The kb project developer says relevant cross-language documents were being retrieved by vector search but then eliminated when BGE-M3 and BM25 results were merged with Reciprocal Rank Fusion. The default hybrid path was changed to weighted_fuse, which normalizes each list and divides by the number of retrieval methods that actually returned a document; relevance thresholds, larger candidate pools, and regression tests were also added. The developer retained RRF for comparisons and explicitly noted that no large-scale benchmark was run.
What problem it solves
Image creators need to organize generation, editing, conversational assistance, prompts, and assets while repeatedly exploring visual ideas. The project brings these activities into one interface so that related work can be arranged, connected, and iterated on the same canvas.
Key features
Infinite canvas workflow — Create and manage multiple canvas projects with draggable a…
What problem it solves
Investors need to combine market data, news, technical information, and analysis across multiple markets without manually assembling each report. They also need a repeatable way to run daily analysis and deliver the resulting decision dashboard to their preferred communication channel.
Key features
AI Decision Reports — Generate stock analysis reports with core conclusions, …
What problem it solves
Creating and revising presentations often consumes substantial time on layout, styling, animation, and other presentation-specific details. The project addresses the difficulty of adapting AI-generated content in fixed-format files by providing editable HTML slides, visual editing, import support, and export options.
Key features
AI-assisted slide creation — Users can provid…
An Agent can complete a task once by relying on the context and reasoning available at that moment. To avoid relearning lessons on the next task, it needs to turn past experience into reusable knowledge. The challenge is that experience is never an isolated action: it also includes the original goal, environment, and why the action worked. Remembering only “how we did it last time” may save redund…
What problem it solves
Go applications need a way to create, read, and modify spreadsheet documents produced by Microsoft Excel. They also need support for complex spreadsheet components and workflows involving large worksheet datasets.
Key features
Read and write spreadsheet files — Create and modify workbooks, set cell values, save files, and read cell values and worksheet rows through a Go API.…
What problem it solves
AI coding agents need structured, reusable workflows to produce polished design, media, visual documentation, and knowledge-based results. The collection packages these workflows as Skills that can be installed and used across several SKILL.md-compatible agent environments.
Key features
Polished front-end design workflow — The web-design-engineer Skill guides agents through …
What problem it solves
Investigators need an efficient way to find accounts associated with a particular username or email across many platforms. They also need relevant results that can be filtered, analyzed, and exported for further review.
Key features
Search by username or email — Search for accounts across more than 600 platforms using either a username or an email address from a single CLI.
…
What problem it solves
Creating engaging lessons from a topic or set of materials typically requires assembling slides, quizzes, simulations, and other learning activities. OpenMAIC addresses this by using AI teachers and classmates to generate and facilitate interactive classroom experiences.
Key features
One-click lesson generation — Describe a topic or attach materials to generate a complete in…
What problem it solves
Files and directories must be synced to and from different cloud storage providers, with file integrity and timestamps handled consistently across them. Rclone addresses this with a single command-line program that checks MD5/SHA-1 hashes for file integrity and preserves timestamps on files.
Key features
Broad storage provider coverage — The README lists a long set of cloud …
What problem it solves
Coding agents need isolated places to work without disturbing a checkout, while developers need to steer concurrent sessions and review each change. They also need durable project context that survives beyond a single chat session, along with tools and workflows that fit how they work.
Key features
Isolated git worktree workspaces — Open a git repository as a project and cre…
What problem it solves
Creating an editable product film normally requires capturing product pages, planning motion, animating scenes, synchronizing sound, and checking the final frames. This skill gives Claude Code and Codex a structured workflow that uses real product screenshots and copy to produce an editable MP4 and source project.
Key features
Code-driven product films — The agent builds pro…
WorkBuddy launches the "Remote Control" feature
Just open the app on your phone and connect to your computer to see a real-time view of the computer desktop and take control directly.
Settings → Device Connection, enable Allow remote connections from devices using the same account. The computer must be turned on.
infinite-canvas• Pinned
