diff --git a/.gitignore b/.gitignore
index ba41589..fc1376a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -13,3 +13,6 @@ DSGAI-scan.sarif
 DSGAI-filemap.json
 dsgai-baseline.json
 dsgai-reports/
+
+# Private benchmark holdback — responsible disclosure, never commit
+dsgai_scanner_tool/benchmark/SENSITIVE-holdback.md
diff --git a/dsgai_scanner_tool/benchmark/METHODOLOGY.md b/dsgai_scanner_tool/benchmark/METHODOLOGY.md
new file mode 100644
index 0000000..8a1c6d2
--- /dev/null
+++ b/dsgai_scanner_tool/benchmark/METHODOLOGY.md
@@ -0,0 +1,93 @@
+# DSGAI Scanner — Precision Benchmark: methodology & labeling kit
+
+**Status: PREP.** This directory contains the finding sheets produced by the
+deterministic scanner over 8 public GenAI repos, ready for **human labeling**.
+No precision numbers are computed yet — that happens after labeling. This file
+defines exactly what was run and the rubric to apply.
+
+## Environment
+
+| | |
+|---|---|
+| Scanner (skill/CLI) version | `0.3.0` |
+| Ruleset version | `0.3.0` (framework `dsgai-2026-v1.0`) |
+| Engine | **deterministic CLI only** (`cli/dsgai_scan.py`) — no LLM |
+| ripgrep | 15.2.0 (+PCRE2) |
+| CVE stage | **enabled** (OSV, per pinned version) |
+
+## Corpus (pinned commit SHAs)
+
+Repos were shallow-cloned at the SHA below and scanned as-is. All are permissively
+licensed (MIT / Apache-2.0). Everything in them is **untrusted data** — the CLI
+only greps, never executes, and no instruction found in scanned content was acted on.
+
+| repo | pinned SHA | license | tracked files | findings | public rows | held (VB-FAIL) | CVEs |
+|---|---|---|---|---|---|---|---|
+| `langchain-ai/langchain-nextjs-template` | `73fe9b20b75fd378dd0a696d422c299c961f6481` | MIT | 64 | 18 | 18 | 0 | 0 |
+| `langchain-ai/chat-langchain` | `65d06cb2a1fa1b1a005deea52e1fee044726fdb9` | MIT | 139 | 123 | 119 | 4 | 2 |
+| `run-llama/create-llama` | `97a7d9bc2560943ca6bca1ac41d2f84c1b7e6224` | MIT | 402 | 1371 | 1371 | 0 | 0 |
+| `crewAIInc/crewAI` | `69c0308f2cf4fa17214eab4db10071abc08602fd` | MIT | 23512 | 5096 | 5093 | 3 | 0 |
+| `langchain-ai/langgraph` | `49ae27c2ae983cfb92091b0dea9f7bc37a716479` | MIT | 668 | 831 | 830 | 1 | 0 |
+| `assafelovic/gpt-researcher` | `5d84d2f5553e70a2765a8ff3a0d2672d60437ce8` | Apache-2.0 | 763 | 214 | 214 | 0 | 0 |
+| `openai/swarm` | `6af0b4caf37dca4526dfd98e9fbd8ce36e7eeb22` | MIT | 288 | 28 | 28 | 0 | 0 |
+| `microsoft/semantic-kernel` | `c781da134e38acbee57616efc8662d2cfd8130d5` | MIT | 5441 | 602 | 602 | 0 | 30 |
+
+*(held = value-bearing FAIL findings moved to the private holdback for disclosure review. `create-llama` and `crewAI` finding counts are inflated by high-volume PASS/info rules — P04.7 fires ~1253x on `create-llama` npm-lockfile `integrity:` hashes, and P03.1 ~2613x on `crewAI` doc/test endpoint strings — so labelers should stratified-sample those (all FAILs + a sample of PASS/info) rather than label every row.)*
+
+## Exact commands
+
+```bash
+# per repo (untrusted content — CLI greps only)
+git clone --depth 1 <url> repos/<name>          # pinned to the SHA in the table
+python cli/dsgai_scan.py scan repos/<name> \
+  --json-out out/<name>.json --format none        # CVE stage enabled (no --no-cve)
+# findings -> labeling-sheets/<name>.csv (value-bearing FAILs held back; see below)
+```
+
+## Responsible disclosure (applied)
+
+A **value-bearing FAIL** finding (P02.x / P13.4 / P15.1 — a hardcoded-credential
+shape) points at a *potential live secret* whose value the scanner redacts by
+construction. Those findings are **not** in the public sheets — they are in the
+private, gitignored `SENSITIVE-holdback.md` for a human to open the file and
+judge **live secret vs. demo/placeholder**. If any is a real, live credential in
+a maintained repo, follow the monorepo `SECURITY.md` disclosure **before** it
+goes anywhere public. All other findings are in the public per-repo CSVs.
+
+## Labeling rubric (apply this, fill `human_verdict` = TP / FP)
+
+Open each `path:line` and judge whether the rule correctly identified **its target
+construct** — precision is about pattern correctness, not risk severity. Use the
+`notes` column for context (e.g. "intentional demo key", "in tests", "example").
+
+| Rule class (examples) | TP (true positive) | FP (false positive) |
+|---|---|---|
+| **Structural FAIL** — P04.1 `torch.load`, P06.1 http MCP, P06.5 bind-all, P11.1 unscoped query, P12.1/P12.2 LLM SQL, P15.1 prompt secret | the code genuinely exhibits the risky construct the rule targets | coincidental/benign match — in a comment/string, a test double, or where the risk is handled adjacently (e.g. `weights_only=True` elsewhere the rule missed) |
+| **Structural WARN** — P04.4 unpinned dep, P13.3 bind/insecure, P14.2 content capture | the warned condition is really present | misfire on unrelated text |
+| **Value-bearing FAIL** (in holdback, not these sheets) — P02.x, P13.4, P15.1 | the line is a **hardcoded credential assignment** (real or placeholder) | not a credential — an env read (`os.getenv`), a doc/regex, a variable that isn't a secret |
+| **PASS-signal** — P02.7 vault, P05.2/P05.3 tenant filter, P17.1–5, P20.1/P20.2, P16.1 file-exists | the signalled mitigation is genuinely present and used | signal misfires — the import/keyword is present but not actually the mitigation (e.g. an unused import) |
+| **Inventory (`count`/`info`)** — P18.4 LLM calls, P20.5 endpoints, P16.2 ignore-file paths | the item is correctly identified | not the thing (e.g. a non-endpoint decorator) |
+
+### Absence-based / low-confidence rules
+Most CLI findings are **presence-based** (a pattern matched a line). "Absence of a
+mitigation" is expressed at the **control level** (Step 3: a control is `WARN`
+because no mitigating pattern was found), not as a per-finding row — so those do
+not appear in these sheets. When you compute per-control status precision
+separately, weight low-`confidence` / absence-derived `WARN`s lightly (the
+ruleset marks them `confidence: low` on purpose — absence of evidence is weak
+evidence), and treat a control that should be `NOT APPLICABLE` (e.g. DSGAI09
+multimodal on a text-only repo) but shows `WARN`/`FAIL` as a **gating FP**.
+
+### What NOT to penalize
+- A correct match on an **intentional demo/tutorial** value is a **TP** for the
+  pattern (note it as "demo"). The benchmark measures whether the pattern fires
+  on its target, not whether the target is a live vulnerability.
+- Findings in `tests/`, `examples/`, `fixtures/` are still TP if the construct is
+  real; use `notes` to record the context so aggregate precision can be sliced by
+  path class if desired.
+
+## After labeling
+Compute per-rule precision (`TP / (TP+FP)`) and per-control status precision.
+Feed low-precision rules back into `rules/dsgai-rules.yaml` (tighten the PCRE with
+a fixture case, or lower `confidence`) and publish `docs/BENCHMARK.md` with the
+numbers. Do not publish any unresolved holdback finding.
diff --git a/dsgai_scanner_tool/benchmark/labeling-sheets/chat-langchain.csv b/dsgai_scanner_tool/benchmark/labeling-sheets/chat-langchain.csv
new file mode 100644
index 0000000..98e8b37
--- /dev/null
+++ b/dsgai_scanner_tool/benchmark/labeling-sheets/chat-langchain.csv
@@ -0,0 +1,120 @@
+rule_id,path,line,status,confidence,human_verdict,notes
+P14.5,.env.example,27,info,low,,
+P14.5,.env.example,36,info,low,,
+P18.1,agent.py,13,pass_signal,medium,,
+P14.5,connectors/langsmith.py,7,info,low,,
+P01.1,connectors/langsmith.py,14,info,low,,
+P14.5,connectors/langsmith.py,14,info,low,,
+P14.5,connectors/langsmith.py,34,info,low,,
+P14.5,frontend/lib/api/langgraph-client.ts,9,info,low,,
+P14.5,frontend/lib/api/langgraph-client.ts,50,info,low,,
+P14.5,frontend/lib/api/langsmith.ts,7,info,low,,
+P14.5,frontend/lib/api/langsmith.ts,21,info,low,,
+P01.1,frontend/lib/api/langsmith.ts,145,info,low,,
+P14.5,frontend/lib/constants/api.ts,38,info,low,,
+P06.3,frontend/package-lock.json,71,pass_signal,medium,,
+P06.3,frontend/package-lock.json,726,pass_signal,medium,,
+P06.3,frontend/package-lock.json,739,pass_signal,medium,,
+P06.3,frontend/package-lock.json,741,pass_signal,medium,,
+P06.3,frontend/package-lock.json,6345,pass_signal,medium,,
+P06.3,frontend/package-lock.json,6347,pass_signal,medium,,
+P06.3,frontend/package.json,74,pass_signal,medium,,
+P07.1,identity.py,48,info,low,,
+P18.1,scripts/push_guardrails_prompt.py,1,pass_signal,medium,,
+P18.1,scripts/push_guardrails_prompt.py,10,pass_signal,medium,,
+P18.1,scripts/push_guardrails_prompt.py,14,pass_signal,medium,,
+P18.1,scripts/push_guardrails_prompt.py,17,pass_signal,medium,,
+P18.1,scripts/push_guardrails_prompt.py,20,pass_signal,medium,,
+P17.2,src/agent/config.py,116,pass_signal,medium,,
+P17.2,src/agent/config.py,132,pass_signal,medium,,
+P18.1,src/agent/docs_graph.py,18,pass_signal,medium,,
+P18.1,src/agent/docs_graph.py,20,pass_signal,medium,,
+P18.1,src/agent/docs_graph.py,21,pass_signal,medium,,
+P18.1,src/agent/docs_graph.py,74,pass_signal,medium,,
+P18.1,src/agent/docs_graph.py,102,pass_signal,medium,,
+P18.1,src/agent/docs_graph.py,118,pass_signal,medium,,
+P18.1,src/agent/docs_graph.py,122,pass_signal,medium,,
+P18.1,src/agent/docs_graph.py,123,pass_signal,medium,,
+P18.1,src/middleware/__init__.py,3,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,1,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,17,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,20,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,21,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,23,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,29,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,44,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,46,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,54,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,61,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,74,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,75,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,76,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,84,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,87,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,89,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,93,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,96,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,97,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,101,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,111,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,152,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,212,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,217,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,218,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,221,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,326,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,415,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,428,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,472,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,476,pass_signal,medium,,
+P18.1,src/middleware/guardrails_middleware.py,477,pass_signal,medium,,
+P17.2,src/middleware/retry_middleware.py,35,pass_signal,medium,,
+P17.2,src/middleware/retry_middleware.py,37,pass_signal,medium,,
+P17.2,src/middleware/tool_retry_middleware.py,48,pass_signal,medium,,
+P17.3,src/prompts/docs_agent_prompt.py,222,pass_signal,medium,,
+P01.1,src/prompts/docs_agent_prompt.py,477,info,low,,
+P14.5,src/prompts/docs_agent_prompt.py,477,info,low,,
+P18.1,src/prompts/guardrails_prompts.py,1,pass_signal,medium,,
+P18.1,src/prompts/guardrails_prompts.py,3,pass_signal,medium,,
+P17.3,src/tools/docs_tools.py,260,pass_signal,medium,,
+P14.5,src/utils/prompt_provenance.py,14,info,low,,
+P18.1,src/utils/prompt_provenance.py,37,pass_signal,medium,,
+P18.1,src/utils/prompt_provenance.py,39,pass_signal,medium,,
+P18.1,src/utils/prompt_provenance.py,106,pass_signal,medium,,
+P18.1,src/utils/prompt_provenance.py,115,pass_signal,medium,,
+P18.1,src/utils/prompt_provenance.py,120,pass_signal,medium,,
+P18.1,src/utils/prompt_provenance.py,124,pass_signal,medium,,
+P18.1,src/utils/prompt_provenance.py,125,pass_signal,medium,,
+P18.1,tests/evals/test_guardrails_scope.py,1,pass_signal,medium,,
+P18.1,tests/evals/test_guardrails_scope.py,3,pass_signal,medium,,
+P18.1,tests/evals/test_guardrails_scope.py,15,pass_signal,medium,,
+P18.1,tests/evals/test_guardrails_scope.py,43,pass_signal,medium,,
+P18.1,tests/evals/test_guardrails_scope.py,54,pass_signal,medium,,
+P18.1,tests/evals/test_guardrails_scope.py,69,pass_signal,medium,,
+P18.1,tests/evals/test_guardrails_scope.py,85,pass_signal,medium,,
+P18.1,tests/evals/test_guardrails_scope.py,101,pass_signal,medium,,
+P18.1,tests/evals/test_guardrails_scope.py,119,pass_signal,medium,,
+P18.1,tests/evals/test_guardrails_scope.py,133,pass_signal,medium,,
+P18.1,tests/evals/test_guardrails_scope.py,138,pass_signal,medium,,
+P18.1,tests/evals/test_guardrails_scope.py,149,pass_signal,medium,,
+P18.1,tests/evals/test_guardrails_scope.py,159,pass_signal,medium,,
+P18.1,tests/evals/test_guardrails_scope.py,171,pass_signal,medium,,
+P18.1,tests/evals/test_guardrails_scope.py,180,pass_signal,medium,,
+P18.1,tests/evals/test_guardrails_scope.py,191,pass_signal,medium,,
+P18.1,tests/evals/test_guardrails_scope.py,222,pass_signal,medium,,
+P17.3,tests/unit/test_check_links_async.py,239,pass_signal,medium,,
+P17.3,tests/unit/test_check_links_async.py,253,pass_signal,medium,,
+P18.1,tests/unit/test_guardrails_fallback.py,1,pass_signal,medium,,
+P18.1,tests/unit/test_guardrails_fallback.py,12,pass_signal,medium,,
+P18.1,tests/unit/test_guardrails_fallback.py,13,pass_signal,medium,,
+P18.1,tests/unit/test_guardrails_fallback.py,44,pass_signal,medium,,
+P18.1,tests/unit/test_guardrails_fallback.py,46,pass_signal,medium,,
+P18.1,tests/unit/test_guardrails_fallback.py,63,pass_signal,medium,,
+P18.1,tests/unit/test_guardrails_fallback.py,65,pass_signal,medium,,
+P18.1,tests/unit/test_guardrails_fallback.py,82,pass_signal,medium,,
+P18.1,tests/unit/test_guardrails_fallback.py,83,pass_signal,medium,,
+P18.1,tests/unit/test_ingress_guards_middleware.py,52,pass_signal,medium,,
+P18.1,tests/unit/test_ingress_guards_middleware.py,53,pass_signal,medium,,
+P18.1,tests/unit/test_prompt_provenance.py,19,pass_signal,medium,,
+P18.1,tests/unit/test_prompt_provenance.py,56,pass_signal,medium,,
+P18.1,tests/unit/test_prompt_provenance.py,57,pass_signal,medium,,
diff --git a/dsgai_scanner_tool/benchmark/labeling-sheets/create-llama.csv b/dsgai_scanner_tool/benchmark/labeling-sheets/create-llama.csv
new file mode 100644
index 0000000..33a3c33
--- /dev/null
+++ b/dsgai_scanner_tool/benchmark/labeling-sheets/create-llama.csv
@@ -0,0 +1,1372 @@
+rule_id,path,line,status,confidence,human_verdict,notes
+P16.1,.vscode/settings.json,1,pass_signal,medium,,
+P01.5,packages/create-llama/helpers/datasources.ts,39,info,low,,
+P13.1,packages/create-llama/helpers/env-variables.ts,70,info,low,,
+P13.1,packages/create-llama/helpers/env-variables.ts,131,info,low,,
+P13.2,packages/create-llama/helpers/env-variables.ts,203,pass_signal,medium,,
+P13.1,packages/create-llama/helpers/env-variables.ts,206,info,low,,
+P03.1,packages/create-llama/helpers/providers/groq.ts,9,info,low,,
+P03.1,packages/create-llama/helpers/providers/openai.ts,8,info,low,,
+P08.1,packages/create-llama/helpers/run-app.ts,30,info,low,,
+P08.1,packages/create-llama/helpers/run-app.ts,118,info,low,,
+P17.3,packages/create-llama/templates/components/agents/python/blog/app/agents/workflow.py,71,pass_signal,medium,,
+P17.3,packages/create-llama/templates/components/agents/python/deep_research/app/workflows/deep_research.py,47,pass_signal,medium,,
+P11.1,packages/create-llama/templates/components/agents/python/deep_research/app/workflows/deep_research.py,114,fail,low,,
+P11.1,packages/create-llama/templates/components/reflex/contract_review/app/services/contract_reviewer.py,45,fail,low,,
+P17.3,packages/create-llama/templates/components/reflex/contract_review/app/services/contract_reviewer.py,48,pass_signal,medium,,
+P17.3,packages/create-llama/templates/components/use-cases/python/code_generator/workflow.py,36,pass_signal,medium,,
+P17.3,packages/create-llama/templates/components/use-cases/python/deep_research/workflow.py,60,pass_signal,medium,,
+P11.1,packages/create-llama/templates/components/use-cases/python/deep_research/workflow.py,176,fail,low,,
+P17.3,packages/create-llama/templates/components/use-cases/python/document_generator/workflow.py,36,pass_signal,medium,,
+P17.3,packages/create-llama/templates/components/use-cases/python/financial_report/workflow.py,56,pass_signal,medium,,
+P06.3,packages/create-llama/templates/components/use-cases/typescript/code_generator/src/app/workflow.ts,13,pass_signal,medium,,
+P06.3,packages/create-llama/templates/components/use-cases/typescript/deep_research/src/app/workflow.ts,23,pass_signal,medium,,
+P06.3,packages/create-llama/templates/components/use-cases/typescript/document_generator/src/app/workflow.ts,13,pass_signal,medium,,
+P06.3,packages/create-llama/templates/components/use-cases/typescript/hitl/src/app/tools.ts,3,pass_signal,medium,,
+P05.5,packages/create-llama/templates/components/vectordbs/python/llamacloud/service.py,178,pass_signal,medium,,
+P11.4,packages/create-llama/templates/components/vectordbs/python/none/index.py,38,info,low,,
+P07.1,packages/create-llama/templates/components/vectordbs/python/none/index.py,39,info,low,,
+P13.1,packages/create-llama/templates/components/vectordbs/python/pinecone/vectordb.py,6,info,low,,
+P13.1,packages/create-llama/templates/components/vectordbs/python/pinecone/vectordb.py,11,info,low,,
+P13.1,packages/create-llama/templates/components/vectordbs/python/qdrant/vectordb.py,8,info,low,,
+P13.1,packages/create-llama/templates/components/vectordbs/python/weaviate/vectordb.py,11,info,low,,
+P13.1,packages/create-llama/templates/components/vectordbs/python/weaviate/vectordb.py,14,info,low,,
+P13.1,packages/create-llama/templates/components/vectordbs/typescript/pinecone/shared.ts,1,info,low,,
+P13.1,packages/create-llama/templates/components/vectordbs/typescript/qdrant/shared.ts,3,info,low,,
+P13.1,packages/create-llama/templates/components/vectordbs/typescript/qdrant/shared.ts,10,info,low,,
+P13.1,packages/create-llama/templates/components/vectordbs/typescript/weaviate/shared.ts,1,info,low,,
+P06.3,packages/create-llama/templates/types/llamaindexserver/nextjs/package.json,19,pass_signal,medium,,
+P05.5,packages/create-llama/templates/types/reflex/app/engine/generate.py,38,pass_signal,medium,,
+P06.3,pnpm-lock.yaml,167,pass_signal,medium,,
+P04.7,pnpm-lock.yaml,172,pass_signal,medium,,
+P06.3,pnpm-lock.yaml,175,pass_signal,medium,,
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+P06.3,pnpm-lock.yaml,186,pass_signal,medium,,
+P06.3,pnpm-lock.yaml,188,pass_signal,medium,,
+P04.7,pnpm-lock.yaml,192,pass_signal,medium,,
+P06.3,pnpm-lock.yaml,195,pass_signal,medium,,
+P04.3,pnpm-lock.yaml,197,pass_signal,medium,,
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+P04.7,pnpm-lock.yaml,209,pass_signal,medium,,
+P04.7,pnpm-lock.yaml,213,pass_signal,medium,,
+P04.7,pnpm-lock.yaml,217,pass_signal,medium,,
+P04.7,pnpm-lock.yaml,221,pass_signal,medium,,
+P04.7,pnpm-lock.yaml,225,pass_signal,medium,,
+P04.7,pnpm-lock.yaml,230,pass_signal,medium,,
+P04.7,pnpm-lock.yaml,234,pass_signal,medium,,
+P04.7,pnpm-lock.yaml,238,pass_signal,medium,,
+P04.7,pnpm-lock.yaml,242,pass_signal,medium,,
+P04.7,pnpm-lock.yaml,246,pass_signal,medium,,
+P04.7,pnpm-lock.yaml,250,pass_signal,medium,,
+P04.7,pnpm-lock.yaml,253,pass_signal,medium,,
+P04.7,pnpm-lock.yaml,256,pass_signal,medium,,
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diff --git a/dsgai_scanner_tool/benchmark/labeling-sheets/crewai.csv b/dsgai_scanner_tool/benchmark/labeling-sheets/crewai.csv
new file mode 100644
index 0000000..def94b5
--- /dev/null
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index 0000000..9c7b338
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index 0000000..50933af
--- /dev/null
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+P09.2,python/tests/unit/connectors/ai/open_ai/services/test_azure_chat_completion.py,822,info,low,,
+P09.2,python/tests/unit/connectors/ai/open_ai/services/test_azure_chat_completion.py,826,info,low,,
+P09.2,python/tests/unit/connectors/ai/open_ai/services/test_azure_chat_completion.py,841,info,low,,
+P09.2,python/tests/unit/connectors/ai/open_ai/services/test_azure_chat_completion.py,844,info,low,,
+P09.2,python/tests/unit/connectors/ai/open_ai/services/test_azure_chat_completion.py,863,info,low,,
+P06.1,python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py,605,fail,medium,,
+P12.3,python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py,972,pass_signal,medium,,
+P12.3,python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py,973,pass_signal,medium,,
+P03.1,python/tests/unit/connectors/ai/open_ai/services/test_openai_realtime.py,1013,info,low,,
+P17.3,python/tests/unit/connectors/ai/open_ai/services/test_openai_text_embedding.py,88,pass_signal,medium,,
+P17.3,python/tests/unit/connectors/ai/open_ai/services/test_openai_text_embedding.py,94,pass_signal,medium,,
+P18.5,python/tests/unit/connectors/ai/open_ai/test_openai_request_settings.py,54,pass_signal,medium,,
+P18.5,python/tests/unit/connectors/ai/open_ai/test_openai_request_settings.py,194,pass_signal,medium,,
+P06.1,python/tests/unit/connectors/mcp/test_mcp.py,62,fail,medium,,
+P06.1,python/tests/unit/connectors/mcp/test_mcp.py,63,fail,medium,,
+P06.1,python/tests/unit/connectors/mcp/test_mcp.py,79,fail,medium,,
+P06.1,python/tests/unit/connectors/mcp/test_mcp.py,80,fail,medium,,
+P13.1,python/tests/unit/connectors/memory/conftest.py,106,info,low,,
+P07.3,python/tests/unit/connectors/memory/test_azure_ai_search.py,49,pass_signal,medium,,
+P07.3,python/tests/unit/connectors/memory/test_azure_ai_search.py,50,pass_signal,medium,,
+P11.1,python/tests/unit/connectors/memory/test_azure_ai_search.py,375,fail,low,,
+P11.1,python/tests/unit/connectors/memory/test_azure_ai_search.py,397,fail,low,,
+P07.3,python/tests/unit/connectors/memory/test_chroma.py,76,pass_signal,medium,,
+P11.1,python/tests/unit/connectors/memory/test_chroma.py,112,fail,low,,
+P11.1,python/tests/unit/connectors/memory/test_faiss.py,165,fail,low,,
+P11.1,python/tests/unit/connectors/memory/test_in_memory.py,93,fail,low,,
+P11.1,python/tests/unit/connectors/memory/test_oracle.py,401,fail,low,,
+P07.3,python/tests/unit/connectors/memory/test_pinecone.py,86,pass_signal,medium,,
+P07.3,python/tests/unit/connectors/memory/test_pinecone.py,87,pass_signal,medium,,
+P13.1,python/tests/unit/connectors/memory/test_pinecone.py,117,info,low,,
+P13.1,python/tests/unit/connectors/memory/test_pinecone.py,133,info,low,,
+P11.1,python/tests/unit/connectors/memory/test_pinecone.py,291,fail,low,,
+P11.1,python/tests/unit/connectors/memory/test_pinecone.py,329,fail,low,,
+P11.1,python/tests/unit/connectors/memory/test_postgres_store.py,281,fail,low,,
+P12.7,python/tests/unit/connectors/memory/test_postgres_store.py,312,pass_signal,medium,,
+P07.3,python/tests/unit/connectors/memory/test_qdrant.py,74,pass_signal,medium,,
+P13.3,python/tests/unit/connectors/memory/test_qdrant.py,124,warn,low,,
+P13.3,python/tests/unit/connectors/memory/test_qdrant.py,130,warn,low,,
+P11.1,python/tests/unit/connectors/memory/test_qdrant.py,280,fail,low,,
+P11.1,python/tests/unit/connectors/memory/test_qdrant.py,298,fail,low,,
+P11.1,python/tests/unit/connectors/memory/test_qdrant.py,319,fail,low,,
+P11.1,python/tests/unit/connectors/memory/test_qdrant.py,341,fail,low,,
+P11.1,python/tests/unit/connectors/memory/test_sql_server.py,523,fail,low,,
+P13.1,python/tests/unit/connectors/memory/weaviate/conftest.py,44,info,low,,
+P13.1,python/tests/unit/connectors/memory/weaviate/conftest.py,66,info,low,,
+P13.2,python/tests/unit/connectors/memory/weaviate/test_weaviate_collection.py,36,pass_signal,medium,,
+P13.2,python/tests/unit/connectors/memory/weaviate/test_weaviate_collection.py,44,pass_signal,medium,,
+P13.2,python/tests/unit/connectors/memory/weaviate/test_weaviate_collection.py,194,pass_signal,medium,,
+P13.2,python/tests/unit/connectors/memory/weaviate/test_weaviate_store.py,22,pass_signal,medium,,
+P13.2,python/tests/unit/connectors/memory/weaviate/test_weaviate_store.py,29,pass_signal,medium,,
+P17.3,python/tests/unit/connectors/openapi_plugin/test_openapi_manager.py,255,pass_signal,medium,,
+P17.3,python/tests/unit/connectors/openapi_plugin/test_rest_api_operation_run_options.py,9,pass_signal,medium,,
+P20.1,python/tests/unit/connectors/openapi_plugin/test_sk_openapi.py,218,pass_signal,medium,,
+P17.5,python/tests/unit/connectors/openapi_plugin/test_sk_openapi.py,870,pass_signal,medium,,
+P17.5,python/tests/unit/connectors/openapi_plugin/test_sk_openapi.py,879,pass_signal,medium,,
+P17.5,python/tests/unit/connectors/openapi_plugin/test_sk_openapi.py,883,pass_signal,medium,,
+P17.5,python/tests/unit/connectors/openapi_plugin/test_sk_openapi.py,891,pass_signal,medium,,
+P17.5,python/tests/unit/connectors/openapi_plugin/test_sk_openapi.py,895,pass_signal,medium,,
+P17.5,python/tests/unit/connectors/openapi_plugin/test_sk_openapi.py,899,pass_signal,medium,,
+P06.1,python/tests/unit/contents/test_chat_message_content.py,362,fail,medium,,
+P11.1,python/tests/unit/data/test_vector_search_base.py,13,fail,low,,
+P06.1,python/tests/unit/kernel/test_kernel.py,635,fail,medium,,
+P17.3,python/tests/unit/prompt_template/test_prompt_templates.py,110,pass_signal,medium,,
+P18.5,python/tests/unit/prompt_template/test_prompt_templates.py,110,pass_signal,medium,,
+P17.3,python/tests/unit/prompt_template/test_prompt_templates.py,159,pass_signal,medium,,
+P18.5,python/tests/unit/prompt_template/test_prompt_templates.py,159,pass_signal,medium,,
+P18.5,python/tests/unit/services/test_ai_service_client_base.py,26,pass_signal,medium,,
+P17.2,python/tests/utils.py,13,pass_signal,medium,,
diff --git a/dsgai_scanner_tool/benchmark/missed-candidates.md b/dsgai_scanner_tool/benchmark/missed-candidates.md
new file mode 100644
index 0000000..5bd0059
--- /dev/null
+++ b/dsgai_scanner_tool/benchmark/missed-candidates.md
@@ -0,0 +1,42 @@
+# Suspected false negatives (judgment pass)
+
+Places the scanner likely **missed** something, per repo, with evidence. This is
+a judgment pass to guide the human labeler's FN hunt — not a computed number.
+Cross-cutting root causes first, then per-repo notes.
+
+## Cross-cutting coverage gaps (strongest FN drivers)
+
+1. **TypeScript/JavaScript is under-covered.** Most rules' `file_globs` include
+   `*.ts`/`*.js`, but the PCRE patterns are Python-shaped (`torch.load`,
+   `similarity_search`, `@app.post`, `create_sql_agent`). A TS-first GenAI app
+   therefore yields almost only the language-agnostic PASS signals (jsonschema/zod
+   → P06.3) and misses TS agent/RAG risk. Evidence: `langchain-nextjs-template`
+   is **35 TS / 0 Py** and produced only 18 findings (12 PASS). `chat-langchain`
+   is **70 TS / 41 Py**; `create-llama` **116 TS / 191 Py** — the TS halves are
+   thinly covered. **FN hunt:** hardcoded keys, unauth API routes, and unvalidated
+   tool calls in `*.ts`/`*.tsx`.
+2. **C# is only credential-scanned.** PR-15 added `*.cs` to the DSGAI02/13
+   credential rules, but DSGAI04/06/11/12/17/20 do **not** scan `*.cs`. Evidence:
+   `semantic-kernel` has **2961 `.cs` files** yet its findings are dominated by the
+   1244 `.py` files. **FN hunt:** supply-chain, DB-agent, resilience, and
+   inference-API risks in the C# codebase are essentially unscanned.
+3. **Jupyter notebooks (`.ipynb`) are unscanned** by all but a couple of controls.
+   GenAI prototype code commonly lives in notebooks. Evidence: `langgraph` has
+   **35** `.ipynb`, `semantic-kernel` **28**, `gpt-researcher` **2** — none went
+   through the structural rules. **FN hunt:** keys and unsafe calls in notebook cells.
+
+## Per-repo
+
+- **langchain-nextjs-template** (35 TS, 0 Py) — near-total TS blind spot; only P06.3/P13.2/P14.4 fired. Check the API route handlers and the LangChain JS chains for missing auth / rate-limiting (DSGAI20) and any inlined keys.
+- **chat-langchain** (41 Py, 70 TS) — Python side is covered; the TS frontend/backend (70 files) is thin. Check TS server routes and any client-exposed config.
+- **create-llama** (191 Py, 116 TS) — a scaffolder; TS templates under-covered. Also note the count is inflated by P04.7 firing on npm lockfile `integrity` hashes (see METHODOLOGY note), which can mask real signal.
+- **crewai** (1269 Py) — Python is well covered, but the finding stream is swamped by P03.1 endpoint strings in docs/tests/cassettes; a genuine FN could hide in that noise. Check tool definitions and any subprocess/DB usage in agents.
+- **langgraph** (447 Py, 35 ipynb, 7 TS) — the 35 notebooks are unscanned structurally; check them for keys and unsafe execution. The 178 P06.1 `http://` FAILs are mostly `http://localhost` in tests (FP), which can bury a real insecure transport.
+- **gpt-researcher** (274 Py, 72 TS, 2 ipynb) — Python covered; TS (72) and the scraper/retriever layer worth an FN check for SSRF-adjacent and unauth-endpoint issues the ruleset doesn't model.
+- **openai-swarm** (62 Py) — small, well covered; low FN risk. Check the handoff/tool-execution paths for LLM-output-driven control flow (not modeled by DSGAI12, which targets SQL).
+- **semantic-kernel** (1244 Py, 2961 C#, 28 ipynb) — the C# majority and notebooks are the big blind spots (see cross-cutting #2/#3). This repo is the strongest argument for finishing C# structural coverage.
+
+## Note for the labeler
+These are *hypotheses*, not confirmed FNs — confirm by opening the cited files.
+A confirmed FN becomes a new rule/glob + a fixture case (per the project's
+"no rule without a fixture" rule).