antonyrag / ragleap-core

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      "topics": [
        "ai-agents",
        "business-automation",
        "database-integration",
        "document-qa",
        "document-qa-agent",
        "executive-assistant",
        "executive-assistant-agent",
        "intelligent-automation",
        "intelligent-automation-platform",
        "llm",
        "multi-tenant",
        "multi-tenant-saas",
        "open-core",
        "saas",
        "self-hosted",
        "voice-ai",
        "workflow-automation",
        "rag-ai-chatbot"
      ],
      "is_fork": false,
      "size_kb": 363,
      "has_wiki": true,
      "homepage": "https://ragleap.com",
      "languages": {
        "Shell": 1793,
        "Python": 347353,
        "Dockerfile": 288
      },
      "pushed_at": "2026-07-26T18:59:29Z",
      "created_at": "2026-07-04T19:04:47Z",
      "owner_type": "User",
      "updated_at": "2026-07-26T18:56:44Z",
      "description": "The open-source core of RagLeap — a self-hosted RAG chat engine (document ingestion, retrieval, citations) powering RagLeap's full AI business manager: Voice AI, WhatsApp/Telegram/Discord bots, database & CRM integrations, workflow automation, and a private executive assistant. Foundation layer — hosted platform at ragleap.com",
      "is_archived": false,
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      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://ragleap.com",
      "name": "TC Antony",
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      "login": "antonyrag",
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      "created_at": "2026-03-09T13:23:05Z",
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      "public_repos": 1,
      "account_age_days": 139
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      "state": "standard",
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    "activity": {
      "releases": [],
      "recent_commits": [
        {
          "oid": "3a00e4bdd26232a38783aa210683b97e13e475ed",
          "body": "Decouples vector storage from conversation memory - RagLeap now\naccepts vector_backend= to swap storage away from the default\nPgVectorBackend. Conversation memory always uses Postgres regardless\nof vector backend choice, since memory is a separate concern from\nvector storage.\n\nNew: ragleap.vectorsto\n[…]\ns actually run there, not just locally.\n\nFull suite: 83/83 passing (73 existing + 10 new) before this commit.\nVersion bumped 0.5.8 -> 0.6.0 (new public API surface warrants a\nminor bump, not a patch).",
          "is_bot": false,
          "headline": "feat: pluggable vector storage backends (0.6.0) (#62)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-26T18:56:40Z",
          "body_truncated": true,
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        },
        {
          "oid": "23f58e3bbbf62a3091e5cf0803ad6eaf73b48347",
          "body": "…ormers (0.5.8) (#61)\n\nReplaces sentence-transformers (which pulls in a 2GB+ torch+CUDA\ninstall even for CPU-only inference) with ONNX Runtime + tokenizers +\nhuggingface_hub. A quantized cross-encoder (Xenova/ms-marco-MiniLM-L-6-v2,\n~23MB int8) downloads once on first rerank=True call and is cached\n\n[…]\nallers who passed a custom model explicitly - default behavior\nunaffected.\n\npyproject.toml's [rerank] and [all] extras updated accordingly.\nVersion bumped 0.5.7 -> 0.5.8. README and CHANGELOG updated.",
          "is_bot": false,
          "headline": "feat: reranking runs on ONNX Runtime instead of torch/sentence-transf…",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-25T11:05:56Z",
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        {
          "oid": "02be0824dd8682aa297d021bb830a5f205d0fdf5",
          "body": "….7) (#60)\n\nask_stream() and aask_stream() were missing the rerank= and\nmetadata_filter= params that ask()/aask() already had - a real,\npreviously-flagged API inconsistency (Part 5 pending list item).\n\nBoth streaming variants now expand the retrieval pool (top_k*4) and\ncall the reranker when rerank=\n[…]\neranker on both ask_stream() and\naask_stream(), and rerank=False never invoking it. Full suite (71/71)\npassing locally before this commit.\n\nVersion bumped 0.5.6 -> 0.5.7. README and CHANGELOG updated.",
          "is_bot": false,
          "headline": "fix: ask_stream()/aask_stream() missing rerank + metadata_filter (0.5…",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-25T06:30:27Z",
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        {
          "oid": "e324599b9b44f57e754d88d329abc536dcffea1a",
          "body": "…(#59)\n\nReconstructed from real PR history (#35-#58), not memory - every\nversion entry links to its actual merged PR. Covers the full history:\ninitial release, the embedder_api_key -> EmbeddingConfig breaking\nchange in 0.2.0, every feature through 0.5.6 (Redis cache + batch\ningestion), and the two u\n[…]\nte) that don't warrant their own version bump.\n\nAlso documents the update_document() metadata-loss limitation inline\nat the version it was introduced (0.4.5), matching the locked-in test\nadded in #58.",
          "is_bot": false,
          "headline": "docs: add CHANGELOG.md for ragleap-rag (0.1.0 -> 0.5.6 + unreleased) …",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-25T06:08:31Z",
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        {
          "oid": "58ea145480bf5e6cd60778a992ea99f32b62857f",
          "body": "Adds a real automated test suite for the core RAG engine (67 tests,\n11 files) - the first automated testing this package has had; all\nprior verification this project was manual, live-testing per feature.\n\nCoverage: ingestion (chunking, sanitization, injection-risk warning,\nmetadata storage), documen\n[…]\nompile-check and docker-build-and-smoke-test jobs, which test the\nmain platform, not this package). Dry-run verified locally against a\nreal Postgres instance (67/67 passing, 8.95s) before this commit.",
          "is_bot": false,
          "headline": "test: comprehensive pytest suite for ragleap-rag + CI integration (#58)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-25T04:58:21Z",
          "body_truncated": true,
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        },
        {
          "oid": "3aa87a65c63bf869bd8d9c22759ee88264df2227",
          "body": "Documents the one constraint that actually matters for background task\nusage: RagLeap's connection pool is per-instance and not fork-safe\nacross processes. Covers the correct pattern (build RagLeap inside\nworker_process_init, not at module import time), a full Redis-broker\ncode example, and an archi\n[…]\n+ collapsed whitespace/alignment) on\nfirst attempt - caught via the standard bracket-view verification step,\nfixed by base64-round-tripping the diagram content rather than pasting\nraw ASCII art again.",
          "is_bot": false,
          "headline": "docs: Celery integration guide + example (#57)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-24T19:14:34Z",
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        {
          "oid": "48df3586e22146bcceac31c90d482ba22f346c03",
          "body": "…#56)\n\nRedis query embedding cache:\n- New RedisQueryEmbeddingCache class (src/ragleap/cache.py), same\n  get/set/clear/stats interface as the existing in-memory cache\n- RagLeap.__init__() gains cache_backend, redis_url, cache_ttl_seconds\n- Verified across process boundaries: two separate RagLeap inst\n[…]\nmethods now have async\ntwins, closing a gap where only 2 of 6 previously did.\n\nVersion bumped 0.5.5 -> 0.5.6 in both pyproject.toml and __init__.py.\nREADME documents both features in this same commit.",
          "is_bot": false,
          "headline": "feat: Redis-backed distributed query cache + ingest_batch() (0.5.6) (…",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-24T18:39:41Z",
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        },
        {
          "oid": "a8c95b69584107bbf0d85fa1b71c2b7e026767e6",
          "body": "Directly answers a question raised this session: should users be\nlocked into just Whisper/Deepgram, or able to bring any provider\nthey judge better (AssemblyAI, Speechmatics, Azure Speech, AWS\nTranscribe, etc.)? Previously the answer was 'wait for ragleap-rag to\nadd it' - now it is not.\n\n- Transcrip\n[…]\n correctly ingested and retrievable via a grounded ask()\nanswer that accurately quoted the custom function's output, and\nvalidation correctly rejected provider='custom' with no transcribe_fn\nsupplied.",
          "is_bot": false,
          "headline": "feat: custom transcription provider support (provider='custom') (#55)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-23T18:38:07Z",
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        {
          "oid": "709237024eb1f34cce15b0d3f2f576a74d619ef7",
          "body": "Fifth and final part of the multi-modal ingestion milestone.\n\n- New video.py: extract_audio_from_video() extracts a video is audio\n  track as MP3 via ffmpeg (a system dependency, not pip-installable,\n  same class as Tesseract for OCR). Proper temp file cleanup on all\n  paths including error cases.\n-\n[…]\n video content, not just placeholder\nbytes. Combined with the live Deepgram transcription test above, both\nhalves of ingest_video()'s pipeline are now genuinely proven, not\njust structurally verified.",
          "is_bot": false,
          "headline": "feat: video ingestion (ffmpeg audio extraction + transcription) (#54)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-23T09:06:35Z",
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        },
        {
          "oid": "1b2e7c697824a3e9411052ca6b9f029c452c4595",
          "body": "Fourth part of the multi-modal ingestion milestone. Pluggable\ntranscription providers rather than a hardcoded Whisper-only path,\ndirectly addressing a real question raised this session: does\nWhisper handle multi-language/low-volume/noisy audio correctly, or\nshould users be able to bring their own pr\n[…]\nnd\ntranscription against a real provider is untested and should be done\nin a follow-up once a key is available, before this can be considered\nfully proven the way every other feature this session was.",
          "is_bot": false,
          "headline": "feat: audio ingestion (Whisper + Deepgram, pluggable) (#53)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-22T18:59:51Z",
          "body_truncated": true,
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        },
        {
          "oid": "e08158c35e4908010b796119cb4d8eedefeab180",
          "body": "Third part of the multi-modal ingestion milestone. Two genuinely\ndifferent techniques for two different kinds of images - one does\nnot substitute for the other.\n\n- New ocr.py: extract_text_from_image() wraps pytesseract, reads\n  literal visible text (scanned documents, screenshots, photos of\n  text)\n[…]\nle); vision\ncaptioning correctly identified 'red' and 'circle' from an image\ncontaining a colored shape and zero text, proving it's genuinely\ndescribing visual content rather than falling back to OCR.",
          "is_bot": false,
          "headline": "feat: image ingestion (OCR + vision captioning) (#52)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-22T05:14:18Z",
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        },
        {
          "oid": "958238e564296073d04afbb95d03f3b3558a1a09",
          "body": "Missed in the previous commit - only pyproject.toml's version was\nstaged, __init__.py's __version__ was left at 0.5.0. Caught via a\nroutine git status check before publishing, not after.",
          "is_bot": false,
          "headline": "fix: bump __version__ to match pyproject.toml (0.5.1) (#51)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-22T04:40:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bcd10be7d2269508e717716ad759735fe19af886",
          "body": "Second part of the multi-modal ingestion milestone. Previously\ningest()/ingest_text() supported only txt/pdf/docx - a real gap\nagainst LangChain's 100+ document loaders. This adds 25 more format\nhandlers across office documents, spreadsheets, structured data,\nmarkup, archives, and subtitle files.\n\n-\n[…]\nxtraction via a real openpyxl workbook), ZIP (correctly\nrecursed into and extracted both a nested .txt and .json file), and\nSRT (cue numbers and timestamps correctly stripped, spoken lines\npreserved).",
          "is_bot": false,
          "headline": "feat: expanded document format support (28 formats) (#50)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-22T04:31:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3f1f732fe8555666be42960bd0d8bc0e263f2c1b",
          "body": "First of the multi-modal ingestion additions - directly closes part\nof the 'document loader breadth' gap flagged against LangChain, which\nhas 100+ loaders vs ragleap-rag's previous txt/pdf/docx-only support.\n\n- New web.py: fetch_url_text() wraps trafilatura, extracting clean\n  readable text (strippi\n[…]\non (5\nchunks), then asked 'What is retrieval-augmented generation?' and got\na genuinely accurate, well-grounded answer with correct citations\nshowing the URL as document_name across 3 distinct chunks.",
          "is_bot": false,
          "headline": "feat: URL ingestion (ingest_url) (#49)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-21T19:08:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "457056ac1b16ca73af2e43c1a2987f25d3f306a1",
          "body": "Resolves a real ambiguity flagged in the gap analysis: a citation\nlike \"(Source 1)\" in an answer previously gave no way to tell\nwhether it referred to a whole document or one specific passage\nwithin it. It was always chunk-level internally, but this was never\ndocumented or exposed - a real gap for a\n[…]\ncit chunk-level format, and the returned citations\nlist correctly mapped each source_number to the right document_name,\nchunk_index, and a verifiable text_preview matching what was actually\nretrieved.",
          "is_bot": false,
          "headline": "feat: citation clarity (chunk-level, structured citations) (#48)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-21T18:48:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fc0099285c13d48e7803b873f8d69e9a5ff097c6",
          "body": "Adds defensive measures at ingest time, a real gap flagged directly\nagainst RAG's known attack surface - malicious content embedded and\nlater surfaced to an LLM via retrieval.\n\nHonest scope, stated explicitly in the module docstring and README:\nthis reduces risk, it does not eliminate it. Prompt inj\n[…]\nary business text (no\nfalse positive); confirmed ingest_text() logs the expected WARNING for\nsuspicious content but still successfully ingests it, proving this is\na signal, not a block, as documented.",
          "is_bot": false,
          "headline": "feat: content sanitization and injection-risk detection (#47)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-21T09:50:05Z",
          "body_truncated": true,
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        },
        {
          "oid": "813ac387af213f39273cfb1d4c07fd23dd907cc3",
          "body": "…gs) (#46)\n\nAdds JSONB metadata storage and Postgres-native containment filtering,\nthe basis for multi-tenant isolation - a real gap flagged directly\nagainst the resume's claimed workspace-scoped multi-tenant work,\nwhich had no equivalent in the public API until now.\n\n- New metadata JSONB column on \n[…]\nenant: acme} answer\nmentioned ONLY the acme secret, never the globex one, and vice versa -\nconcrete proof the JSONB filter genuinely restricts retrieval rather\nthan being silently accepted as a no-op.",
          "is_bot": false,
          "headline": "feat: metadata filtering (multi-tenant, date-range, arbitrary JSON ta…",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-21T09:40:28Z",
          "body_truncated": true,
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        },
        {
          "oid": "2b10adc9acdced8c74060fe309a868a6ad104bdd",
          "body": "…ument) (#45)\n\nAdds methods to manage previously ingested content, which was\npreviously missing entirely - a real production gap since content\ninevitably needs removing or refreshing over time.\n\n- list_documents(limit, offset): documents newest-first, joined with\n  a live chunk count via GROUP BY, n\n[…]\nts,\nconfirmed ask() reflects the updated content (not the original) after\nupdate, confirmed delete_document removes a real document and\ncorrectly returns False (not an exception) for a nonexistent id.",
          "is_bot": false,
          "headline": "feat: document lifecycle (list_documents, delete_document, update_doc…",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-21T08:44:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "955f1c6e15fca33510901499e144b82445910c31",
          "body": "Adds async equivalents for every method that touches the database or\nan API, for use inside async web servers (FastAPI, etc.) where a\nblocking sync call would stall the event loop.\n\nHonest implementation note: these wrap the existing, tested sync\nmethods via asyncio.to_thread() rather than a from-sc\n[…]\nency proof: 3 concurrent aask() calls\ncompleted in 5.94s total, well under 3x a single call's typical time,\nconfirming the threading wrapper is genuinely non-blocking rather than\nsilently serializing.",
          "is_bot": false,
          "headline": "feat: async support (aingest, aingest_text, aask, aask_stream) (#44)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-21T08:28:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "60578a0cb46f69d151d6270094d9dddb2d90b7ce",
          "body": "Repeated identical queries were re-embedding from scratch every time.\nAdds an in-memory LRU cache (1000 entries by default) keyed on\n(query text, embedding model) - safe to enable by default since an\nembedding is a pure function of its inputs.\n\n- New QueryEmbeddingCache (cache.py): simple OrderedDic\n[…]\nes + Gemini - three calls (repeat query, repeat same query,\nthen a different query) produced exactly the expected hits=1, misses=2,\nwith the cache-hit call measurably faster than the cache-miss calls.",
          "is_bot": false,
          "headline": "feat: query embedding caching (in-memory LRU, opt-out) (#43)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-21T05:12:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5079e63e90d4f3e0ad7e2a1340094620877b5faa",
          "body": "Every DB-touching method (ingest_text, ask via retrieval, memory's\nadd_message/get_history/clear_session) previously opened a brand-new\npsycopg2 connection per call and closed it immediately after - a\nfresh TCP handshake + Postgres auth on every single operation, real\navoidable latency especially un\n[…]\nssful ingest,\n5 sequential ask() calls with session memory completing without\nconnection errors, history correctly accumulating and clearing.\nNo functional regressions in retrieval or memory behavior.",
          "is_bot": false,
          "headline": "feat: connection pooling for all database access (#41)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-21T04:50:05Z",
          "body_truncated": true,
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        },
        {
          "oid": "02d36d63d73b2e1f99ba0323f0613b19d243a785",
          "body": "PR #39 shipped cross-encoder reranking but the README was not\nupdated - same gap the conversation memory feature had before\n(PR #38 fixed that one). Adding this now rather than letting it\ngo unnoticed for another release cycle.\n\nNew Reranking section covers: rerank=True usage, the [rerank]\nextra ins\n[…]\nith full python3 -m build, confirmed via wheel\nMETADATA inspection that the Reranking section and rerank=True\nusage are present, published as part of 0.4.0:\nhttps://pypi.org/project/ragleap-rag/0.4.0/",
          "is_bot": false,
          "headline": "docs: document reranking (rerank=True) (#40)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-21T04:29:33Z",
          "body_truncated": true,
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        },
        {
          "oid": "854390e4fa4ec5d09f676a1ea416b59f47d7626b",
          "body": "Adds rerank=True option to ask() for cross-encoder reranking of\nretrieved chunks before generation. Off by default — no breaking\nchange, no new dependency unless explicitly opted into.\n\n- New RerankerService (reranking.py), lazy-loads sentence-transformers'\n  CrossEncoder (cross-encoder/ms-marco-Min\n[…]\ny (only on\nfirst rerank=True call, visible via the weights-loading progress bar),\nand reranked results genuinely differ from unranked top-k (better\nsource precision in the reranked answer's citation).",
          "is_bot": false,
          "headline": "feat: cross-encoder reranking (session-scoped, opt-in) (#39)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-21T03:55:17Z",
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        {
          "oid": "774e099909c54b183d86a82f695ee4fe634b2883",
          "body": "…ory (#38)\n\nThe Reliability/fallback example in README.md still referenced the\npre-0.2.0 embedder_api_key= parameter, which no longer exists on\nRagLeap.__init__() (replaced by embedder=EmbeddingConfig(...) in PR\n#36). It was still showing on PyPI as the documented usage for that\nexample even after 0\n[…]\n was accidentally wheel-only), confirmed via wheel METADATA\ninspection that embedder_api_key is gone and the new memory docs are\npresent, published to PyPI: https://pypi.org/project/ragleap-rag/0.3.1/",
          "is_bot": false,
          "headline": "docs: fix stale embedder_api_key reference, document conversation mem…",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-20T19:15:40Z",
          "body_truncated": true,
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        },
        {
          "oid": "ae9477ac39851c1c14453fa12aaa011542a5ced8",
          "body": "…) (#37)\n\nAdds multi-turn conversation memory to ask()/ask_stream() via an\nopt-in session_id parameter. Omitting session_id preserves fully\nstateless behavior — no breaking change.\n\n- New ConversationMemory class (memory.py): add_message, get_history,\n  clear_session, build_history_prompt — mirrors \n[…]\ntly\nresolved pronoun references ('he', 'his') using only stored context,\nhistory correctly persisted and retrievable via get_history(), and\nclear_session() confirmed to fully wipe a session's history.",
          "is_bot": false,
          "headline": "feat: persistent conversation memory (session-scoped, Postgres-backed…",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-20T18:55:43Z",
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        {
          "oid": "84f6725f6059be59aaf313b4d396677a9e0e5180",
          "body": "Breaking change: RagLeap.__init__() now takes embedder: EmbeddingConfig\ninstead of embedder_api_key: Optional[str]. Fixes a design flaw where\nembeddings were hardcoded to Gemini regardless of the [gemini]/[anthropic]\n/[openai] extras, contradicting the package's BYOK claim — those extras\nonly ever g\n[…]\ned to 0.2.0, published to PyPI: https://pypi.org/project/ragleap-rag/0.2.0/\n- Verified end-to-end: fresh venv install, real ingest + ask against\n  live Postgres + Gemini, correct token usage reporting",
          "is_bot": false,
          "headline": "feat: pluggable embeddings via EmbeddingConfig (gemini + openai) (#36)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-20T18:36:31Z",
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          "is_coding_agent": false
        },
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          "oid": "a5a9a4be93193b14e1760fd9d51e56da357debd3",
          "body": "…(#35)\n\nFirst installable package split out from ragleap-core, per the\nPhase A/B/C ecosystem plan: pip install ragleap-rag, own pyproject.toml,\nown PyPI listing (name confirmed available).\n\nDeliberately RAG-only — no knowledge-graph, language-detection, or\nintegrations coupling baked in. Those becom\n[…]\ngainst the live\nPostgres database, getting a correct answer with real token usage\nnumbers back. This proves the package works standalone, not just\nthat the files happen to compile inside the monorepo.",
          "is_bot": false,
          "headline": "feat: ragleap-rag — standalone pip-installable RAG package (Phase A) …",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-18T17:44:50Z",
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        },
        {
          "oid": "e3804cbc508704cd0aa7080002afeac6e41f098f",
          "body": "…iability docs (#34)\n\n- Restore the 'Integrations' README section and Features table row,\n  which were lost during a prior merge (PR #22's docs commit never\n  made it into that squash merge — confirmed via git log --follow\n  showing the docs commit missing from the merged diff). Also fixes\n  the hos\n[…]\nncluding known limitations\n  (no streaming usage reporting yet, character-count approximation\n  for context budget, hybrid search not yet benchmarked for ranking\n  quality on a multi-document corpus).",
          "is_bot": false,
          "headline": "docs: restore lost Integrations section, add Retrieval/Generation/Rel…",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-18T11:20:53Z",
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          "is_coding_agent": false
        },
        {
          "oid": "6596f771faeb508a7a48a7bb2185e00a319f6e0b",
          "body": "Real, verifiable token optimization — not a marketing claim, numbers\na developer can reproduce themselves.\n\n- core/generation.py: generate_answer() now returns actual token usage\n  (prompt_tokens, completion_tokens, total_tokens) pulled from each\n  provider's real response (Gemini's usage_metadata, \n[…]\ned prompt+completion\nbecause thinking-model 'thoughts' tokens are billed but not part of\nthe visible split — our reporting surfaces the real number rather\nthan a recalculated one that would hide this.",
          "is_bot": false,
          "headline": "feat: real token usage reporting + context budget trimming (#33)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-18T05:20:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "79c351b18297ca58227a2660e5cf80a4b49df2db",
          "body": "If the primary LLM_PROVIDER fails (rate limit, outage, bad key), retry\nwith each provider in LLM_FALLBACK_PROVIDERS (comma-separated), in\norder, before giving up.\n\n- core/generation.py: refactored provider resolution into a standalone\n  _resolve_provider_config() function (required=True for the prim\n[…]\nh generate_answer() and generate_answer_stream().\nConfirmed provider_used flows correctly through the full HTTP /chat\nendpoint under normal (non-fallback) operation, returning\nprovider_used: 'gemini'.",
          "is_bot": false,
          "headline": "feat: LLM provider fallback chain (#31)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-17T19:06:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a2a6c1a9589c99e4134fa697868704383016a147",
          "body": "…s (#30)\n\nReal, tested developer-facing controls, not surface-level flags:\n\n- core/retrieval.py: new search_sparse_chunks() (Postgres full-text\n  search via websearch_to_tsquery + ts_rank) and search_hybrid_chunks()\n  (combines dense + sparse via Reciprocal Rank Fusion, RRF_K=60,\n  still applies the\n[…]\nefit on a multi-document corpus with genuinely conflicting dense\nvs. sparse rankings — only single-document correctness. Worth a\nfollow-up benchmark before making comparative retrieval-quality claims.",
          "is_bot": false,
          "headline": "feat: hybrid search (dense+sparse), streaming, and generation control…",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-17T18:39:37Z",
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          "is_coding_agent": false
        },
        {
          "oid": "200493c14154dd483fa9b047eea1bb7915bfda7c",
          "body": "… (#23)\n\n- Add a note distinguishing this repo (MIT, free, no license key) from\n  install.ragleap.com (separate paid, license-gated self-hosted product)\n- Update the status badge, stale since it only listed 3 channels —\n  now reflects 4 channels + Knowledge Graph + multilingual detection\n  + integrations, all merged",
          "is_bot": false,
          "headline": "docs: clarify install.ragleap.com naming overlap, update status badge…",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-17T04:31:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "59b9fa5557ebff3fff6fcfb868307419e468075a",
          "body": "Opens the integrations/CRM connectors feature, ported from production's\napi/addon_models.py + api/addon_services.py (workspace scoping removed,\nsingle-tenant; Django ORM replaced with plain dataclass + psycopg2,\nmatching core/ingest.py's pattern).\n\n- core/integrations/base.py: DataSource dataclass, \n[…]\nmatically\ninjected into chat responses — core/chat.py would need a lookup by\nuser_identifier per channel, which requires each channel adapter to\nknow its own user's identifier, a reasonable next step.",
          "is_bot": false,
          "headline": "feat: add external data source integrations (9 connectors) (#22)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-17T04:15:17Z",
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          "is_coding_agent": false
        },
        {
          "oid": "e1226546298c2278595c1a2451813fe4d530aa6b",
          "body": "* feat: add language detection (langdetect) to ingestion and chat\n\n- Add core/language.py: LanguageDetector class ported from production's\n  multilingual/language_detector.py, single-tenant, Django settings\n  replaced with .env vars. Includes script-based heuristics (CJK/Hangul/\n  Kana), confidence \n[…]\n confirmed working, and known limitations (langdetect's language\n  coverage vs. the hosted platform's, short-query misdetection risk,\n  and that detection doesn't yet steer the AI's response language)",
          "is_bot": false,
          "headline": "feat: Language detection (langdetect) for ingestion and chat (#21)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-16T09:49:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ffe336437d24a5f4dc70d2b3ad774b50a9fd44ce",
          "body": "- Add core/language.py: LanguageDetector class ported from production's\n  multilingual/language_detector.py, single-tenant, Django settings\n  replaced with .env vars. Includes script-based heuristics (CJK/Hangul/\n  Kana), confidence thresholds, and query-specific overrides (ASCII\n  ratio, context sn\n[…]\nery was detected as Italian) — this is an inherent langdetect\nlimitation on short text, not a regression from the port; production's\nown heuristics exist specifically to mitigate (not eliminate) this.",
          "is_bot": false,
          "headline": "feat: add language detection (langdetect) to ingestion and chat (#20)",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-16T09:39:54Z",
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        },
        {
          "oid": "002d91c63ec3f8d2452c6614c4afda82bf22c3c3",
          "body": "…etrieval (#19)\n\n* feat: wire Neo4j knowledge graph into ingestion and retrieval\n\n- Add core/graph.py: entity extraction, document graph upsert, and\n  entity-based document/related-entity lookup (ported from production's\n  retrieval/graph_service.py, single-tenant, Django coupling removed)\n- Wire gr\n[…]\nthe same code path real ingestion uses)\nuntil Neo4j genuinely accepts Bolt connections, before any smoke\ntest runs.\n\n* ci: simplify Neo4j wait check to single-line Python (avoid YAML dedent fragility)",
          "is_bot": false,
          "headline": "feat: Knowledge Graph (Neo4j) — entity extraction and graph-boosted r…",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-16T07:44:05Z",
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        },
        {
          "oid": "7c5ace16ca2b1e6bc3880d03adb757952de022b6",
          "body": "docs: fix stale 'not ready for contributions' text in Contributing se…",
          "is_bot": false,
          "headline": "Merge pull request #18 from antonyrag/docs/link-student-projects",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-14T18:54:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f9f828c43be45e98fb9629a01fc5c4a4d6def491",
          "body": "…ction, link STUDENT_PROJECTS.md",
          "is_bot": false,
          "headline": "docs: fix stale 'not ready for contributions' text in Contributing se…",
          "author_name": "antonyrag",
          "author_login": "antonyrag",
          "committed_at": "2026-07-14T18:50:53Z",
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          "is_coding_agent": false
        },
        {
          "oid": "68703fc3b676787c829222258ce3f4f3e7b82518",
          "body": "docs: add STUDENT_PROJECTS.md — scoped starter/semester/research-grad…",
          "is_bot": false,
          "headline": "Merge pull request #17 from antonyrag/docs/student-projects",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-14T18:47:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "77c490636adb6e50f662331eecd45fb42869d0d3",
          "body": "…e project ideas for students, professors, and contributors",
          "is_bot": false,
          "headline": "docs: add STUDENT_PROJECTS.md — scoped starter/semester/research-grad…",
          "author_name": "antonyrag",
          "author_login": "antonyrag",
          "committed_at": "2026-07-14T18:45:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "90d1a31a6b4ee16a090300530059adae409abef6",
          "body": "docs: add one-command installer to Quickstart, alongside the existing…",
          "is_bot": false,
          "headline": "Merge pull request #16 from antonyrag/docs/add-install-script-to-readme",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-14T05:33:35Z",
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        },
        {
          "oid": "04995b47357d21adc60736da3ba5a4b5b4e695a2",
          "body": "… manual clone path",
          "is_bot": false,
          "headline": "docs: add one-command installer to Quickstart, alongside the existing…",
          "author_name": "antonyrag",
          "author_login": "antonyrag",
          "committed_at": "2026-07-14T05:31:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8247ebe5001aee14f9e391b99fe069e0e1a8a4ae",
          "body": "feat: add install.sh — OpenClaw-style one-command installer, checks D…",
          "is_bot": false,
          "headline": "Merge pull request #15 from antonyrag/feat/install-script",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-14T05:24:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7da53743f8e410b057ab8f5652071ea5945462c1",
          "body": "…ocker, clones, sets up .env, builds and starts, verified end-to-end for both first-run and already-cloned cases",
          "is_bot": false,
          "headline": "feat: add install.sh — OpenClaw-style one-command installer, checks D…",
          "author_name": "antonyrag",
          "author_login": "antonyrag",
          "committed_at": "2026-07-14T05:20:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c098310736ea1bd3bc5f2fa51d3a907b06d957e3",
          "body": "docs: rewrite CONTRIBUTING.md for post-launch reality, fix architectu…",
          "is_bot": false,
          "headline": "Merge pull request #13 from antonyrag/docs/update-contributing",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-12T18:10:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b3f8d3f1eebfb606fa6d18a2d8b1bc092369a568",
          "body": "…re diagram to show Voice as open (not locked), add repo folder structure section",
          "is_bot": false,
          "headline": "docs: rewrite CONTRIBUTING.md for post-launch reality, fix architectu…",
          "author_name": "antonyrag",
          "author_login": "antonyrag",
          "committed_at": "2026-07-12T18:08:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a272a9d10b8e49decd7cef7d55e24ba1fb72ba28",
          "body": "Feat/voice channel",
          "is_bot": false,
          "headline": "Merge pull request #7 from antonyrag/feat/voice-channel",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-12T13:24:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79641dba87fbb277e418bf827c003cd5d7bc9682",
          "body": "…t status, and known limitations",
          "is_bot": false,
          "headline": "docs: add Voice Channel section to README — setup instructions, hones…",
          "author_name": "antonyrag",
          "author_login": "antonyrag",
          "committed_at": "2026-07-12T13:21:38Z",
          "body_truncated": false,
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        },
        {
          "oid": "b4e934bcdaf6d53c74c4144fd16161fd043972d0",
          "body": "…ams WebSocket server, VAD-based audio buffering ported from production, OpenAI Whisper STT + TTS. WebSocket protocol and error handling verified; full STT/TTS round-trip not live-tested (requires OpenAI credits).",
          "is_bot": false,
          "headline": "feat: add Voice channel adapter (channels/voice/) — Twilio Media Stre…",
          "author_name": "antonyrag",
          "author_login": "antonyrag",
          "committed_at": "2026-07-12T13:17:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fc4a4bd31e615c9bfc2f6eaa24c46cf63015cdfc",
          "body": "docs: update README to reflect WhatsApp/Telegram/Discord now being op…",
          "is_bot": false,
          "headline": "Merge pull request #6 from antonyrag/docs/update-readme-for-channels",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-12T08:40:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bc041d0bdcfaededa2f129d18338ffb46bbe7289",
          "body": "…en-source (not hosted-only) — fixes architecture diagram, feature table, status badge, and adds examples/ callout",
          "is_bot": false,
          "headline": "docs: update README to reflect WhatsApp/Telegram/Discord now being op…",
          "author_name": "antonyrag",
          "author_login": "antonyrag",
          "committed_at": "2026-07-12T08:38:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47475866568f2c18b0282485ec1ad365cad7a6b5",
          "body": "feat: add examples/ folder with two verified, runnable scripts — inge…",
          "is_bot": false,
          "headline": "Merge pull request #5 from antonyrag/feat/examples-folder",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-12T08:35:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f0105e6589e040db0242a84742be9f8b1fb93511",
          "body": "…st+query via API, and direct channel testing without real credentials",
          "is_bot": false,
          "headline": "feat: add examples/ folder with two verified, runnable scripts — inge…",
          "author_name": "antonyrag",
          "author_login": "antonyrag",
          "committed_at": "2026-07-12T08:23:14Z",
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        },
        {
          "oid": "98c95669c292f7ec6f3792e9e04d2eefc46a31ae",
          "body": "Feat/discord channel",
          "is_bot": false,
          "headline": "Merge pull request #4 from antonyrag/feat/discord-channel",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-12T07:52:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5f9aa8492480f7a4b44fb8dc6bb0210ceb566d1",
          "body": "…19 signature verification, was only present transitively)",
          "is_bot": false,
          "headline": "chore: explicitly pin cryptography dependency (used for Discord Ed255…",
          "author_name": "antonyrag",
          "author_login": "antonyrag",
          "committed_at": "2026-07-12T07:37:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "257c13930da3e41285ea904b9ea21ab20067d443",
          "body": "…ture verification, PING challenge handling, verified end-to-end (embed→retrieve→generate all confirmed working)",
          "is_bot": false,
          "headline": "feat: add Discord channel adapter (channels/discord/) — Ed25519 signa…",
          "author_name": "antonyrag",
          "author_login": "antonyrag",
          "committed_at": "2026-07-12T07:36:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a4972b8befb89991d71feb5ae25522cac7a1f782",
          "body": "feat: add Telegram channel adapter (channels/telegram/) — verified en…",
          "is_bot": false,
          "headline": "Merge pull request #3 from antonyrag/feat/telegram-channel",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-12T07:29:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "648ad27c91ff71015762c1cd6b558431fbd83b39",
          "body": "…d-to-end via real webhook test (embed→retrieve→generate all confirmed working)",
          "is_bot": false,
          "headline": "feat: add Telegram channel adapter (channels/telegram/) — verified en…",
          "author_name": "antonyrag",
          "author_login": "antonyrag",
          "committed_at": "2026-07-12T07:21:10Z",
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          "is_coding_agent": false
        },
        {
          "oid": "44293f29d93d09bdcfee7a54dde0859eea062579",
          "body": "feat: add WhatsApp channel adapter (channels/whatsapp/) — Twilio + Gu…",
          "is_bot": false,
          "headline": "Merge pull request #2 from antonyrag/feat/whatsapp-channel",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-10T16:21:20Z",
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          "is_coding_agent": false
        },
        {
          "oid": "ef4b9b1e4e39b107c2c37c2decdf7aaa2f7dd2b8",
          "body": "…pshup support, verified end-to-end via real webhook test (embed→retrieve→generate all confirmed working)",
          "is_bot": false,
          "headline": "feat: add WhatsApp channel adapter (channels/whatsapp/) — Twilio + Gu…",
          "author_name": "antonyrag",
          "author_login": "antonyrag",
          "committed_at": "2026-07-10T16:17:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1f9ab9684f9fd35464865060344740edb50e3574",
          "body": "fix: CI workflow syntax error — secrets context cannot be used direct…",
          "is_bot": false,
          "headline": "Merge pull request #1 from antonyrag/fix/ci-secrets-context",
          "author_name": "TC Antony",
          "author_login": "antonyrag",
          "committed_at": "2026-07-10T09:45:33Z",
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        },
        {
          "oid": "a38a4c4691841443dd2b6067ae6b731765a8c586",
          "body": null,
          "is_bot": false,
          "headline": "debug: use verbose curl to diagnose smoke test failure",
          "author_name": "antonyrag",
          "author_login": "antonyrag",
          "committed_at": "2026-07-10T09:44:20Z",
          "body_truncated": false,
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        },
        {
          "oid": "ee24442c0ae97b22ce28298a24808b79c3e4c315",
          "body": "…L) to prevent UnicodeEncodeError on em-dash characters in CI",
          "is_bot": false,
          "headline": "fix: force UTF-8 encoding in container (PYTHONIOENCODING, LANG, LC_AL…",
          "author_name": "antonyrag",
          "author_login": "antonyrag",
          "committed_at": "2026-07-10T09:40:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7398411a2907ff74bf5c24105e61714d5b63b246",
          "body": "…ly in if: condition, route through env: instead",
          "is_bot": false,
          "headline": "fix: CI workflow syntax error — secrets context cannot be used direct…",
          "author_name": "antonyrag",
          "author_login": "antonyrag",
          "committed_at": "2026-07-10T09:33:44Z",
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        },
        {
          "oid": "5db98f2a7dd0f633844b572b72201026a0ce03f5",
          "body": "…ealth/upload/chat smoke tests on every push and PR",
          "is_bot": false,
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  "config": {
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    "disabled_components": {}
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  "source": {
    "url": "https://github.com/antonyrag/ragleap-core",
    "host": "github.com",
    "name": "ragleap-core",
    "owner": "antonyrag"
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            "notes": [],
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            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
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                "status": "met",
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                "max_points": 36
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                "key": "commit_cadence",
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                "key": "commit_volume",
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                "key": "openssf_scorecard_maintained",
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                "name": "Ships releases",
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                "max_points": 27
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                "key": "release_recency",
                "name": "Release recency",
                "detail": "no releases",
                "points": 0,
                "status": "missed",
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                "key": "release_cadence",
                "name": "Release cadence",
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                "details": [
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                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
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                "status": "excluded",
                "details": [
                  {
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                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
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                "details": [
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                    "code": "abandonment_unverified",
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                "max_points": 100
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            ]
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        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
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      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 46,
        "weight": 0.18,
        "metrics": [
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            "key": "popularity",
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            "note": null,
            "notes": [],
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              "forks": 1,
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              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
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                "key": "stars",
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                "status": "missed",
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                    "code": "stars",
                    "params": {
                      "count": 2
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "1 forks",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "forks",
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                      "count": 1
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
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                      "count": 0
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                ],
                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
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            "components": [
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                "key": "readme",
                "name": "README",
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                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
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              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
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                ],
                "max_points": 22.5
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              {
                "key": "contributing_guide",
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                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
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              {
                "key": "pr_template",
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                "points": 6.3,
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            ]
          },
          {
            "key": "ecosystem_adoption",
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            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
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                  "components": [
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              },
              {
                "code": "weights_renormalized",
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            "value": 55,
            "inputs": {
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              "dependents": null,
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              "monthly_downloads": 2085
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            "components": [
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                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "2,085 downloads/month across pypi",
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                "status": "partial",
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                    "code": "downloads_monthly",
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                      "count": 2085,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 80
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              {
                "key": "registry_dependents",
                "name": "Registry dependents",
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                "points": 0,
                "status": "excluded",
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                "max_points": 20
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            ]
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        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "at_risk",
        "name": "Sustainability & Governance",
        "value": 36,
        "weight": 0.24,
        "metrics": [
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            "key": "maintainer_resilience",
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            "note": null,
            "notes": [],
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            "inputs": {
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                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
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                "status": "partial",
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                "key": "commit_distribution",
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                "status": "missed",
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                "key": "contributor_breadth",
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                "status": "partial",
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                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
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            ]
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            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 37,
            "inputs": {
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              "issue_closed_ratio": 0,
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            "components": [
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                "points": 0,
                "status": "missed",
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                "max_points": 46.75
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                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "48/50 decided PRs merged",
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                "status": "partial",
                "details": [
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                    "code": "decided_prs_merged",
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                ],
                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
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            ]
          },
          {
            "key": "stewardship",
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            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
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              {
                "code": "weights_renormalized",
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            "value": 16,
            "inputs": {
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              "is_verified": null,
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              "account_age_days": 139
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                "key": "ownership_backing",
                "name": "Ownership backing",
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                "details": [
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                    "code": "owner_personal",
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                "max_points": 30
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              {
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              {
                "key": "owner_reach",
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                "status": "missed",
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                      "login": "antonyrag"
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                "key": "track_record",
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                "key": "published_resolvable",
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                "key": "not_deprecated",
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                "status": "met",
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        ],
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      {
        "key": "engineering",
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        "metrics": [
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                "key": "openssf_scorecard_ci_tests",
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            "notes": [],
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            "inputs": {
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          }
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            "inputs": {
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            "components": [
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                "key": "branch_protection",
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                "key": "fuzzing",
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                "key": "sast",
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                "key": "security_policy",
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                "key": "signed_releases",
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                "max_points": 7.5
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                "key": "vulnerabilities",
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        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
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                "points": 0,
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                "max_points": 45
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                "key": "machine_readable_docs_llms_txt",
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                "detail": null,
                "points": 0,
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              "lockfiles": [
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                "key": "mcp_server",
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        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
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  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
    "deps.dev does not index pypi:ragleap-rag@0.6.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T19:04:40.132295Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/antonyrag/ragleap-core.svg",
  "full_name": "antonyrag/ragleap-core",
  "license_state": "standard",
  "license_spdx": "MIT"
}