HumanBean17 · HumanBean17 · May 15, 2026 · May 14, 2026 · May 15, 2026
@@ -139,21 +139,32 @@ Use `search` to recover the stored symbol id / FQN if you only have a simple nam
 
 Omitting them is a validation error. This is intentional: it prevents huge accidental fan-out.
 
-Optional `filter` applies to the **other** endpoint node (same `NodeFilter` keys as `find`; keys irrelevant to that node kind are ignored).
+Optional `filter` applies to the **other** endpoint node using the same `NodeFilter` schema as `find`. Populated fields must be applicable to that neighbor's kind; mixed-kind neighborhoods fail loud on the first neighbor row whose kind rejects the filter.
 
 #### E. Shared `NodeFilter` (for `find`, `search.filter`, `neighbors.filter`)
 
-One object shape everywhere. **For `find`, `filter` is required** — use at least one key (e.g. `{"microservice":"chat-core"}`) or `{}` is valid Pydantic but may be expensive at scale; prefer narrowing keys.
+One object shape everywhere. **For `find`, `filter` is required** — `{}` is valid (no predicates; returns the full kind up to pagination) but may be expensive at scale; prefer narrowing keys when you can.
 
 | Keys | Applies to |
 | ---- | ---------- |
 | `microservice`, `module`, `source_layer` | All kinds (`source_layer` mainly **client**: `builtin` / brownfield) |
-| `role`, `exclude_roles`, `annotation`, `capability`, `fqn_prefix`, `symbol_kind`, `symbol_kinds` | **symbol** (ignored for route/client) |
+| `role`, `exclude_roles`, `annotation`, `capability`, `fqn_prefix`, `symbol_kind`, `symbol_kinds` | **symbol** |
 | `http_method`, `path_prefix`, `framework` | **route** |
 | `client_kind`, `target_service`, `target_path_prefix`, `http_method` | **client** |
 
 The same `http_method` key filters HTTP verbs on **routes** (server-side declared method) and on **clients** (caller-side method on the outbound call). It is not applicable to **symbol** rows.
 
+### Strict frame contract (`find`, `search.filter`, `neighbors.filter`)
+
+- **One populated field, one stored attribute** for the evaluated kind. Inapplicable fields or `extra` keys are never silently dropped: the tool returns `success=false` with a teaching message (and applicable-field list for cross-kind mistakes).
+- **No wildcards** in `fqn_prefix`, `path_prefix`, or `target_path_prefix` (`*` / `?` rejected). Use `search(query=…)` for ranked text discovery instead.
+- **`search.query` is not a DSL** — treat it as opaque text scored against the index. Structured predicates belong in `find`.
+- **`neighbors` filters neighbor rows by kind** — the first neighbor whose kind rejects the filter fails the whole call (no per-row silent skip).
+
+### Identifier resolution (pre-`resolve`)
+
+For identifier-shaped lookups without a stable graph id or exact symbol FQN, use **`search(query=…)`** for ranked candidates, then **`describe(id=…)`** (or `describe(fqn=…)` when you have an exact FQN) on each promising row until you confirm the right node. A dedicated **`resolve`** tool is planned separately; until it ships, this multi-call pattern is the supported fallback.
+
 **`source_layer` vs `role`:** On **Client** nodes, `source_layer` records which brownfield or built-in layer produced the client declaration (`builtin`, `layer_a_meta`, `layer_b_ann`, `layer_c_source`, `layer_b_fqn`, …). On **Symbol** nodes, `role` is the inferred architectural stereotype (`CONTROLLER`, `SERVICE`, `REPO`, …). They answer different questions; names stay distinct.
 
 **`target_service` vs `microservice`:** `microservice` is the service **where the node lives** (home service / owning module). `target_service` (clients only) is the **remote service being called**. A client in `operator-api` may list `partner-api` as `target_service`.
@@ -190,7 +201,8 @@ Exact allowed values for roles, capabilities, client kinds, etc. live in `java_o
 #### `search`
 
 - **Purpose:** Locate chunk hits by NL or code fragment; use `symbol_id` when present to jump into the graph.
-- **Args:** `query`, `table` (`java`|`sql`|`yaml`|`all`, default `java`), `hybrid` (bool), `limit` (default 5), `offset`, `path_contains`, optional `filter` (`NodeFilter` — post-filters hits using symbol-oriented fields on the row).
+- **Args:** `query`, `table` (`java`|`sql`|`yaml`|`all`, default `java`), `hybrid` (bool), `limit` (default 5), `offset`, `path_contains`, optional `filter` (`NodeFilter` — post-filters hits using **symbol-applicable** fields only).
+- **Strict frame:** `query` is opaque ranked text (no structured DSL inside the string). Optional `filter` follows the same strict applicability and wildcard rules as `find` for symbols.
 - **Tip:** For behaviour questions, narrow noise with `filter.exclude_roles` or `filter.role` when you know the shape you want.
 
 #### `find`
@@ -202,7 +214,7 @@ Exact allowed values for roles, capabilities, client kinds, etc. live in `java_o
 #### `describe`
 
 - **Purpose:** Full node payload + `edge_summary`: `in` / `out` counts **per stored graph edge label** (what exists as edges in Kuzu). For **type** Symbols only (`class`, `interface`, `enum`, `record`, `annotation`), the same map may also include **describe-time composed** dot-keys — summaries of member edges, not stored labels — see the next bullets (`DECLARES.DECLARES_CLIENT`, `DECLARES.EXPOSES`); those keys are **not** valid in `neighbors(edge_types=…)`. For **method** Symbols, the map may include **override-axis** virtual keys (`OVERRIDDEN_BY`, `OVERRIDDEN_BY.DECLARES_CLIENT`, `OVERRIDDEN_BY.EXPOSES`, `OVERRIDES`); see **Override-axis keys (method Symbols)** below — also not `EdgeType` literals.
-- **Args:** `id` (symbol, route, or client id).
+- **Args:** `id` (symbol, route, or client id) or **`fqn`** (exact symbol FQN when you do not have the graph id). When both are set, `id` wins. For ambiguous identifiers without an exact id/FQN, see **Identifier resolution (pre-`resolve`)** above.
 
 **Composed `edge_summary` keys (type Symbols).** Keys use dot notation: `<parent_relation>.<projected_relation>`. Two are emitted today:
 

@@ -8,7 +8,7 @@
 prefix fields (``fqn_prefix``, ``path_prefix``, ``target_path_prefix``) reject ``*``
 and ``?`` — see ``_validate_no_wildcards``.
 
-Revisit trigger (``propose/MCP-FILTER-FRAME-PROPOSE.md`` section 3.4.6)
+Revisit trigger (``propose/completed/MCP-FILTER-FRAME-PROPOSE.md`` section 3.4.6)
 --------------------------------------------------------------
 If **three** legitimate issue-tracker workflows appear within **six months** of frame
 lock where the strict frame has no clean analog under ``search``, deferred
@@ -19,6 +19,7 @@
 
 import json
 import os
+import sys
 from pathlib import Path
 import threading
 from typing import Annotated, Any, Literal
@@ -60,6 +61,23 @@
 
 _METHOD_SYMBOL_KINDS_FOR_OVERRIDE_ROLLUP = frozenset({"method"})
 
+_fail_loud_counts: dict[str, int] = {}
+_fail_loud_lock = threading.Lock()
+
+
+def _log_fail_loud(category: str) -> None:
+    """Increment process-local fail-loud counter and emit one stderr line (PR-FRAME-3)."""
+    with _fail_loud_lock:
+        _fail_loud_counts[category] = _fail_loud_counts.get(category, 0) + 1
+        n = _fail_loud_counts[category]
+    print(f"[filter-frame] fail-loud category={category} count={n}", file=sys.stderr, flush=True)
+
+
+def filter_frame_counters() -> dict[str, int]:
+    """Snapshot of fail-loud counts (tests / local diagnostics; not an MCP tool)."""
+    with _fail_loud_lock:
+        return dict(_fail_loud_counts)
+
 
 def _get_sentence_transformer(model_name: str, device: str | None) -> SentenceTransformer:
     global _st_model
@@ -529,10 +547,13 @@ def search_v2(
                 else raw_filter
             )
         except ValidationError as exc:
+            _log_fail_loud("unknown_key")
             return SearchOutput(success=False, message=_filter_validation_error_message(exc))
         if nf and (err := _nodefilter_applicability_error("symbol", nf)):
+            _log_fail_loud("applicability")
             return SearchOutput(success=False, message=err)
         if nf and (err := _validate_no_wildcards(nf)):
+            _log_fail_loud("wildcard")
             return SearchOutput(success=False, message=err)
         model_name = resolved_sbert_model_for_process_env(SBERT_MODEL)
         device = os.environ.get("SBERT_DEVICE") or None
@@ -585,10 +606,13 @@ def find_v2(
         try:
             nf = NodeFilter.model_validate(raw_filter) if not isinstance(raw_filter, NodeFilter) else raw_filter
         except ValidationError as exc:
+            _log_fail_loud("unknown_key")
             return FindOutput(success=False, message=_filter_validation_error_message(exc))
         if err := _nodefilter_applicability_error(kind, nf):
+            _log_fail_loud("applicability")
             return FindOutput(success=False, message=err)
         if err := _validate_no_wildcards(nf):
+            _log_fail_loud("wildcard")
             return FindOutput(success=False, message=err)
         if kind == "symbol":
             where, params = _symbol_where_from_filter(nf)
@@ -700,8 +724,10 @@ def neighbors_v2(
                 else raw_filter
             )
         except ValidationError as exc:
+            _log_fail_loud("unknown_key")
             return NeighborsOutput(success=False, message=_filter_validation_error_message(exc))
         if nf and (err := _validate_no_wildcards(nf)):
+            _log_fail_loud("wildcard")
             return NeighborsOutput(success=False, message=err)
         origins = [ids] if isinstance(ids, str) else list(ids)
         results: list[Edge] = []
@@ -739,6 +765,7 @@ def neighbors_v2(
                 if other_rec is None:
                     continue
                 if nf and (err := _nodefilter_applicability_error(other_kind, nf)):
+                    _log_fail_loud("applicability")
                     return NeighborsOutput(success=False, message=err)
                 if not _node_matches_filter(other_kind, other_rec, nf):
                     continue

@@ -1,6 +1,9 @@
 # Cursor task prompts — MCP Filter Frame (PR-FRAME-1 → PR-FRAME-3)
 
-Status: **active**. One prompt per PR; each prompt is self-contained.
+Status: **completed** — reference template for the landed PR-FRAME-1 → PR-FRAME-3
+sequence. Plan:
+[`PLAN-MCP-FILTER-FRAME.md`](PLAN-MCP-FILTER-FRAME.md); propose:
+[`propose/completed/MCP-FILTER-FRAME-PROPOSE.md`](../../propose/completed/MCP-FILTER-FRAME-PROPOSE.md).
 
 One prompt per PR. Each is **self-contained**: copy the prompt verbatim
 into Cursor, attach the files listed in its `@-files` block, and let

@@ -1,8 +1,10 @@
 # Plan: MCP Filter Frame — typed query language migration
 
-Status: **active (planning)**. This plan implements
-[`propose/MCP-FILTER-FRAME-PROPOSE.md`](../propose/MCP-FILTER-FRAME-PROPOSE.md)
-as a 3-PR sequence. This file is plan-only and does not implement code.
+Status: **completed — shipped via PR-FRAME-1 → PR-FRAME-3** (merged 2026-05).
+This plan implemented
+[`propose/completed/MCP-FILTER-FRAME-PROPOSE.md`](../../propose/completed/MCP-FILTER-FRAME-PROPOSE.md)
+as a 3-PR sequence. Per-PR Cursor prompts:
+[`CURSOR-PROMPTS-MCP-FILTER-FRAME.md`](CURSOR-PROMPTS-MCP-FILTER-FRAME.md).
 
 Depends on: **none** (builds on already-shipped #122 — `extra="forbid"` +
 per-kind applicability validation).
@@ -395,6 +397,6 @@ Landing order: **FRAME-1 → FRAME-2 → FRAME-3**.
 
 # Tracking
 
-- `PR-FRAME-1`: _pending_
-- `PR-FRAME-2`: _pending_
-- `PR-FRAME-3`: _pending_
+- `PR-FRAME-1`: merged
+- `PR-FRAME-2`: merged
+- `PR-FRAME-3`: merged (#133)
@@ -1,6 +1,12 @@
 # MCP Filter Frame — typed query language with one named carve-out
 
-**Status**: draft
+**Status**: **completed — shipped via PR-FRAME-1 → PR-FRAME-3** (merged 2026-05).
+Moved to `propose/completed/` once the 3-PR migration landed. The
+implementable plan lives at
+[`plans/completed/PLAN-MCP-FILTER-FRAME.md`](../../plans/completed/PLAN-MCP-FILTER-FRAME.md);
+per-PR Cursor prompts at
+[`plans/completed/CURSOR-PROMPTS-MCP-FILTER-FRAME.md`](../../plans/completed/CURSOR-PROMPTS-MCP-FILTER-FRAME.md).
+
 **Author**: Dmitriy Teriaev + Computer
 **Date**: 2026-05-14
 **Issue**: #117

@@ -329,7 +329,18 @@ async def run_refresh_pipeline(*, quiet: bool = False) -> RefreshIndexOutput:
 def create_mcp_server() -> FastMCP:
     mcp = FastMCP("java-codebase-rag", instructions=_INSTRUCTIONS)
 
-    @mcp.tool(name="search", description="locate nodes by NL/code text")
+    @mcp.tool(
+        name="search",
+        description=(
+            "Ranked chunk retrieval: `query` is opaque text (natural language or code fragments); "
+            "results are score-ranked, not boolean-matched. Optional `filter` uses the same NodeFilter "
+            "schema as `find` but only **symbol-applicable** fields apply (strict frame). Wildcards "
+            "(`*`, `?`) in prefix fields are rejected—use ranked `query` text instead. There is **no** "
+            "structured DSL inside `query`; structured predicates belong in `find`. For "
+            "identifier-shaped lookups without an exact symbol id/FQN, use `search(query=…)` and "
+            "`describe` on promising candidates until a dedicated `resolve` tool exists."
+        ),
+    )
     async def search(
         query: str = Field(description="Search query"),
         table: Literal["java", "sql", "yaml", "all"] = Field(
@@ -349,9 +360,8 @@ async def search(
         filter: dict[str, Any] | str | None = Field(
             default=None,
             description=(
-                "Optional NodeFilter (symbol applicability). Unknown keys and populated non-symbol fields return success=false "
-                "with a teaching message. "
-                "Prefer a JSON object; a JSON-encoded string is accepted as a fallback."
+                "Optional NodeFilter post-filter on symbol-oriented hit rows. Unknown keys or populated fields not "
+                "applicable to symbols return success=false. Prefer a JSON object; a JSON-encoded string is accepted."
             ),
         ),
     ) -> mcp_v2.SearchOutput:
@@ -367,7 +377,17 @@ async def search(
             None,
         )
 
-    @mcp.tool(name="find", description="locate nodes by structured filter")
+    @mcp.tool(
+        name="find",
+        description=(
+            "Exact structured listing for one node kind. Per-kind applicable fields: **symbol** — "
+            "microservice, module, role, exclude_roles, annotation, capability, fqn_prefix, symbol_kind, symbol_kinds; "
+            "**route** — microservice, module, http_method, path_prefix, framework; **client** — microservice, module, "
+            "source_layer, client_kind, target_service, target_path_prefix, http_method. "
+            "Wildcards in prefix fields are rejected. An empty filter (`{}`) or `filter=None` means no predicate (all nodes of "
+            "that kind; use pagination). Unknown keys or inapplicable populated fields return success=false."
+        ),
+    )
     async def find(
         kind: Literal["symbol", "route", "client"] = Field(
             description=(
@@ -378,10 +398,8 @@ async def find(
         filter: dict[str, Any] | str = Field(
             ...,
             description=(
-                "Required NodeFilter (shared schema, strict extras). Unknown keys and populated fields not applicable to "
-                "the selected kind return success=false with a teaching message. Symbol filters also support symbol_kind "
-                "and symbol_kinds. "
-                "Prefer a JSON object; a JSON-encoded string is accepted as a fallback."
+                "Required NodeFilter dict (extra keys forbidden). Fields must be applicable to `kind`. "
+                "Prefer a JSON object; a JSON-encoded string is accepted."
             ),
         ),
         limit: int = Field(default=25, ge=1, le=500, description="Max nodes to return"),
@@ -392,12 +410,13 @@ async def find(
     @mcp.tool(
         name="describe",
         description=(
-            "full record + edge_summary: in/out per stored edge label; "
-            "type Symbols may add composed keys DECLARES.DECLARES_CLIENT, DECLARES.EXPOSES "
-            "(describe-time 2-hop member summaries; not valid in neighbors edge_types); "
-            "method Symbols may add override-axis virtual keys OVERRIDDEN_BY, "
-            "OVERRIDDEN_BY.DECLARES_CLIENT, OVERRIDDEN_BY.EXPOSES, OVERRIDES (same restriction). "
-            "Pass id for any node kind, or fqn as an alternative identifier for Symbol nodes only."
+            "Full node record plus `edge_summary` (in/out counts per stored edge label). Type Symbols may add "
+            "describe-time composed keys such as DECLARES.DECLARES_CLIENT and DECLARES.EXPOSES; method Symbols may "
+            "add override-axis virtual keys (OVERRIDDEN_BY, OVERRIDDEN_BY.DECLARES_CLIENT, OVERRIDDEN_BY.EXPOSES, "
+            "OVERRIDES). Those dot-keys are read-only summaries—not valid `neighbors(edge_types=…)` values. "
+            "Pass `id` for any kind, or exact `fqn` for Symbol lookup (`id` wins when both are set). "
+            "For identifier-shaped lookups without an exact id/FQN, use `search(query=…)` then `describe` per candidate "
+            "until `resolve` ships."
         ),
     )
     async def describe(
@@ -416,7 +435,15 @@ async def describe(
     ) -> mcp_v2.DescribeOutput:
         return await asyncio.to_thread(mcp_v2.describe_v2, id, fqn, None)
 
-    @mcp.tool(name="neighbors", description="one-hop walk; REQUIRED direction + edge_types")
+    @mcp.tool(
+        name="neighbors",
+        description=(
+            "One-hop graph walk: **direction** (`in` | `out`) and non-empty **edge_types** are required. "
+            "Optional `filter` applies to each neighbor endpoint row; populated fields must be applicable to that "
+            "neighbor's kind—mixed-kind result sets fail on the first inapplicable neighbor (strict frame). "
+            "Wildcards in prefix fields are rejected. Unknown NodeFilter keys return success=false."
+        ),
+    )
     async def neighbors(
         ids: str | list[str] = Field(description="Origin symbol/route/client id, or list for batch"),
         direction: Literal["in", "out"] = Field(
@@ -440,10 +467,8 @@ async def neighbors(
         filter: dict[str, Any] | str | None = Field(
             default=None,
             description=(
-                "Optional NodeFilter applied to the other endpoint of each edge. Unknown keys and populated fields not "
-                "applicable to an evaluated neighbor kind return success=false with a teaching message. For mixed "
-                "neighbor kinds, evaluation fails on the first inapplicable row. "
-                "Prefer a JSON object; a JSON-encoded string is accepted as a fallback."
+                "Optional NodeFilter on the neighbor node. Same applicability rules as `find` for that node's kind. "
+                "Prefer a JSON object; a JSON-encoded string is accepted."
             ),
         ),
     ) -> mcp_v2.NeighborsOutput: