{ "schema": "declawd.github-repository-review/v1", "observed_at": "2026-11-02T17:24:09Z", "reviewed_at": "2026-11-02T17:39:49.934197+00:00", "reviewer_type": "automated_screening_and_selected_agent_reading", "capture": { "path": "github-repository-scan-2026-11-02.json", "sha256": "2d6f3b950c3844a0d116ce6434779ac3d2244fd6b224b4ebd53c413d4337f3f6", "query_counts": [ 53, 12, 2529 ], "union_count": 2556, "search_complete": false, "search_gaps": [ { "query_id": "text-watermark", "created_on": "2026-10-17", "declared_count": 27, "returned_count": 26, "missing_count": 1, "reason": "expected 27 unique repositories but fetched 26 rows and 26 unique names" } ], "repositories_metadata_screened": 2556, "readmes_captured": 2523, "readmes_screened": 2523, "readme_hashes_verified": 2523, "distinct_readmes_screened": 2390, "judgements_carried_forward": 2196, "repositories_screened_afresh": 327, "screening_candidate_repositories": 633, "fresh_candidates": 77, "capture_gaps": 33, "readmes_read_in_full": 3, "repositories_with_targeted_readme_review": 6, "fresh_provider_snippets_inspected": 77, "readmes_recovered_by_retry": 11, "readmes_after_retry": 2534, "remaining_readme_gaps": 22, "recovered_screening_candidates": 5, "distinct_readmes_after_retry": 2401, "initial_screening_candidate_repositories": 628, "readme_hashes_verified_after_retry": 2534 }, "selection": "Every captured README hash and byte length was checked, then name, description and README were screened. Unchanged README screens retain their earlier scope. Changed and new candidates are listed separately for selected reading. This does not claim a full reading of each README or repository.", "screening": { "vendor_pattern": "anthropic|claude|fable|mythos|textgrain", "topic_pattern": "detect|verif|\\bkey\\b|\\bapi\\b|watermark", "case_insensitive": true, "third_party_code_executed": false, "live_detector_requests_made": false, "snippet_method": "Up to four lines pairing provider names with watermark, detection, verifier, key or API terms were inspected for 77 fresh candidates. Three selected READMEs were read in full and six received targeted section reading." }, "conclusion": "The selected READMEs describe reference-key experiments, rewriting, carrier inspection, generic classifiers and unavailable provider adapters. None of these selected readings demonstrates before-and-after removal checked by a current production text detector. The conclusion is bounded by selected reading, one unidentified search match and 22 remaining README gaps after 11 recoveries.", "notable": [ { "repository": "erameh6/llm-watermark-lab", "revision": "03a38d06da065e6e4cf52382583b407193a9b5a7", "review_level": "full_readme_review", "classification": "reported_reference_experiment", "finding": "The README reports a dated CPU experiment with an open Kirchenbauer scheme, DistilGPT-2, a paraphraser and the authors key. Its hosted-provider credentials configure generation or discovery. The README distinguishes compatible local logit access from ordinary hosted chat APIs. No provider detector was demonstrated.", "citations": [ "https://github.com/erameh6/llm-watermark-lab/blob/03a38d06da065e6e4cf52382583b407193a9b5a7/README.md" ] }, { "repository": "HerbertHuerto/text-cleanroom", "revision": "eba4bcc98daf5a6ee3688f0980504953285a56e2", "review_level": "full_readme_review", "classification": "rewrite_workflow", "finding": "The skill reconstructs prose and checks integrity against source material. It explicitly reports no production textGrain effectiveness result and includes no proprietary detector. The route settings are operator-observed, expire after 24 hours and are not a provider attestation.", "citations": [ "https://github.com/HerbertHuerto/text-cleanroom/blob/eba4bcc98daf5a6ee3688f0980504953285a56e2/README.md" ] }, { "repository": "patkusch/markcheck", "revision": "38828e2a82b8a53a1a765e2f3377c620833ac45e", "review_level": "full_readme_review", "classification": "media_and_generic_classifier", "finding": "The README reports local C2PA, metadata and TrustMark checks, plus a separate generic text classifier. It excludes current provider text-watermark checks and records an offline bundled trust list. Its fixed media and classifier tables remain author reports and were not rerun.", "citations": [ "https://github.com/patkusch/markcheck/blob/38828e2a82b8a53a1a765e2f3377c620833ac45e/README.md" ] }, { "repository": "DreamLab-AI/prose-sanitiser", "revision": "b261f65466b12bef2fd7c4957cee463cbe06190f", "review_level": "targeted_readme_review", "classification": "known_key_reference_detector", "finding": "Selected detection and limitation sections separate carrier cleaning and self-applied research marks from production watermarks. The README acknowledges that its earlier closed-loop wording concerned known-key marks. No production detector result is supplied.", "citations": [ "https://github.com/DreamLab-AI/prose-sanitiser/blob/b261f65466b12bef2fd7c4957cee463cbe06190f/README.md" ] }, { "repository": "nerln/reflip", "revision": "78305552854e7bd2730c7bdb38dd8508fba2739a", "review_level": "targeted_readme_review", "classification": "reported_reference_experiment", "finding": "Selected method, threat-model and limitation sections describe open-model SynthID checks with the authors keys and two reference score families. A changed README adds browser classifier and rewrite observations. It excludes production Claude detection. Reported quality, calibration and rewrite results were not independently reproduced.", "citations": [ "https://github.com/nerln/reflip/blob/78305552854e7bd2730c7bdb38dd8508fba2739a/README.md" ] }, { "repository": "shakerrdev/voight-kampff", "revision": "f874dc6a56a01c0ca6ff53b93602556ddcbff4e5", "review_level": "targeted_readme_review", "classification": "provider_unsupported", "finding": "The provider-watermark section describes a plug-in point and says current Claude or Google text marking cannot be verified by this client. That extension point does not demonstrate provider access.", "citations": [ "https://github.com/shakerrdev/voight-kampff/blob/f874dc6a56a01c0ca6ff53b93602556ddcbff4e5/README.md" ] }, { "repository": "ivanusto/unmark-web", "revision": "6334534ed3c3dc3e86b1b12cd07676d22ac5928c", "review_level": "targeted_readme_review", "classification": "carrier_cleaner", "finding": "Selected changelog and method sections describe file metadata, markup and container cleaning and fixes for parsing errors. They do not demonstrate a compatible production text detector. No cleaner was executed.", "citations": [ "https://github.com/ivanusto/unmark-web/blob/6334534ed3c3dc3e86b1b12cd07676d22ac5928c/README.md" ] }, { "repository": "cyaa41/ututututu", "revision": "5c180932a00c793261177f79aee21db8929f3fe2", "review_level": "targeted_readme_review", "classification": "provider_unsupported", "finding": "Selected provider and reference-detector sections describe a placeholder Claude adapter, own-key research replay and public file-checker links. Current production text detection was not demonstrated.", "citations": [ "https://github.com/cyaa41/ututututu/blob/5c180932a00c793261177f79aee21db8929f3fe2/README.md" ] }, { "repository": "R0nit-Mathur/Humanization-Skill", "revision": "e7c720a3ccb786d10247bc98ddfa00920bcfb256", "review_level": "targeted_readme_review", "classification": "rewrite_guidance", "finding": "The README lists rewriting guidance and a detector cheatsheet. It supplies no recorded production text-detector response. The linked cheatsheet and executable behaviour were not separately reviewed.", "citations": [ "https://github.com/R0nit-Mathur/Humanization-Skill/blob/e7c720a3ccb786d10247bc98ddfa00920bcfb256/README.md" ] } ], "supplementary": [], "repositories": [ { "repository": "0-to-1-Labs/iac-tools", "revision": "0ae100468b6bd188922ec7f70f30f40f3833a629", "visibility": "public", "metadata_screened": true, "readme": { "ref": "0ae100468b6bd188922ec7f70f30f40f3833a629", "path": "README.md", "git_blob_sha": "b4d58a66030d09f2aefb7554663e68f562fda1cc", "byte_length": 5829, "sha256": "6e6619096938105c66d45a93b72e6492c8d822fe02b5ef36c2258f0412caef8d" }, "head_error": null, "readme_error": null, "readme_url": "https://github.com/0-to-1-Labs/iac-tools/blob/0ae100468b6bd188922ec7f70f30f40f3833a629/README.md", "source_files": [], "review_level": "carried_forward_readme_screening", "decision": "screened_no_further_review", "screening_candidate": true, "comparison_with_previous_capture": "unchanged", "duplicate_readme_repositories": [], "carried_forward_from": "declawd/reports/github-repository-review-2026-10-29.json", "limitation": "Only README bytes are unchanged. Prior source conclusions retain their pinned scope, and runtime behaviour is unverified." }, { "repository": "050729-zxn/novel-script-writer", "revision": "7e38df8021faa42b91b5d553cdc1e77bd2438fe4", "visibility": "public", "metadata_screened": true, "readme": { "ref": "7e38df8021faa42b91b5d553cdc1e77bd2438fe4", "path": "README.md", "git_blob_sha": "c57fb5fb6415845ec7c297e5e05934f6a27e8bd4", "byte_length": 10863, "sha256": "96f86a537bcf562654d85d585b8e149ad02349d2a8bfedce92e38e7ca44729e4" }, "head_error": null, "readme_error": null, "readme_url": "https://github.com/050729-zxn/novel-script-writer/blob/7e38df8021faa42b91b5d553cdc1e77bd2438fe4/README.md", "source_files": [], "review_level": "carried_forward_readme_screening", "decision": "screened_no_further_review", "screening_candidate": true, "comparison_with_previous_capture": "unchanged", "duplicate_readme_repositories": [], "carried_forward_from": "declawd/reports/github-repository-review-2026-10-29.json", "limitation": "Only README bytes are unchanged. Prior source conclusions retain their pinned scope, and runtime behaviour is unverified." }, { "repository": "0x70776c/Sheaf", "revision": "ee36dca1b042b68d8e49a019affdce5d9b2dff8c", "visibility": "public", "metadata_screened": true, "readme": { "ref": "ee36dca1b042b68d8e49a019affdce5d9b2dff8c", "path": "README.md", "git_blob_sha": "7ae4761ad3953029c6642acbf375be31e7aec98f", "byte_length": 20881, "sha256": "d7821ffe38e35f5a8d552f4d748d1ba0f7f81f88699359ee826decf084ebc31b" }, "head_error": null, "readme_error": null, "readme_url": "https://github.com/0x70776c/Sheaf/blob/ee36dca1b042b68d8e49a019affdce5d9b2dff8c/README.md", "source_files": [], "review_level": "carried_forward_readme_screening", "decision": "screened_no_further_review", "screening_candidate": true, "comparison_with_previous_capture": "unchanged", "duplicate_readme_repositories": [], "carried_forward_from": "declawd/reports/github-repository-review-2026-10-29.json", "limitation": "Only README bytes are unchanged. Prior source conclusions retain their pinned scope, and runtime behaviour is unverified." }, { "repository": "0xrukimedo/n8n-nodes-marqpdf", "revision": "a66af61bd0dbe20402c1b58490b221f0f1fd897d", "visibility": "public", "metadata_screened": true, "readme": { "ref": "a66af61bd0dbe20402c1b58490b221f0f1fd897d", "path": "README.md", "git_blob_sha": "c525d5ff4d5b2e9868b931959fbd5f4940140da3", "byte_length": 8861, "sha256": "834b10698fed3d5343d4b48240bb6a14e9c6540975b6a5d0eb647e7eb4dc9f2b" }, "head_error": null, "readme_error": null, "readme_url": "https://github.com/0xrukimedo/n8n-nodes-marqpdf/blob/a66af61bd0dbe20402c1b58490b221f0f1fd897d/README.md", "source_files": [], "review_level": "carried_forward_readme_screening", "decision": "screened_no_further_review", "screening_candidate": false, "comparison_with_previous_capture": "unchanged", "duplicate_readme_repositories": [], "carried_forward_from": "declawd/reports/github-repository-review-2026-10-29.json", "limitation": "Only README bytes are unchanged. Prior source conclusions retain their pinned scope, and runtime behaviour is unverified." }, { "repository": "0xsanga/Meta-Stripper", "revision": "cb4daf3191ef33db09fcae6a99118ed331c3cc74", "visibility": "public", "metadata_screened": true, "readme": { "ref": "cb4daf3191ef33db09fcae6a99118ed331c3cc74", "path": "README.md", "git_blob_sha": "ae912bf6df0ab309907678262f4123aa54023448", "byte_length": 6447, "sha256": "67d7563d1e73371acc5ca69205942778f9ff7ba89c8e768a52e689a9f4b19953" }, "head_error": null, "readme_error": null, "readme_url": "https://github.com/0xsanga/Meta-Stripper/blob/cb4daf3191ef33db09fcae6a99118ed331c3cc74/README.md", "source_files": [], "review_level": "carried_forward_readme_screening", "decision": "screened_no_further_review", "screening_candidate": false, "comparison_with_previous_capture": "unchanged", "duplicate_readme_repositories": [], "carried_forward_from": "declawd/reports/github-repository-review-2026-10-29.json", "limitation": "Only README bytes are unchanged. Prior source conclusions retain their pinned scope, and runtime behaviour is unverified." }, { "repository": "0xSnipFi/AABHIX-CAME", "revision": "935201ffd62ef64c866ddccf3b2599afb5ac2594", "visibility": "public", "metadata_screened": true, "readme": { "ref": "935201ffd62ef64c866ddccf3b2599afb5ac2594", "path": "README.md", "git_blob_sha": "c8d2b63a2549acbbbd276b601811904077fe4e34", "byte_length": 7895, "sha256": "ff2d9d3cbf2a1e7aa682f9e7996e2bab6fa7fb6c1dce91d395582f4148d80ac6" }, "head_error": null, "readme_error": null, "readme_url": "https://github.com/0xSnipFi/AABHIX-CAME/blob/935201ffd62ef64c866ddccf3b2599afb5ac2594/README.md", "source_files": [], "review_level": "carried_forward_readme_screening", "decision": "screened_no_further_review", "screening_candidate": false, "comparison_with_previous_capture": "unchanged", "duplicate_readme_repositories": [], "carried_forward_from": "declawd/reports/github-repository-review-2026-10-29.json", "limitation": "Only README bytes are unchanged. Prior source conclusions retain their pinned scope, and runtime behaviour is unverified." }, { "repository": "100monkeys-ai/awesome-agent-traceability", "revision": "8fcba594274ab3f8ed9834bcfa7a6e85186c00e6", "visibility": "public", "metadata_screened": true, "readme": { "ref": "8fcba594274ab3f8ed9834bcfa7a6e85186c00e6", "path": "README.md", "git_blob_sha": "e7885060c81fc36e9bd126de77a0a7a8013f05c9", "byte_length": 27022, "sha256": "aa1188142c7f6a894deb21fdf27ab2d30b78f93948c1d0db4dc2630fca88636e" }, "head_error": null, "readme_error": null, "readme_url": "https://github.com/100monkeys-ai/awesome-agent-traceability/blob/8fcba594274ab3f8ed9834bcfa7a6e85186c00e6/README.md", "source_files": [], "review_level": "automated_screening", "decision": "requires_further_review", "screening_candidate": true, "comparison_with_previous_capture": "changed", "duplicate_readme_repositories": [] }, { "repository": "1151860/Comfyui_homework", "revision": "2e91611ff6768606d64d23bf24dd89e1b75ea72d", "visibility": "public", "metadata_screened": true, "readme": { "ref": "2e91611ff6768606d64d23bf24dd89e1b75ea72d", "path": "README.md", "git_blob_sha": "acd28d2888bbefcb2900256822798393a899ec89", "byte_length": 964, "sha256": "0ae1d35e0c87d100fe77f8a47151a69040d472cdc74c7213ace0900a55a68a96" }, "head_error": null, "readme_error": null, "readme_url": "https://github.com/1151860/Comfyui_homework/blob/2e91611ff6768606d64d23bf24dd89e1b75ea72d/README.md", "source_files": [], "review_level": "carried_forward_readme_screening", "decision": "screened_no_further_review", "screening_candidate": false, "comparison_with_previous_capture": "unchanged", "duplicate_readme_repositories": [], "carried_forward_from": "declawd/reports/github-repository-review-2026-10-29.json", "limitation": "Only README bytes are unchanged. 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Prior source conclusions retain their pinned scope, and runtime behaviour is unverified." }, { "repository": "1abdullahr1/filetoolkit-android", "revision": "ff3b2b54f040fe44a894faede49a6685c3a9b476", "visibility": "public", "metadata_screened": true, "readme": { "ref": "ff3b2b54f040fe44a894faede49a6685c3a9b476", "path": "README.md", "git_blob_sha": "87b79669d4f0c402d2f3f7670d4dfa02f181ee1a", "byte_length": 8098, "sha256": "b4ed34dd2df2caaa6e4876e10c832062ff4cb1f2e0845722fc31491632f0ba64" }, "head_error": null, "readme_error": null, "readme_url": "https://github.com/1abdullahr1/filetoolkit-android/blob/ff3b2b54f040fe44a894faede49a6685c3a9b476/README.md", "source_files": [], "review_level": "carried_forward_readme_screening", "decision": "screened_no_further_review", "screening_candidate": false, "comparison_with_previous_capture": "unchanged", "duplicate_readme_repositories": [], "carried_forward_from": "declawd/reports/github-repository-review-2026-10-29.json", "limitation": "Only README bytes are unchanged. Prior source conclusions retain their pinned scope, and runtime behaviour is unverified." }, { "repository": "1faadi/AI-Watermark-Remover", "revision": "b64ec720b1ac1b558508afb19af8f11888efa663", "visibility": "public", "metadata_screened": true, "readme": { "ref": "b64ec720b1ac1b558508afb19af8f11888efa663", "path": "README.md", "git_blob_sha": "bddfd3708786421d1771216bbfd711899d6293af", "byte_length": 11662, "sha256": "4faf36d69b0ddcca32ff271a56fd1e88f219fe040d1201bf7345f00d8166d270" }, "head_error": null, "readme_error": null, "readme_url": "https://github.com/1faadi/AI-Watermark-Remover/blob/b64ec720b1ac1b558508afb19af8f11888efa663/README.md", "source_files": [], "review_level": "carried_forward_readme_screening", "decision": "screened_no_further_review", "screening_candidate": false, "comparison_with_previous_capture": "unchanged", "duplicate_readme_repositories": [], "carried_forward_from": "declawd/reports/github-repository-review-2026-10-29.json", "limitation": "Only README bytes are unchanged. Prior source conclusions retain their pinned scope, and runtime behaviour is unverified." }, { "repository": "1iki/gemini-watermark-remover", "revision": "bef0303a437902286a18ab4d1586629f198b90b7", "visibility": "public", "metadata_screened": true, "readme": { "ref": "bef0303a437902286a18ab4d1586629f198b90b7", "path": "README.md", "git_blob_sha": "8ffb4c43983592d9319c423a31b3e3ebdb8a4ef9", "byte_length": 19483, "sha256": "bbfa926c9144f9b6c678f8877ecc1a4e5b4b945682990acac3eddc2be98199ab" }, "head_error": null, "readme_error": null, "readme_url": "https://github.com/1iki/gemini-watermark-remover/blob/bef0303a437902286a18ab4d1586629f198b90b7/README.md", "source_files": [], "review_level": "carried_forward_readme_screening", "decision": "screened_no_further_review", "screening_candidate": false, "comparison_with_previous_capture": "unchanged", "duplicate_readme_repositories": [ "Cognio-so/gemini-remover-", "Miaoshaojun/gemini-watermark-remover-local", "Notedoxygen9/gemini-watermark-remover", "osmiqai-cloud/Unmark-Me", "sachinwak/Gemini-Watermark-Remover", "tuanphilip/gemini-watermark-remover", "vantungpham23-ht/tambietgeminilogo" ], "carried_forward_from": "declawd/reports/github-repository-review-2026-10-29.json", "limitation": "Only README bytes are unchanged. 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Prior source conclusions retain their pinned scope, and runtime behaviour is unverified." }, { "repository": "zyvron66-devlop/Kaagaz", "revision": "fbd5e4f3adc5732e53a8a7ee4d9878afa5e07edd", "visibility": "public", "metadata_screened": true, "readme": { "ref": "fbd5e4f3adc5732e53a8a7ee4d9878afa5e07edd", "path": "README.md", "git_blob_sha": "3834855bbf05cc2e95888b5161f5a3e4187be2c4", "byte_length": 1775, "sha256": "00a6f9bd9f4a48c48e9729f34141d7a956c17e90f4378bc32dc8c720f75e3011" }, "head_error": null, "readme_error": null, "readme_url": "https://github.com/zyvron66-devlop/Kaagaz/blob/fbd5e4f3adc5732e53a8a7ee4d9878afa5e07edd/README.md", "source_files": [], "review_level": "carried_forward_readme_screening", "decision": "screened_no_further_review", "screening_candidate": false, "comparison_with_previous_capture": "unchanged", "duplicate_readme_repositories": [], "carried_forward_from": "declawd/reports/github-repository-review-2026-10-29.json", "limitation": "Only README bytes are unchanged. Prior source conclusions retain their pinned scope, and runtime behaviour is unverified." }, { "repository": "zzy512071799/-agent", "revision": "cf3c2a0a7598c428339dcd52572864ff9b1ddfd0", "visibility": "public", "metadata_screened": true, "readme": { "ref": "cf3c2a0a7598c428339dcd52572864ff9b1ddfd0", "path": "README.md", "git_blob_sha": "75500dca1b8787dc210115888f065ca102ed21fb", "byte_length": 14036, "sha256": "f27282ae0aa18bed98ba05a803b58537c56f980a84a8c3ad308a6b7e1565bb61" }, "head_error": null, "readme_error": null, "readme_url": "https://github.com/zzy512071799/-agent/blob/cf3c2a0a7598c428339dcd52572864ff9b1ddfd0/README.md", "source_files": [], "review_level": "carried_forward_readme_screening", "decision": "screened_no_further_review", "screening_candidate": false, "comparison_with_previous_capture": "unchanged", "duplicate_readme_repositories": [], "carried_forward_from": "declawd/reports/github-repository-review-2026-10-29.json", "limitation": "Only README bytes are unchanged. Prior source conclusions retain their pinned scope, and runtime behaviour is unverified." } ], "limitations": [ "GitHub repository names, descriptions and topics can change without a commit.", "The search index and total counts are observations at the recorded time.", "A captured README and default-branch head do not establish what an unexecuted binary does.", "This capture records the search set. Human review and conclusions belong in the claims ledger.", "Queries exceeding GitHub's 1,000-result cap are split by creation date. The slices are recorded per query.", "A changing or inconsistent paginated result set is discarded and retried in smaller creation-date slices. By default each final slice must contain its declared number of unique repositories. An incomplete API result stops the capture. An inconsistent single-day slice stops it unless an explicit partial capture records the missing matches.", "Any explicit search exclusion is named and checked for HTTP 404 before discovery. A 404 does not distinguish deletion, private visibility or loss of access. Excluded repositories are outside this capture and remain in earlier dated evidence.", "Default-branch heads are fetched in GraphQL batches to reduce REST quota use. A failed batch falls back to individual REST lookups. Each README request still names the exact captured commit.", "The optional --record-search-gaps flag can retain an incomplete single-day slice when GitHub declares more matches than it returns. Such a capture sets search_complete to false, marks the affected query incomplete and records unidentified matches. It does not establish a complete search set.", "The broader screening pattern now includes textGrain. Candidate counts are not directly comparable with the previous vendor-only pattern.", "Source files were not read for every repository whose README was unchanged." ], "validation": { "capture_hash_verified": true, "all_recorded_readme_hashes_verified": true, "all_records_public": true, "per_repository_counts_checked": true, "slices_sum_to_returned_query_total": true, "search_complete": false }, "gap_retry_record": "repository-gap-retries-2026-11-02.json" }