{"id":125533,"url":"https://github.com/curiousily/ragbase","last_synced_at":"2026-06-19T16:30:23.865Z","repository":{"id":250057958,"uuid":"827267401","full_name":"curiousily/ragbase","owner":"curiousily","description":"Completely local RAG. Chat with your PDF documents (with open LLM) and UI to that uses LangChain, Streamlit, Ollama (Llama 3.1), Qdrant and advanced methods like reranking and semantic chunking.","archived":false,"fork":false,"pushed_at":"2024-07-26T12:01:41.000Z","size":419,"stargazers_count":128,"open_issues_count":9,"forks_count":44,"subscribers_count":2,"default_branch":"master","last_synced_at":"2026-06-06T10:04:09.569Z","etag":null,"topics":["langchain","llama3","llm","pdf","rag","retrieval-augmented-generation","streamlit"],"latest_commit_sha":null,"homepage":"https://www.mlexpert.io/bootcamp/ragbase-local-rag","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/curiousily.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-07-11T10:12:30.000Z","updated_at":"2026-06-03T06:37:47.000Z","dependencies_parsed_at":"2024-08-14T08:18:24.549Z","dependency_job_id":null,"html_url":"https://github.com/curiousily/ragbase","commit_stats":{"total_commits":3,"total_committers":1,"mean_commits":3.0,"dds":0.0,"last_synced_commit":"5af7b79162329fa0b725b39d1aeeea7eb1e4428b"},"previous_names":["curiousily/ragbase"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/curiousily/ragbase","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/curiousily%2Fragbase","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/curiousily%2Fragbase/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/curiousily%2Fragbase/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/curiousily%2Fragbase/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/curiousily","download_url":"https://codeload.github.com/curiousily/ragbase/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/curiousily%2Fragbase/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34245218,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-12T02:00:06.859Z","response_time":109,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"owner":{"login":"curiousily","name":"Venelin Valkov","uuid":"150327","kind":"user","description":"","email":"venelin@curiousily.com","website":"mlexpert.io","location":"Bulgaria","twitter":"venelin_valkov","company":null,"icon_url":"https://avatars.githubusercontent.com/u/150327?u=8f59dc2c6da7ba39cf1157cc731020730f1e278f\u0026v=4","repositories_count":72,"last_synced_at":"2026-04-29T05:33:44.352Z","metadata":{"has_sponsors_listing":true},"html_url":"https://github.com/curiousily","funding_links":["https://github.com/sponsors/curiousily"],"total_stars":7111,"followers":1979,"following":5,"created_at":"2022-11-02T21:34:02.373Z","updated_at":"2026-04-29T05:33:44.352Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/curiousily","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/curiousily/repositories"},"packages":[],"commits":{"id":1640993,"full_name":"curiousily/ragbase","default_branch":"master","total_commits":3,"total_committers":1,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":3.0,"dds":0.0,"past_year_total_commits":0,"past_year_total_committers":0,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":0.0,"past_year_dds":0.0,"last_synced_at":"2026-06-16T15:00:39.571Z","last_synced_commit":"5af7b79162329fa0b725b39d1aeeea7eb1e4428b","created_at":"2024-07-25T15:45:40.825Z","updated_at":"2026-06-16T15:00:39.157Z","committers":[{"name":"Venelin Valkov","email":"venelin@curiousily.com","login":"curiousily","count":3}],"past_year_committers":[],"commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/curiousily%2Fragbase/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2026-06-18T00:00:09.052Z","repositories_count":6262438,"commits_count":876186432,"contributors_count":35070358,"owners_count":1168093,"icon_url":"https://github.com/github.png","host_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories"}},"issues":{"table":{"full_name":"curiousily/ragbase","html_url":"https://github.com/curiousily/ragbase","last_synced_at":"2026-04-12T07:02:38.871Z","status":"error","issues_count":8,"pull_requests_count":0,"avg_time_to_close_issue":null,"avg_time_to_close_pull_request":null,"issues_closed_count":0,"pull_requests_closed_count":0,"pull_request_authors_count":0,"issue_authors_count":8,"avg_comments_per_issue":0.0,"avg_comments_per_pull_request":null,"merged_pull_requests_count":0,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":0,"past_year_pull_requests_count":0,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":0,"past_year_pull_request_authors_count":0,"past_year_issue_authors_count":0,"past_year_avg_comments_per_issue":null,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":0,"created_at":"2024-07-25T15:45:41.195Z","updated_at":"2026-04-12T07:02:38.871Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/curiousily%2Fragbase","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/curiousily%2Fragbase/issues","issue_labels_count":{"table":{}},"pull_request_labels_count":{"table":{}},"issue_author_associations_count":{"table":{"NONE":8}},"pull_request_author_associations_count":{"table":{}},"issue_authors":{"table":{"lukasrum":1,"javimosch":1,"erolglr":1,"Sa1LeM":1,"TuanLoc1006":1,"Esmail-ibraheem":1,"bhaveshraj76":1,"senanindita":1}},"pull_request_authors":{"table":{}},"host":{"table":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2026-06-16T00:00:20.494Z","repositories_count":14812374,"issues_count":33169672,"pull_requests_count":109505016,"authors_count":11308153,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"}},"past_year_issue_labels_count":{"table":{}},"past_year_pull_request_labels_count":{"table":{}},"past_year_issue_author_associations_count":{"table":{}},"past_year_pull_request_author_associations_count":{"table":{}},"past_year_issue_authors":{"table":{}},"past_year_pull_request_authors":{"table":{}},"maintainers":[],"active_maintainers":[]}},"events":{"total":{"ForkEvent":29,"WatchEvent":75,"IssueCommentEvent":1},"last_year":{"ForkEvent":4,"WatchEvent":13}},"keywords":["langchain","llama3","llm","pdf","rag","retrieval-augmented-generation","streamlit"],"dependencies":[{"ecosystem":"pypi","filepath":"poetry.lock","sha":null,"kind":"lockfile","created_at":"2024-07-25T00:04:14.852Z","updated_at":"2024-07-25T00:04:14.852Z","repository_link":"https://github.com/curiousily/ragbase/blob/master/poetry.lock","dependencies":[{"id":19307544484,"package_name":"aiohttp","ecosystem":"pypi","requirements":"3.9.5","direct":false,"kind":"runtime","optional":false},{"id":19307544485,"package_name":"aiosignal","ecosystem":"pypi","requirements":"1.3.1","direct":false,"kind":"runtime","optional":false},{"id":19307544486,"package_name":"altair","ecosystem":"pypi","requirements":"5.3.0","direct":false,"kind":"runtime","optional":false},{"id":19307544487,"package_name":"annotated-types","ecosystem":"pypi","requirements":"0.7.0","direct":false,"kind":"runtime","optional":false},{"id":19307544488,"package_name":"anyio","ecosystem":"pypi","requirements":"4.4.0","direct":false,"kind":"runtime","optional":false},{"id":19307544489,"package_name":"appnope","ecosystem":"pypi","requirements":"0.1.4","direct":false,"kind":"runtime","optional":false},{"id":19307544490,"package_name":"argon2-cffi","ecosystem":"pypi","requirements":"23.1.0","direct":false,"kind":"runtime","optional":false},{"id":19307544491,"package_name":"argon2-cffi-bindings","ecosystem":"pypi","requirements":"21.2.0","direct":false,"kind":"runtime","optional":false},{"id":19307544492,"package_name":"arrow","ecosystem":"pypi","requirements":"1.3.0","direct":false,"kind":"runtime","optional":false},{"id":19307544493,"package_name":"asttokens","ecosystem":"pypi","requirements":"2.4.1","direct":false,"kind":"runtime","optional":false},{"id":19307544494,"package_name":"async-lru","ecosystem":"pypi","requirements":"2.0.4","direct":false,"kind":"runtime","optional":false},{"id":19307544495,"package_name":"attrs","ecosystem":"pypi","requirements":"23.2.0","direct":false,"kind":"runtime","optional":false},{"id":19307544496,"package_name":"babel","ecosystem":"pypi","requirements":"2.15.0","direct":false,"kind":"runtime","optional":false},{"id":19307544497,"package_name":"beautifulsoup4","ecosystem":"pypi","requirements":"4.12.3","direct":false,"kind":"runtime","optional":false},{"id":19307544498,"package_name":"bleach","ecosystem":"pypi","requirements":"6.1.0","direct":false,"kind":"runtime","optional":false},{"id":19307544499,"package_name":"blinker","ecosystem":"pypi","requirements":"1.8.2","direct":false,"kind":"runtime","optional":false},{"id":19307544500,"package_name":"cachetools","ecosystem":"pypi","requirements":"5.3.3","direct":false,"kind":"runtime","optional":false},{"id":19307544501,"package_name":"certifi","ecosystem":"pypi","requirements":"2024.7.4","direct":false,"kind":"runtime","optional":false},{"id":19307544502,"package_name":"cffi","ecosystem":"pypi","requirements":"1.16.0","direct":false,"kind":"runtime","optional":false},{"id":19307544503,"package_name":"charset-normalizer","ecosystem":"pypi","requirements":"3.3.2","direct":false,"kind":"runtime","optional":false},{"id":19307544504,"package_name":"click","ecosystem":"pypi","requirements":"8.1.7","direct":false,"kind":"runtime","optional":false},{"id":19307544505,"package_name":"colorama","ecosystem":"pypi","requirements":"0.4.6","direct":false,"kind":"runtime","optional":false},{"id":19307544506,"package_name":"coloredlogs","ecosystem":"pypi","requirements":"15.0.1","direct":false,"kind":"runtime","optional":false},{"id":19307544507,"package_name":"comm","ecosystem":"pypi","requirements":"0.2.2","direct":false,"kind":"runtime","optional":false},{"id":19307544508,"package_name":"dataclasses-json","ecosystem":"pypi","requirements":"0.6.7","direct":false,"kind":"runtime","optional":false},{"id":19307544509,"package_name":"debugpy","ecosystem":"pypi","requirements":"1.8.2","direct":false,"kind":"runtime","optional":false},{"id":19307544510,"package_name":"decorator","ecosystem":"pypi","requirements":"5.1.1","direct":false,"kind":"runtime","optional":false},{"id":19307544511,"package_name":"defusedxml","ecosystem":"pypi","requirements":"0.7.1","direct":false,"kind":"runtime","optional":false},{"id":19307544512,"package_name":"distro","ecosystem":"pypi","requirements":"1.9.0","direct":false,"kind":"runtime","optional":false},{"id":19307544513,"package_name":"executing","ecosystem":"pypi","requirements":"2.0.1","direct":false,"kind":"runtime","optional":false},{"id":19307544514,"package_name":"fastembed","ecosystem":"pypi","requirements":"0.3.3","direct":false,"kind":"runtime","optional":false},{"id":19307544515,"package_name":"fastjsonschema","ecosystem":"pypi","requirements":"2.20.0","direct":false,"kind":"runtime","optional":false},{"id":19307544516,"package_name":"filelock","ecosystem":"pypi","requirements":"3.15.4","direct":false,"kind":"runtime","optional":false},{"id":19307544517,"package_name":"flashrank","ecosystem":"pypi","requirements":"0.2.8","direct":false,"kind":"runtime","optional":false},{"id":19307544518,"package_name":"flatbuffers","ecosystem":"pypi","requirements":"24.3.25","direct":false,"kind":"runtime","optional":false},{"id":19307544519,"package_name":"fqdn","ecosystem":"pypi","requirements":"1.5.1","direct":false,"kind":"runtime","optional":false},{"id":19307544520,"package_name":"frozenlist","ecosystem":"pypi","requirements":"1.4.1","direct":false,"kind":"runtime","optional":false},{"id":19307544521,"package_name":"fsspec","ecosystem":"pypi","requirements":"2024.6.1","direct":false,"kind":"runtime","optional":false},{"id":19307544522,"package_name":"gitdb","ecosystem":"pypi","requirements":"4.0.11","direct":false,"kind":"runtime","optional":false},{"id":19307544523,"package_name":"gitpython","ecosystem":"pypi","requirements":"3.1.43","direct":false,"kind":"runtime","optional":false},{"id":19307544524,"package_name":"greenlet","ecosystem":"pypi","requirements":"3.0.3","direct":false,"kind":"runtime","optional":false},{"id":19307544525,"package_name":"groq","ecosystem":"pypi","requirements":"0.9.0","direct":false,"kind":"runtime","optional":false},{"id":19307544526,"package_name":"grpcio","ecosystem":"pypi","requirements":"1.64.1","direct":false,"kind":"runtime","optional":false},{"id":19307544527,"package_name":"grpcio-tools","ecosystem":"pypi","requirements":"1.64.1","direct":false,"kind":"runtime","optional":false},{"id":19307544528,"package_name":"h11","ecosystem":"pypi","requirements":"0.14.0","direct":false,"kind":"runtime","optional":false},{"id":19307544529,"package_name":"h2","ecosystem":"pypi","requirements":"4.1.0","direct":false,"kind":"runtime","optional":false},{"id":19307544530,"package_name":"hpack","ecosystem":"pypi","requirements":"4.0.0","direct":false,"kind":"runtime","optional":false},{"id":19307544531,"package_name":"httpcore","ecosystem":"pypi","requirements":"1.0.5","direct":false,"kind":"runtime","optional":false},{"id":19307544532,"package_name":"httpx","ecosystem":"pypi","requirements":"0.27.0","direct":false,"kind":"runtime","optional":false},{"id":19307544533,"package_name":"huggingface-hub","ecosystem":"pypi","requirements":"0.23.4","direct":false,"kind":"runtime","optional":false},{"id":19307544534,"package_name":"humanfriendly","ecosystem":"pypi","requirements":"10.0","direct":false,"kind":"runtime","optional":false},{"id":19307544535,"package_name":"hyperframe","ecosystem":"pypi","requirements":"6.0.1","direct":false,"kind":"runtime","optional":false},{"id":19307544536,"package_name":"idna","ecosystem":"pypi","requirements":"3.7","direct":false,"kind":"runtime","optional":false},{"id":19307544537,"package_name":"ipykernel","ecosystem":"pypi","requirements":"6.29.5","direct":false,"kind":"runtime","optional":false},{"id":19307544538,"package_name":"ipython","ecosystem":"pypi","requirements":"8.26.0","direct":false,"kind":"runtime","optional":false},{"id":19307544539,"package_name":"isoduration","ecosystem":"pypi","requirements":"20.11.0","direct":false,"kind":"runtime","optional":false},{"id":19307544540,"package_name":"jedi","ecosystem":"pypi","requirements":"0.19.1","direct":false,"kind":"runtime","optional":false},{"id":19307544541,"package_name":"jinja2","ecosystem":"pypi","requirements":"3.1.4","direct":false,"kind":"runtime","optional":false},{"id":19307544542,"package_name":"json5","ecosystem":"pypi","requirements":"0.9.25","direct":false,"kind":"runtime","optional":false},{"id":19307544543,"package_name":"jsonpatch","ecosystem":"pypi","requirements":"1.33","direct":false,"kind":"runtime","optional":false},{"id":19307544544,"package_name":"jsonpointer","ecosystem":"pypi","requirements":"3.0.0","direct":false,"kind":"runtime","optional":false},{"id":19307544545,"package_name":"jsonschema","ecosystem":"pypi","requirements":"4.23.0","direct":false,"kind":"runtime","optional":false},{"id":19307544546,"package_name":"jsonschema-specifications","ecosystem":"pypi","requirements":"2023.12.1","direct":false,"kind":"runtime","optional":false},{"id":19307544547,"package_name":"jupyter-client","ecosystem":"pypi","requirements":"8.6.2","direct":false,"kind":"runtime","optional":false},{"id":19307544548,"package_name":"jupyter-core","ecosystem":"pypi","requirements":"5.7.2","direct":false,"kind":"runtime","optional":false},{"id":19307544549,"package_name":"jupyter-events","ecosystem":"pypi","requirements":"0.10.0","direct":false,"kind":"runtime","optional":false},{"id":19307544550,"package_name":"jupyter-lsp","ecosystem":"pypi","requirements":"2.2.5","direct":false,"kind":"runtime","optional":false},{"id":19307544551,"package_name":"jupyter-server","ecosystem":"pypi","requirements":"2.14.1","direct":false,"kind":"runtime","optional":false},{"id":19307544552,"package_name":"jupyter-server-terminals","ecosystem":"pypi","requirements":"0.5.3","direct":false,"kind":"runtime","optional":false},{"id":19307544553,"package_name":"jupyterlab","ecosystem":"pypi","requirements":"4.2.3","direct":false,"kind":"runtime","optional":false},{"id":19307544554,"package_name":"jupyterlab-pygments","ecosystem":"pypi","requirements":"0.3.0","direct":false,"kind":"runtime","optional":false},{"id":19307544555,"package_name":"jupyterlab-server","ecosystem":"pypi","requirements":"2.27.2","direct":false,"kind":"runtime","optional":false},{"id":19307544556,"package_name":"langchain","ecosystem":"pypi","requirements":"0.2.6","direct":false,"kind":"runtime","optional":false},{"id":19307544557,"package_name":"langchain-community","ecosystem":"pypi","requirements":"0.2.6","direct":false,"kind":"runtime","optional":false},{"id":19307544558,"package_name":"langchain-core","ecosystem":"pypi","requirements":"0.2.11","direct":false,"kind":"runtime","optional":false},{"id":19307544559,"package_name":"langchain-experimental","ecosystem":"pypi","requirements":"0.0.62","direct":false,"kind":"runtime","optional":false},{"id":19307544560,"package_name":"langchain-groq","ecosystem":"pypi","requirements":"0.1.6","direct":false,"kind":"runtime","optional":false},{"id":19307544561,"package_name":"langchain-qdrant","ecosystem":"pypi","requirements":"0.1.1","direct":false,"kind":"runtime","optional":false},{"id":19307544562,"package_name":"langchain-text-splitters","ecosystem":"pypi","requirements":"0.2.2","direct":false,"kind":"runtime","optional":false},{"id":19307544563,"package_name":"langsmith","ecosystem":"pypi","requirements":"0.1.84","direct":false,"kind":"runtime","optional":false},{"id":19307544564,"package_name":"loguru","ecosystem":"pypi","requirements":"0.7.2","direct":false,"kind":"runtime","optional":false},{"id":19307544565,"package_name":"markdown-it-py","ecosystem":"pypi","requirements":"3.0.0","direct":false,"kind":"runtime","optional":false},{"id":19307544566,"package_name":"markupsafe","ecosystem":"pypi","requirements":"2.1.5","direct":false,"kind":"runtime","optional":false},{"id":19307544567,"package_name":"marshmallow","ecosystem":"pypi","requirements":"3.21.3","direct":false,"kind":"runtime","optional":false},{"id":19307544568,"package_name":"matplotlib-inline","ecosystem":"pypi","requirements":"0.1.7","direct":false,"kind":"runtime","optional":false},{"id":19307544569,"package_name":"mdurl","ecosystem":"pypi","requirements":"0.1.2","direct":false,"kind":"runtime","optional":false},{"id":19307544570,"package_name":"mistune","ecosystem":"pypi","requirements":"3.0.2","direct":false,"kind":"runtime","optional":false},{"id":19307544571,"package_name":"mmh3","ecosystem":"pypi","requirements":"4.1.0","direct":false,"kind":"runtime","optional":false},{"id":19307544572,"package_name":"mpmath","ecosystem":"pypi","requirements":"1.3.0","direct":false,"kind":"runtime","optional":false},{"id":19307544573,"package_name":"multidict","ecosystem":"pypi","requirements":"6.0.5","direct":false,"kind":"runtime","optional":false},{"id":19307544574,"package_name":"mypy-extensions","ecosystem":"pypi","requirements":"1.0.0","direct":false,"kind":"runtime","optional":false},{"id":19307544575,"package_name":"nbclient","ecosystem":"pypi","requirements":"0.10.0","direct":false,"kind":"runtime","optional":false},{"id":19307544576,"package_name":"nbconvert","ecosystem":"pypi","requirements":"7.16.4","direct":false,"kind":"runtime","optional":false},{"id":19307544577,"package_name":"nbformat","ecosystem":"pypi","requirements":"5.10.4","direct":false,"kind":"runtime","optional":false},{"id":19307544578,"package_name":"nest-asyncio","ecosystem":"pypi","requirements":"1.6.0","direct":false,"kind":"runtime","optional":false},{"id":19307544579,"package_name":"notebook-shim","ecosystem":"pypi","requirements":"0.2.4","direct":false,"kind":"runtime","optional":false},{"id":19307544580,"package_name":"numpy","ecosystem":"pypi","requirements":"1.26.4","direct":false,"kind":"runtime","optional":false},{"id":19307544581,"package_name":"onnx","ecosystem":"pypi","requirements":"1.16.1","direct":false,"kind":"runtime","optional":false},{"id":19307544582,"package_name":"onnxruntime","ecosystem":"pypi","requirements":"1.18.1","direct":false,"kind":"runtime","optional":false},{"id":19307544583,"package_name":"orjson","ecosystem":"pypi","requirements":"3.10.6","direct":false,"kind":"runtime","optional":false},{"id":19307544584,"package_name":"overrides","ecosystem":"pypi","requirements":"7.7.0","direct":false,"kind":"runtime","optional":false},{"id":19307544585,"package_name":"packaging","ecosystem":"pypi","requirements":"24.1","direct":false,"kind":"runtime","optional":false},{"id":19307544586,"package_name":"pandas","ecosystem":"pypi","requirements":"2.2.2","direct":false,"kind":"runtime","optional":false},{"id":19307544587,"package_name":"pandocfilters","ecosystem":"pypi","requirements":"1.5.1","direct":false,"kind":"runtime","optional":false},{"id":19307544588,"package_name":"parso","ecosystem":"pypi","requirements":"0.8.4","direct":false,"kind":"runtime","optional":false},{"id":19307544589,"package_name":"pexpect","ecosystem":"pypi","requirements":"4.9.0","direct":false,"kind":"runtime","optional":false},{"id":19307544590,"package_name":"pillow","ecosystem":"pypi","requirements":"10.4.0","direct":false,"kind":"runtime","optional":false},{"id":19307544591,"package_name":"platformdirs","ecosystem":"pypi","requirements":"4.2.2","direct":false,"kind":"runtime","optional":false},{"id":19307544592,"package_name":"portalocker","ecosystem":"pypi","requirements":"2.10.0","direct":false,"kind":"runtime","optional":false},{"id":19307544593,"package_name":"prometheus-client","ecosystem":"pypi","requirements":"0.20.0","direct":false,"kind":"runtime","optional":false},{"id":19307544594,"package_name":"prompt-toolkit","ecosystem":"pypi","requirements":"3.0.47","direct":false,"kind":"runtime","optional":false},{"id":19307544595,"package_name":"protobuf","ecosystem":"pypi","requirements":"5.27.2","direct":false,"kind":"runtime","optional":false},{"id":19307544596,"package_name":"psutil","ecosystem":"pypi","requirements":"6.0.0","direct":false,"kind":"runtime","optional":false},{"id":19307544597,"package_name":"ptyprocess","ecosystem":"pypi","requirements":"0.7.0","direct":false,"kind":"runtime","optional":false},{"id":19307544598,"package_name":"pure-eval","ecosystem":"pypi","requirements":"0.2.2","direct":false,"kind":"runtime","optional":false},{"id":19307544599,"package_name":"pyarrow","ecosystem":"pypi","requirements":"16.1.0","direct":false,"kind":"runtime","optional":false},{"id":19307544600,"package_name":"pycparser","ecosystem":"pypi","requirements":"2.22","direct":false,"kind":"runtime","optional":false},{"id":19307544601,"package_name":"pydantic","ecosystem":"pypi","requirements":"2.8.2","direct":false,"kind":"runtime","optional":false},{"id":19307544602,"package_name":"pydantic-core","ecosystem":"pypi","requirements":"2.20.1","direct":false,"kind":"runtime","optional":false},{"id":19307544603,"package_name":"pydeck","ecosystem":"pypi","requirements":"0.9.1","direct":false,"kind":"runtime","optional":false},{"id":19307544604,"package_name":"pygments","ecosystem":"pypi","requirements":"2.18.0","direct":false,"kind":"runtime","optional":false},{"id":19307544605,"package_name":"pypdfium2","ecosystem":"pypi","requirements":"4.30.0","direct":false,"kind":"runtime","optional":false},{"id":19307544606,"package_name":"pyreadline3","ecosystem":"pypi","requirements":"3.4.1","direct":false,"kind":"runtime","optional":false},{"id":19307544607,"package_name":"pystemmer","ecosystem":"pypi","requirements":"2.2.0.1","direct":false,"kind":"runtime","optional":false},{"id":19307544619,"package_name":"python-dateutil","ecosystem":"pypi","requirements":"2.9.0.post0","direct":false,"kind":"runtime","optional":false},{"id":19307544620,"package_name":"python-dotenv","ecosystem":"pypi","requirements":"1.0.1","direct":false,"kind":"runtime","optional":false},{"id":19307544621,"package_name":"python-json-logger","ecosystem":"pypi","requirements":"2.0.7","direct":false,"kind":"runtime","optional":false},{"id":19307544622,"package_name":"pytz","ecosystem":"pypi","requirements":"2024.1","direct":false,"kind":"runtime","optional":false},{"id":19307544623,"package_name":"pywin32","ecosystem":"pypi","requirements":"306","direct":false,"kind":"runtime","optional":false},{"id":19307544624,"package_name":"pywinpty","ecosystem":"pypi","requirements":"2.0.13","direct":false,"kind":"runtime","optional":false},{"id":19307544625,"package_name":"pyyaml","ecosystem":"pypi","requirements":"6.0.1","direct":false,"kind":"runtime","optional":false},{"id":19307544626,"package_name":"pyzmq","ecosystem":"pypi","requirements":"26.0.3","direct":false,"kind":"runtime","optional":false},{"id":19307544627,"package_name":"qdrant-client","ecosystem":"pypi","requirements":"1.10.1","direct":false,"kind":"runtime","optional":false},{"id":19307544628,"package_name":"referencing","ecosystem":"pypi","requirements":"0.35.1","direct":false,"kind":"runtime","optional":false},{"id":19307544629,"package_name":"requests","ecosystem":"pypi","requirements":"2.32.3","direct":false,"kind":"runtime","optional":false},{"id":19307544630,"package_name":"rfc3339-validator","ecosystem":"pypi","requirements":"0.1.4","direct":false,"kind":"runtime","optional":false},{"id":19307544631,"package_name":"rfc3986-validator","ecosystem":"pypi","requirements":"0.1.1","direct":false,"kind":"runtime","optional":false},{"id":19307544632,"package_name":"rich","ecosystem":"pypi","requirements":"13.7.1","direct":false,"kind":"runtime","optional":false},{"id":19307544633,"package_name":"rpds-py","ecosystem":"pypi","requirements":"0.19.0","direct":false,"kind":"runtime","optional":false},{"id":19307544634,"package_name":"ruff","ecosystem":"pypi","requirements":"0.5.1","direct":false,"kind":"runtime","optional":false},{"id":19307544635,"package_name":"send2trash","ecosystem":"pypi","requirements":"1.8.3","direct":false,"kind":"runtime","optional":false},{"id":19307544636,"package_name":"setuptools","ecosystem":"pypi","requirements":"70.2.0","direct":false,"kind":"runtime","optional":false},{"id":19307544637,"package_name":"six","ecosystem":"pypi","requirements":"1.16.0","direct":false,"kind":"runtime","optional":false},{"id":19307544638,"package_name":"smmap","ecosystem":"pypi","requirements":"5.0.1","direct":false,"kind":"runtime","optional":false},{"id":19307544639,"package_name":"sniffio","ecosystem":"pypi","requirements":"1.3.1","direct":false,"kind":"runtime","optional":false},{"id":19307544640,"package_name":"snowballstemmer","ecosystem":"pypi","requirements":"2.2.0","direct":false,"kind":"runtime","optional":false},{"id":19307544641,"package_name":"soupsieve","ecosystem":"pypi","requirements":"2.5","direct":false,"kind":"runtime","optional":false},{"id":19307544642,"package_name":"sqlalchemy","ecosystem":"pypi","requirements":"2.0.31","direct":false,"kind":"runtime","optional":false},{"id":19307544643,"package_name":"stack-data","ecosystem":"pypi","requirements":"0.6.3","direct":false,"kind":"runtime","optional":false},{"id":19307544644,"package_name":"streamlit","ecosystem":"pypi","requirements":"1.36.0","direct":false,"kind":"runtime","optional":false},{"id":19307544645,"package_name":"sympy","ecosystem":"pypi","requirements":"1.13.0","direct":false,"kind":"runtime","optional":false},{"id":19307544646,"package_name":"tenacity","ecosystem":"pypi","requirements":"8.5.0","direct":false,"kind":"runtime","optional":false},{"id":19307544647,"package_name":"terminado","ecosystem":"pypi","requirements":"0.18.1","direct":false,"kind":"runtime","optional":false},{"id":19307544648,"package_name":"tinycss2","ecosystem":"pypi","requirements":"1.3.0","direct":false,"kind":"runtime","optional":false},{"id":19307544649,"package_name":"tokenizers","ecosystem":"pypi","requirements":"0.19.1","direct":false,"kind":"runtime","optional":false},{"id":19307544650,"package_name":"toml","ecosystem":"pypi","requirements":"0.10.2","direct":false,"kind":"runtime","optional":false},{"id":19307544651,"package_name":"toolz","ecosystem":"pypi","requirements":"0.12.1","direct":false,"kind":"runtime","optional":false},{"id":19307544652,"package_name":"tornado","ecosystem":"pypi","requirements":"6.4.1","direct":false,"kind":"runtime","optional":false},{"id":19307544653,"package_name":"tqdm","ecosystem":"pypi","requirements":"4.66.4","direct":false,"kind":"runtime","optional":false},{"id":19307544654,"package_name":"traitlets","ecosystem":"pypi","requirements":"5.14.3","direct":false,"kind":"runtime","optional":false},{"id":19307544655,"package_name":"types-python-dateutil","ecosystem":"pypi","requirements":"2.9.0.20240316","direct":false,"kind":"runtime","optional":false},{"id":19307544656,"package_name":"typing-extensions","ecosystem":"pypi","requirements":"4.12.2","direct":false,"kind":"runtime","optional":false},{"id":19307544657,"package_name":"typing-inspect","ecosystem":"pypi","requirements":"0.9.0","direct":false,"kind":"runtime","optional":false},{"id":19307544658,"package_name":"tzdata","ecosystem":"pypi","requirements":"2024.1","direct":false,"kind":"runtime","optional":false},{"id":19307544659,"package_name":"uri-template","ecosystem":"pypi","requirements":"1.3.0","direct":false,"kind":"runtime","optional":false},{"id":19307544660,"package_name":"urllib3","ecosystem":"pypi","requirements":"2.2.2","direct":false,"kind":"runtime","optional":false},{"id":19307544661,"package_name":"watchdog","ecosystem":"pypi","requirements":"4.0.1","direct":false,"kind":"runtime","optional":false},{"id":19307544662,"package_name":"wcwidth","ecosystem":"pypi","requirements":"0.2.13","direct":false,"kind":"runtime","optional":false},{"id":19307544663,"package_name":"webcolors","ecosystem":"pypi","requirements":"24.6.0","direct":false,"kind":"runtime","optional":false},{"id":19307544664,"package_name":"webencodings","ecosystem":"pypi","requirements":"0.5.1","direct":false,"kind":"runtime","optional":false},{"id":19307544665,"package_name":"websocket-client","ecosystem":"pypi","requirements":"1.8.0","direct":false,"kind":"runtime","optional":false},{"id":19307544666,"package_name":"win32-setctime","ecosystem":"pypi","requirements":"1.1.0","direct":false,"kind":"runtime","optional":false},{"id":19307544667,"package_name":"yarl","ecosystem":"pypi","requirements":"1.9.4","direct":false,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"pyproject.toml","sha":null,"kind":"manifest","created_at":"2024-07-25T00:04:16.540Z","updated_at":"2024-07-25T00:04:16.540Z","repository_link":"https://github.com/curiousily/ragbase/blob/master/pyproject.toml","dependencies":[{"id":19307544668,"package_name":"python","ecosystem":"pypi","requirements":"\u003e=3.12,\u003c3.13","direct":true,"kind":"runtime","optional":false},{"id":19307544669,"package_name":"langchain-community","ecosystem":"pypi","requirements":"^0.2.6","direct":true,"kind":"runtime","optional":false},{"id":19307544670,"package_name":"flashrank","ecosystem":"pypi","requirements":"^0.2.8","direct":true,"kind":"runtime","optional":false},{"id":19307544671,"package_name":"qdrant-client","ecosystem":"pypi","requirements":"^1.10.1","direct":true,"kind":"runtime","optional":false},{"id":19307544672,"package_name":"pypdfium2","ecosystem":"pypi","requirements":"^4.30.0","direct":true,"kind":"runtime","optional":false},{"id":19307544673,"package_name":"fastembed","ecosystem":"pypi","requirements":"^0.3.3","direct":true,"kind":"runtime","optional":false},{"id":19307544674,"package_name":"langchain-experimental","ecosystem":"pypi","requirements":"^0.0.62","direct":true,"kind":"runtime","optional":false},{"id":19307544675,"package_name":"langchain-qdrant","ecosystem":"pypi","requirements":"^0.1.1","direct":true,"kind":"runtime","optional":false},{"id":19307544676,"package_name":"streamlit","ecosystem":"pypi","requirements":"^1.36.0","direct":true,"kind":"runtime","optional":false},{"id":19307544677,"package_name":"python-dotenv","ecosystem":"pypi","requirements":"^1.0.1","direct":true,"kind":"runtime","optional":false},{"id":19307544678,"package_name":"langchain-groq","ecosystem":"pypi","requirements":"^0.1.6","direct":true,"kind":"runtime","optional":false},{"id":19307544679,"package_name":"ruff","ecosystem":"pypi","requirements":"^0.5.1","direct":true,"kind":"develop","optional":false},{"id":19307544680,"package_name":"jupyterlab","ecosystem":"pypi","requirements":"^4.2.3","direct":true,"kind":"develop","optional":false},{"id":19307544681,"package_name":"watchdog","ecosystem":"pypi","requirements":"^4.0.1","direct":true,"kind":"develop","optional":false}]},{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2024-07-25T00:04:16.823Z","updated_at":"2024-07-25T00:04:16.823Z","repository_link":"https://github.com/curiousily/ragbase/blob/master/requirements.txt","dependencies":[{"id":19307544682,"package_name":"fastembed","ecosystem":"pypi","requirements":"==0.3.3","direct":true,"kind":"runtime","optional":false},{"id":19307544683,"package_name":"flashrank","ecosystem":"pypi","requirements":"==0.2.8","direct":true,"kind":"runtime","optional":false},{"id":19307544684,"package_name":"langchain-community","ecosystem":"pypi","requirements":"==0.2.6","direct":true,"kind":"runtime","optional":false},{"id":19307544685,"package_name":"langchain-experimental","ecosystem":"pypi","requirements":"==0.0.62","direct":true,"kind":"runtime","optional":false},{"id":19307544686,"package_name":"langchain-groq","ecosystem":"pypi","requirements":"==0.1.6","direct":true,"kind":"runtime","optional":false},{"id":19307544687,"package_name":"langchain-qdrant","ecosystem":"pypi","requirements":"==0.1.1","direct":true,"kind":"runtime","optional":false},{"id":19307544688,"package_name":"langchain","ecosystem":"pypi","requirements":"==0.2.6","direct":true,"kind":"runtime","optional":false},{"id":19307544689,"package_name":"python-dotenv","ecosystem":"pypi","requirements":"==1.0.1","direct":true,"kind":"runtime","optional":false},{"id":19307544690,"package_name":"qdrant-client","ecosystem":"pypi","requirements":"==1.10.1","direct":true,"kind":"runtime","optional":false},{"id":19307544691,"package_name":"streamlit","ecosystem":"pypi","requirements":"==1.36.0","direct":true,"kind":"runtime","optional":false},{"id":19307544692,"package_name":"pypdfium2","ecosystem":"pypi","requirements":"==4.30.0","direct":true,"kind":"runtime","optional":false}]}],"score":4.919980925828125,"created_at":"2024-07-25T15:26:43.847Z","updated_at":"2026-06-19T16:30:23.865Z","avatar_url":"https://github.com/curiousily.png","language":"Python","codemeta":null,"publiccode":null,"project_url":"https://summary.ecosyste.ms/api/v1/projects/125533","html_url":"https://summary.ecosyste.ms/projects/125533"}