*`, `Priority/*`, `Status/*` is treated as a scoped-label group by convention (the `/`
-delimiter naming pattern). Gitea's `exclusive` flag — the mechanism that would let the server itself
-enforce one-label-per-scope — is documented as an org-labels-only setting, and the repo-level
-`label_write` methods used here don't accept it at all. So exclusivity within these scopes is a
-convention this skill enforces client-side, not something the server guarantees: applying a new
-label within a scope is expected to replace any existing label in that same scope on the target
-issue/PR, not add alongside it. When inference
-selects a `Priority/High` label and the issue already carries `Priority/Medium`, the write should
-result in only `Priority/High` remaining — use `replace_labels` scoped to that group's labels, or at
-minimum remove the superseded label before adding the new one. Never leave two labels from the same
-scope applied at once.
+Gitea's `exclusive` flag is a real per-label boolean returned by `list_repo_labels`, and where it is
+`true` the server enforces one-label-per-scope itself. It is not an org-only setting, and the `/`
+delimiter in a name says nothing about it. Verified on `Defame1297/holocron`: every `Priority/*`,
+`Reviewed/*` and `Status/*` label is `exclusive: true`, while every `Kind/*` label — and
+`Compat/Breaking` — is `exclusive: false` and is used stacked.
+
+So read each candidate label's own `exclusive` value from the resolution call and branch on it:
+
+- **`exclusive: true`** — the server drops the sibling on write. Add the label and let it; do not
+  pre-remove the label already there, and do not compute a replacement set client-side. Inferring
+  `Priority/High` onto an issue carrying `Priority/Medium` needs no special handling.
+- **`exclusive: false`** — **add alongside, never replace.** Stripping a co-existing label in the
+  same scope destroys a valid one: an issue can legitimately carry `Kind/Bug` and `Kind/Security`
+  at once.
+
+There is no client-side exclusivity convention for this skill to enforce.
 
 ## Signal → label mapping
 
@@ -57,16 +62,18 @@ scope applied at once.
 1. Read the conversation context (issue/PR title, body, or the triggering discussion) for the
    signals above.
 2. Call `label_read method: "list_repo_labels"` (see `references/labels.md`) to get the current
-   label set with IDs — inference must never guess an ID, only a name, then resolve it. Because
-   `exclusive` is an org-labels-only flag, this taxonomy plausibly lives at org scope too: for any
-   inferred name absent from the repo pool, also call `label_read method: "list_org_labels"` with
-   `org` set to the repo's `owner` before treating it as unresolved. A failure there means the owner
-   is a user account, not an organisation, so no org pool exists and the name is genuinely absent.
-3. Match inferred label names against the resolved list (case-insensitive). If a scope group
-   already has a different label applied on the target and a new one is inferred for that same
-   scope, plan to replace rather than add (see above).
+   label set with IDs and each label's `exclusive` value — inference must never guess an ID, only a
+   name, then resolve it. Both pools can apply to one issue, so for any inferred name absent from
+   the repo pool, also call `label_read method: "list_org_labels"` with `org` set to the repo's
+   `owner` before treating it as unresolved. Read that call's failure text: a
+   `required=[read:organization]` scope error means the org pool was never queried — report the
+   missing token scope rather than reporting the label unresolved. Only a not-found response means
+   there is no org pool and the name is genuinely absent.
+3. Match inferred label names against the resolved list (case-insensitive) and carry each match's
+   `exclusive` value forward: `true` means the server replaces the sibling on write, `false` means
+   the label is added alongside whatever is already applied (see above).
 4. **Low-confidence inference omits the label.** If no signal confidently maps to a `Kind/*` value,
    do not guess — omit `Kind/*` entirely rather than default to one. `Priority/Medium` is the one
    exception: it's the explicit default when no urgency signal is present, not a guess.
-5. Hand the resolved IDs (plus which scopes to replace) to the caller's `issue_write`/
+5. Hand the resolved IDs, each with its `exclusive` value, to the caller's `issue_write`/
    `pull_request_write` call — this skill does not apply labels to an issue or PR itself.
diff --git a/plugins/gitea/.apm/skills/gitea-labels-milestones/references/labels.md b/plugins/gitea/.apm/skills/gitea-labels-milestones/references/labels.md
index 63939f4..f6e9b40 100644
--- a/plugins/gitea/.apm/skills/gitea-labels-milestones/references/labels.md
+++ b/plugins/gitea/.apm/skills/gitea-labels-milestones/references/labels.md
@@ -37,7 +37,7 @@ or **org-scoped** labels — never both in one call. Pick the method family (`*_
 | `name` | string | required for create |
 | `color` | string | hex `#RRGGBB`, required for create |
 | `description` | string | optional |
-| `exclusive` | boolean | org labels only |
+| `exclusive` | boolean | accepted as a *write* param on org creates only — repo labels still carry and enforce `exclusive`, set outside this tool surface |
 | `is_archived` | boolean | repo labels only |
 
 Note: unlike `milestone_read`/`milestone_write`, `owner`/`repo`/`org` are **not** schema-required on
@@ -53,6 +53,12 @@ label_read  method: "list_repo_labels"  owner: <owner>  repo: <repo>  per_page:
 Paginate (`page: 1, 2, ...`) until the returned count is less than `per_page`. This is the only way
 to build a complete name → ID map — there is no lookup-by-name endpoint.
 
+Every returned repo label carries its own `exclusive` boolean; the field is not org-only. Verified on
+`Defame1297/holocron`: all `Priority/*`, `Reviewed/*` and `Status/*` labels are `exclusive: true`,
+while all `Kind/*` labels and `Compat/Breaking` are `exclusive: false`. Where it is `true` Gitea
+enforces one-label-per-scope server-side; where it is `false` labels in that scope stack legitimately.
+Read the field — never infer exclusivity from the `/` in a name.
+
 ## Get one label
 
 ```
@@ -65,8 +71,10 @@ There is no direct name lookup. List all repo labels (paginating if needed), sca
 case-insensitive name match, and extract `id`. Both pools can apply to one issue: if the name is
 not in `list_repo_labels`, also check `list_org_labels` before reporting it unresolved. That method
 takes `org`, not `owner`/`repo` — pass the repo's `owner` as `org`, which is what it means when the
-owner is an organisation. If that call fails, the owner is a user account, there is no org pool, and
-the miss is a real miss.
+owner is an organisation. Its failure modes are not interchangeable. `token does not have at least
+one of required scope(s), required=[read:organization]` means the org pool was never queried — report
+that missing scope rather than reporting the label unresolved. Only a not-found response means the
+owner is a user account with no org pool, making the miss a real miss.
 
 Resolution is the required first step before any label application on an issue or PR — the actual
 `add_labels`/`replace_labels`/`remove_label` call lives in `gitea-issues`/`gitea-prs` via
@@ -83,7 +91,10 @@ label_write  method: "create_repo_label"
 ```
 
 For an org label, use `method: "create_org_label"` with `org:` instead of `owner`/`repo`, and
-`exclusive: true` if the label belongs to a mutually-exclusive scope group.
+`exclusive: true` if the label belongs to a mutually-exclusive scope group. `label_write` accepts
+`exclusive` on org methods only, so a repo label's exclusivity cannot be set or cleared through this
+tool — it is set in the Gitea UI or against the REST API directly, and read back via
+`list_repo_labels`.
 
 ## Edit a label
 
diff --git a/plugins/gitea/skills/gitea-labels-milestones/SKILL.md b/plugins/gitea/skills/gitea-labels-milestones/SKILL.md
index 67fd8d8..c6f505e 100644
--- a/plugins/gitea/skills/gitea-labels-milestones/SKILL.md
+++ b/plugins/gitea/skills/gitea-labels-milestones/SKILL.md
@@ -24,7 +24,7 @@ allowed-tools: Bash mcp__gitea__label_read mcp__gitea__label_write mcp__gitea__m
 
 - **Applying a label takes a numeric ID, but issue/PR responses slim labels down to name strings.** An issue's existing labels yield no IDs — resolve name → ID with `label_read`.
 - **`pull_request_read` returns `milestone` as a bare title string** where `issue_read` returns `{id, title}` — recover the milestone's ID by listing milestones and matching the title.
-- **`Kind/*`/`Priority/*`/`Status/*` exclusivity is a client-side convention.** `exclusive` is an org-labels-only flag, so applying a label in such a scope must replace the one already there, not stack on it.
+- **Never assume a `Kind/*`/`Priority/*`/`Status/*` scope is exclusive — read each label's own `exclusive` field.** `list_repo_labels` returns it per repo label, it is not org-only, and where it is `true` Gitea enforces one-per-scope itself. Replacing rather than stacking on a label whose `exclusive` is `false` destroys a valid label.
 
 ## Step 1 — Resolve owner, repo and org
 
@@ -36,7 +36,9 @@ git remote get-url origin
 
 If origin is not set or the URL is not a Gitea URL, stop and report: "No Gitea remote found — set origin to your Gitea instance URL."
 
-The `*_org_label*` methods take `org`, not `owner`/`repo`. Pass that same `owner` as `org` — it is the org name whenever the owner is an organisation, and the remote URL does not say whether it is one. So let the call itself decide: a failure means the owner is a user account with no org label pool, which is an answer, not an error to report.
+The `*_org_label*` methods take `org`, not `owner`/`repo`. Pass that same `owner` as `org` — it is the org name whenever the owner is an organisation, and the remote URL does not say whether it is one.
+
+Read the failure text before interpreting it. `list_org_labels` needs the `read:organization` token scope, which this skill's declared scopes (`write:issue`, `write:repository`) do not carry, so it fails with `token does not have at least one of required scope(s), required=[read:organization]` *before* it ever determines org-vs-user. Report that: the org pool went unchecked, not empty. Only a not-found response is evidence the owner is a user account with no org pool.
 
 ## Step 2 — Dispatch
 
diff --git a/plugins/gitea/skills/gitea-labels-milestones/references/label-inference.md b/plugins/gitea/skills/gitea-labels-milestones/references/label-inference.md
index 0f7ddab..5a3e96f 100644
--- a/plugins/gitea/skills/gitea-labels-milestones/references/label-inference.md
+++ b/plugins/gitea/skills/gitea-labels-milestones/references/label-inference.md
@@ -12,19 +12,24 @@ description) to this repo's `Kind/*` / `Priority/*` / `Status/*` label taxonomy.
 `gitea-issues` and `gitea-prs` before creating or updating an issue/PR, and directly when the user
 asks to label something without naming exact labels.
 
-## Scoped labels are mutually exclusive — replace, don't stack
+## Exclusivity is per label — read it, never infer it
 
-Each of `Kind/*`, `Priority/*`, `Status/*` is treated as a scoped-label group by convention (the `/`
-delimiter naming pattern). Gitea's `exclusive` flag — the mechanism that would let the server itself
-enforce one-label-per-scope — is documented as an org-labels-only setting, and the repo-level
-`label_write` methods used here don't accept it at all. So exclusivity within these scopes is a
-convention this skill enforces client-side, not something the server guarantees: applying a new
-label within a scope is expected to replace any existing label in that same scope on the target
-issue/PR, not add alongside it. When inference
-selects a `Priority/High` label and the issue already carries `Priority/Medium`, the write should
-result in only `Priority/High` remaining — use `replace_labels` scoped to that group's labels, or at
-minimum remove the superseded label before adding the new one. Never leave two labels from the same
-scope applied at once.
+Gitea's `exclusive` flag is a real per-label boolean returned by `list_repo_labels`, and where it is
+`true` the server enforces one-label-per-scope itself. It is not an org-only setting, and the `/`
+delimiter in a name says nothing about it. Verified on `Defame1297/holocron`: every `Priority/*`,
+`Reviewed/*` and `Status/*` label is `exclusive: true`, while every `Kind/*` label — and
+`Compat/Breaking` — is `exclusive: false` and is used stacked.
+
+So read each candidate label's own `exclusive` value from the resolution call and branch on it:
+
+- **`exclusive: true`** — the server drops the sibling on write. Add the label and let it; do not
+  pre-remove the label already there, and do not compute a replacement set client-side. Inferring
+  `Priority/High` onto an issue carrying `Priority/Medium` needs no special handling.
+- **`exclusive: false`** — **add alongside, never replace.** Stripping a co-existing label in the
+  same scope destroys a valid one: an issue can legitimately carry `Kind/Bug` and `Kind/Security`
+  at once.
+
+There is no client-side exclusivity convention for this skill to enforce.
 
 ## Signal → label mapping
 
@@ -57,16 +62,18 @@ scope applied at once.
 1. Read the conversation context (issue/PR title, body, or the triggering discussion) for the
    signals above.
 2. Call `label_read method: "list_repo_labels"` (see `references/labels.md`) to get the current
-   label set with IDs — inference must never guess an ID, only a name, then resolve it. Because
-   `exclusive` is an org-labels-only flag, this taxonomy plausibly lives at org scope too: for any
-   inferred name absent from the repo pool, also call `label_read method: "list_org_labels"` with
-   `org` set to the repo's `owner` before treating it as unresolved. A failure there means the owner
-   is a user account, not an organisation, so no org pool exists and the name is genuinely absent.
-3. Match inferred label names against the resolved list (case-insensitive). If a scope group
-   already has a different label applied on the target and a new one is inferred for that same
-   scope, plan to replace rather than add (see above).
+   label set with IDs and each label's `exclusive` value — inference must never guess an ID, only a
+   name, then resolve it. Both pools can apply to one issue, so for any inferred name absent from
+   the repo pool, also call `label_read method: "list_org_labels"` with `org` set to the repo's
+   `owner` before treating it as unresolved. Read that call's failure text: a
+   `required=[read:organization]` scope error means the org pool was never queried — report the
+   missing token scope rather than reporting the label unresolved. Only a not-found response means
+   there is no org pool and the name is genuinely absent.
+3. Match inferred label names against the resolved list (case-insensitive) and carry each match's
+   `exclusive` value forward: `true` means the server replaces the sibling on write, `false` means
+   the label is added alongside whatever is already applied (see above).
 4. **Low-confidence inference omits the label.** If no signal confidently maps to a `Kind/*` value,
    do not guess — omit `Kind/*` entirely rather than default to one. `Priority/Medium` is the one
    exception: it's the explicit default when no urgency signal is present, not a guess.
-5. Hand the resolved IDs (plus which scopes to replace) to the caller's `issue_write`/
+5. Hand the resolved IDs, each with its `exclusive` value, to the caller's `issue_write`/
    `pull_request_write` call — this skill does not apply labels to an issue or PR itself.
diff --git a/plugins/gitea/skills/gitea-labels-milestones/references/labels.md b/plugins/gitea/skills/gitea-labels-milestones/references/labels.md
index 63939f4..f6e9b40 100644
--- a/plugins/gitea/skills/gitea-labels-milestones/references/labels.md
+++ b/plugins/gitea/skills/gitea-labels-milestones/references/labels.md
@@ -37,7 +37,7 @@ or **org-scoped** labels — never both in one call. Pick the method family (`*_
 | `name` | string | required for create |
 | `color` | string | hex `#RRGGBB`, required for create |
 | `description` | string | optional |
-| `exclusive` | boolean | org labels only |
+| `exclusive` | boolean | accepted as a *write* param on org creates only — repo labels still carry and enforce `exclusive`, set outside this tool surface |
 | `is_archived` | boolean | repo labels only |
 
 Note: unlike `milestone_read`/`milestone_write`, `owner`/`repo`/`org` are **not** schema-required on
@@ -53,6 +53,12 @@ label_read  method: "list_repo_labels"  owner: <owner>  repo: <repo>  per_page:
 Paginate (`page: 1, 2, ...`) until the returned count is less than `per_page`. This is the only way
 to build a complete name → ID map — there is no lookup-by-name endpoint.
 
+Every returned repo label carries its own `exclusive` boolean; the field is not org-only. Verified on
+`Defame1297/holocron`: all `Priority/*`, `Reviewed/*` and `Status/*` labels are `exclusive: true`,
+while all `Kind/*` labels and `Compat/Breaking` are `exclusive: false`. Where it is `true` Gitea
+enforces one-label-per-scope server-side; where it is `false` labels in that scope stack legitimately.
+Read the field — never infer exclusivity from the `/` in a name.
+
 ## Get one label
 
 ```
@@ -65,8 +71,10 @@ There is no direct name lookup. List all repo labels (paginating if needed), sca
 case-insensitive name match, and extract `id`. Both pools can apply to one issue: if the name is
 not in `list_repo_labels`, also check `list_org_labels` before reporting it unresolved. That method
 takes `org`, not `owner`/`repo` — pass the repo's `owner` as `org`, which is what it means when the
-owner is an organisation. If that call fails, the owner is a user account, there is no org pool, and
-the miss is a real miss.
+owner is an organisation. Its failure modes are not interchangeable. `token does not have at least
+one of required scope(s), required=[read:organization]` means the org pool was never queried — report
+that missing scope rather than reporting the label unresolved. Only a not-found response means the
+owner is a user account with no org pool, making the miss a real miss.
 
 Resolution is the required first step before any label application on an issue or PR — the actual
 `add_labels`/`replace_labels`/`remove_label` call lives in `gitea-issues`/`gitea-prs` via
@@ -83,7 +91,10 @@ label_write  method: "create_repo_label"
 ```
 
 For an org label, use `method: "create_org_label"` with `org:` instead of `owner`/`repo`, and
-`exclusive: true` if the label belongs to a mutually-exclusive scope group.
+`exclusive: true` if the label belongs to a mutually-exclusive scope group. `label_write` accepts
+`exclusive` on org methods only, so a repo label's exclusivity cannot be set or cleared through this
+tool — it is set in the Gitea UI or against the REST API directly, and read back via
+`list_repo_labels`.
 
 ## Edit a label