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WeKnora

RAG & Retrieval

LLM-powered framework for deep document understanding, semantic retrieval, and context-aware answers using RAG paradigm.

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Go Latest v0.6.0 · 13d ago Security brief →

Features

  • LLM‑powered Retrieval‑Augmented Generation (RAG) for quick document Q&A
  • ReAct Agent that orchestrates retrieval, tools and web search for multi‑step tasks
  • Wiki Mode automatically creates a self‑maintaining, interlinked markdown knowledge base with an interactive graph

Recent releases

View all 18 releases →
Review required
v0.6.0 Mixed
Auth RBAC

frontend, session, cli, auth, knowledge-base, embedding, RBAC, OBS

Open
Review required
v0.5.2 New feature
Auth RBAC

Doris vector DB support

Open
v0.5.1 New feature
Security fixes
  • Prevent API key ciphertext (enc:v1:...) from leaking to the UI
Notable features
  • Add STORAGE_ALLOW_LIST env var to whitelist storage origins
  • Tenant-wide IM channels overview under the user menu
  • Expose API Key reset from the API Info page
Full changelog

What's Changed

  • docs(readme): enhance layout for Agent Mode and Observability sections across multiple languages by @lyingbug in https://github.com/Tencent/WeKnora/pull/1047
  • docs(readme): update tracing references from Jaeger to Langfuse across multiple languages by @lyingbug in https://github.com/Tencent/WeKnora/pull/1048
  • feat(frontend): add LLM call timeout for agents by @lyingbug in https://github.com/Tencent/WeKnora/pull/1059
  • fix(wiki): queue JSON handling and failed ingest operations by @lyingbug in https://github.com/Tencent/WeKnora/pull/1061
  • feat(types): support legacy and current formats in tenant Scan by @lyingbug in https://github.com/Tencent/WeKnora/pull/1060
  • chore(i18n): align en-US/ko-KR/ru-RU locales with zh-CN by @lyingbug in https://github.com/Tencent/WeKnora/pull/1062
  • chore(i18n): align en-US/ko-KR/ru-RU locales with zh-CN by @lyingbug in https://github.com/Tencent/WeKnora/pull/1063
  • fix(wiki): Lite ingest lock, failed-op requeue, sync task retry parity by @lyingbug in https://github.com/Tencent/WeKnora/pull/1064
  • fix: LaTeX formulas flash and disappear during streaming (#1056) by @lyingbug in https://github.com/Tencent/WeKnora/pull/1065
  • fix(container): aggregate registration errors in connector registry initialization by @Goodnight77 in https://github.com/Tencent/WeKnora/pull/1054
  • fix(search): align rerank priority between Execute and rerankResults by @lyingbug in https://github.com/Tencent/WeKnora/pull/1067
  • fix(im): isolate IM sessions per agent, recover from deleted sessions by @lyingbug in https://github.com/Tencent/WeKnora/pull/1069
  • fix(im): remove pipeline-level timeout that kills multi-round agent reasoning by @lyingbug in https://github.com/Tencent/WeKnora/pull/1070
  • fix(docreader): remove default 100-page limit for DOCX parsing by @lyingbug in https://github.com/Tencent/WeKnora/pull/1071
  • fix: inject KB document listing on fallback for broad queries by @lyingbug in https://github.com/Tencent/WeKnora/pull/1072
  • feat: data_analysis sql validation & type processing by @1141520944 in https://github.com/Tencent/WeKnora/pull/1053
  • fix(docparser): preserve standalone image uploads from icon filter by @lyingbug in https://github.com/Tencent/WeKnora/pull/1076
  • feat(miniprogram): add WeChat mini program plugin by @wolfkill in https://github.com/Tencent/WeKnora/pull/1055
  • feat(knowledge-base): add document batch delete and list view by @voidkey in https://github.com/Tencent/WeKnora/pull/1075
  • fix(knowledge-base): restore hover feedback on selected list rows by @voidkey in https://github.com/Tencent/WeKnora/pull/1078
  • fix(frontend): 知识库文档区布局、批量条与列表/卡片体验 by @lyingbug in https://github.com/Tencent/WeKnora/pull/1080
  • fix(chat): stop button behavior and input layout fixes by @lyingbug in https://github.com/Tencent/WeKnora/pull/1083
  • fix: prevent API key ciphertext (enc:v1:...) from leaking to the UI by @lyingbug in https://github.com/Tencent/WeKnora/pull/1087
  • 客户端添加切换租户 by @cn-kali-team in https://github.com/Tencent/WeKnora/pull/1085
  • feat: add STORAGE_ALLOW_LIST env var by @Windfarer in https://github.com/Tencent/WeKnora/pull/1086
  • feat(tenant): expose API Key reset from the API Info page by @lyingbug in https://github.com/Tencent/WeKnora/pull/1089
  • fix(frontend): polish knowledge list sticky header and floating batch bar by @lyingbug in https://github.com/Tencent/WeKnora/pull/1088
  • refactor(im): move adapter factories into per-platform subpackages by @lyingbug in https://github.com/Tencent/WeKnora/pull/1084
  • fix:attachment_document_failed by @MaoMengww in https://github.com/Tencent/WeKnora/pull/1094
  • refactor(frontend): unify Model/WebSearch/MCP settings pages with shared card + drawer by @lyingbug in https://github.com/Tencent/WeKnora/pull/1093
  • fix(frontend): polish KB list sticky header, batch bar, and card checkbox by @lyingbug in https://github.com/Tencent/WeKnora/pull/1090
  • fix(frontend): route chat drag-and-drop uploads correctly by @Aphroq in https://github.com/Tencent/WeKnora/pull/1095
  • fix(im): rewrite private storage URLs to HTTP in IM channel replies by @lyingbug in https://github.com/Tencent/WeKnora/pull/1068
  • fix(crypto): fail loudly when encrypted DB fields cannot be decrypted by @lyingbug in https://github.com/Tencent/WeKnora/pull/1100
  • fix(web-search): normalize default tenant web search config at runtime by @sqkstwj in https://github.com/Tencent/WeKnora/pull/1097
  • feat(im): tenant-wide IM channels overview under the user menu by @lyingbug in https://github.com/Tencent/WeKnora/pull/1102
  • feat(sessions): add keyword search, user-scoped pinning, and IM source visibility by @lyingbug in https://github.com/Tencent/WeKnora/pull/1101

New Contributors

  • @cn-kali-team made their first contribution in https://github.com/Tencent/WeKnora/pull/1085
  • @Aphroq made their first contribution in https://github.com/Tencent/WeKnora/pull/1095
  • @sqkstwj made their first contribution in https://github.com/Tencent/WeKnora/pull/1097

Full Changelog: https://github.com/Tencent/WeKnora/compare/v0.5.0...v0.5.1

View release on GitHub
v0.5.0 New feature
Security fixes
  • API key validation uses constant-time comparison to prevent timing attacks
Notable features
  • Knowledge-base Wiki system with configurable indexing strategy
  • Langfuse observability integration for LLM token tracking and asynq pipeline tracing
  • OpenMAIC interactive classroom skill with RAG-to-courseware generation
Full changelog

What's Changed

  • feat(repository): update keyword retrieval logic to use ParadeDB's matching operator by @lyingbug in https://github.com/Tencent/WeKnora/pull/977
  • Fix system prompt not being used when flag is false by @utafrali in https://github.com/Tencent/WeKnora/pull/969
  • fix: missing deep copy entity by @shanghai-Jerry in https://github.com/Tencent/WeKnora/pull/975
  • fix: SQLite/Lite mode compatibility for FAQ import and chunk operations by @swim2sun in https://github.com/Tencent/WeKnora/pull/968
  • docs: add wiki documentation with cross-referenced links by @Liwx1014 in https://github.com/Tencent/WeKnora/pull/978
  • fix: use explicit localhost for docreader health probes by @sn1p4am in https://github.com/Tencent/WeKnora/pull/983
  • feat(logger): implement LLM debug logging functionality by @lyingbug in https://github.com/Tencent/WeKnora/pull/984
  • feat: add registry dual-map and engine factory for VectorStore by @ochanism in https://github.com/Tencent/WeKnora/pull/973
  • refactor(postgres): optimize vector retrieval and HNSW settings by @lyingbug in https://github.com/Tencent/WeKnora/pull/986
  • feat: search engine adds proxy addresses and adds SSRF verification. by @1141520944 in https://github.com/Tencent/WeKnora/pull/987
  • feat: pass IndexConfig to repositories with scalability options by @ochanism in https://github.com/Tencent/WeKnora/pull/981
  • feat: add VectorStore management UI settings page by @ochanism in https://github.com/Tencent/WeKnora/pull/982
  • fix: use constant-time comparison for API key validation by @MaoMengww in https://github.com/Tencent/WeKnora/pull/992
  • feat: add vector_store_id column to knowledge_bases for per-KB vector store binding by @ochanism in https://github.com/Tencent/WeKnora/pull/994
  • feat: add OpenMAIC interactive classroom skill with RAG-to-courseware generation by @peterchan2020 in https://github.com/Tencent/WeKnora/pull/989
  • fix(storage): auto-detect content-type to resolve image rendering issues by @jack-wang-176 in https://github.com/Tencent/WeKnora/pull/999
  • fix: ReadEvent incompatible sse data format by @shanghai-Jerry in https://github.com/Tencent/WeKnora/pull/1002
  • fix: remove limit/offset from required in list_knowledge_chunks JSON Schema by @draix in https://github.com/Tencent/WeKnora/pull/1012
  • fix/air-toml-cgo-ldflags by @MaoMengww in https://github.com/Tencent/WeKnora/pull/1010
  • fix(docker): 修复镜像构建兼容性问题 by @Liwx1014 in https://github.com/Tencent/WeKnora/pull/1005
  • Fix/storage content type by @jack-wang-176 in https://github.com/Tencent/WeKnora/pull/1013
  • fix:修复make dev-app里面脚本问题 by @tohelloworld in https://github.com/Tencent/WeKnora/pull/1016
  • feat/yuque datasource connector by @voidkey in https://github.com/Tencent/WeKnora/pull/1011
  • feat(wiki): introduce knowledge-base Wiki system and configurable indexing strategy by @lyingbug in https://github.com/Tencent/WeKnora/pull/1017
  • chore: Update .dockerignore and GitHub Actions for improved caching by @lyingbug in https://github.com/Tencent/WeKnora/pull/1018
  • chore: Update .dockerignore to clarify documentation exclusions and dependencies by @lyingbug in https://github.com/Tencent/WeKnora/pull/1019
  • feat: Enhance agent tool compatibility and knowledge base filtering by @lyingbug in https://github.com/Tencent/WeKnora/pull/1021
  • fix : mattermost handle io.ReadAll errors in client file by @Goodnight77 in https://github.com/Tencent/WeKnora/pull/1020
  • refactor: Simplify WeKnoraCloud request customization and message conversion by @lyingbug in https://github.com/Tencent/WeKnora/pull/1022
  • fix(frontend): bundle tdesign-icons sprite locally for offline deploys by @lyingbug in https://github.com/Tencent/WeKnora/pull/1024
  • fix(agent): terminate ReAct loop on final_answer regardless of arg parse success by @lyingbug in https://github.com/Tencent/WeKnora/pull/1023
  • feat(models): support custom HTTP headers across all remote model calls by @lyingbug in https://github.com/Tencent/WeKnora/pull/1025
  • feat(frontend): add copy action for model cards in settings by @lyingbug in https://github.com/Tencent/WeKnora/pull/1026
  • fix(agent-share): don't require rerank model for wiki-only agents by @lyingbug in https://github.com/Tencent/WeKnora/pull/1028
  • feat(observability): integrate Langfuse for LLM token tracking and tracing by @lyingbug in https://github.com/Tencent/WeKnora/pull/1027
  • feat(observability): extend Langfuse tracing across the asynq pipeline by @lyingbug in https://github.com/Tencent/WeKnora/pull/1029
  • fix(agent): load all sheets from Excel files in data analysis (#1007) by @lyingbug in https://github.com/Tencent/WeKnora/pull/1035
  • feat(observability): instrument agent ReAct loop and tool calls in Langfuse by @lyingbug in https://github.com/Tencent/WeKnora/pull/1034
  • fix(agent): improve tenant context handling and error reporting by @Goodnight77 in https://github.com/Tencent/WeKnora/pull/1036
  • Fix/docreader protoc offline whitelist by @jack-wang-176 in https://github.com/Tencent/WeKnora/pull/1033
  • chore(release): v0.5.0 by @lyingbug in https://github.com/Tencent/WeKnora/pull/1042
  • docs(readme): refresh title and overview to reflect RAG + Agent + Auto-Wiki by @lyingbug in https://github.com/Tencent/WeKnora/pull/1043
  • feat: correct data analysis errors using fileService. by @1141520944 in https://github.com/Tencent/WeKnora/pull/1041
  • Update v0.5.0 README by @lyingbug in https://github.com/Tencent/WeKnora/pull/1044

New Contributors

  • @utafrali made their first contribution in https://github.com/Tencent/WeKnora/pull/969
  • @shanghai-Jerry made their first contribution in https://github.com/Tencent/WeKnora/pull/975
  • @swim2sun made their first contribution in https://github.com/Tencent/WeKnora/pull/968
  • @sn1p4am made their first contribution in https://github.com/Tencent/WeKnora/pull/983
  • @1141520944 made their first contribution in https://github.com/Tencent/WeKnora/pull/987
  • @jack-wang-176 made their first contribution in https://github.com/Tencent/WeKnora/pull/999
  • @draix made their first contribution in https://github.com/Tencent/WeKnora/pull/1012
  • @tohelloworld made their first contribution in https://github.com/Tencent/WeKnora/pull/1016
  • @Goodnight77 made their first contribution in https://github.com/Tencent/WeKnora/pull/1020

Full Changelog: https://github.com/Tencent/WeKnora/compare/v0.4.0...v0.5.0

View release on GitHub
v0.4.0 Breaking risk
Breaking changes
  • Video parser removed
Notable features
  • VectorStore CRUD API
  • Notion connector
  • WeChat integration
View release on GitHub

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