Multi-modal RAG engine: HNSW + BM25 + knowledge graph, fused with RRF.
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OpenCode TUI plugin: counts the turns cut off mid-thought, says whether the output cap or the context window did it, and shows what thinking costs per turn and after which tool.
Playwright driver for @harnessed-ts/core, plus API stubbing and BDD world helpers.
Draw on Mapbox, MapLibre, Google Maps, Leaflet, or ArcGIS in React: freehand, arrows, shapes, geodesic measure, and labeled markers — with your React state and your toolbar.
EchoMirror SDK social module — global feed, leaderboard, and real-time updates
Pi Coding Agent extension: granular per-model context-window hard cap + configurable compaction summariser model, all from settings.json.
MIDDAG Agent Skills — portable skills, modes and adapters for AI coding agents.
An extensible music player daemon written in Rust — Rockbox playback engine, FTS5 search, TUI, web UI and gRPC/GraphQL APIs
Write a bot for Aurival. Declare commands, call run(), we handle the rest.
Streaming CSV parser and stringifier. Bounded memory. RFC 4180 plus the real-world dialects. Strict-by-default malformed-input handling.
Headless browser audio primitives for Antiphony clients — a microphone recorder, a playback hook, and client-side waveform peaks. Renders nothing, styles nothing, uploads nothing.
Ethiopian payment transaction verification SDK for Telebirr, CBE and Bank of Abyssinia.
Cryptographic primitives, key handling, and wire-format compatibility for Pigeon Swarm.
Codex-style lossless-retrieval context manager for the DeepSeek Harness: token-budgeted sliding window, persistent working notes, and cold-history search over the append-only session log
Codex-style lossless-retrieval context manager for the DeepSeek Harness: token-budgeted sliding window, persistent working notes, and cold-history search over the append-only session log
A terminal coding assistant that reads your codebase, adopts an engineering role, and proposes changes you review before anything is written.
Minimal cron expression parser and next-run-time calculator — standard 5-field cron, no dependencies.
Simple input/output guardrail checks for LLM apps — PII patterns, length limits, banned phrases, and custom rules, composable into a single check pipeline.
Lightweight in-memory vector similarity cache — cosine-similarity nearest-neighbor lookup over a small in-memory vector set, for when a full vector DB is overkill.
Asynchronous Pi subagents with nested delegation, parallel multi-agent orchestration, and supervision in herdr.
Line-level diff viewer for prompt template versions — see exactly what changed between two prompt revisions.
Streaming-friendly CSV parser and writer — handles quoted fields, embedded commas/newlines/quotes, and custom delimiters. Zero dependencies.
Rolling conversation context trimmer for LLM chat apps — keeps the most recent messages within a token budget while preserving a pinned system message.
Standalone Vanilla TypeScript audio player library with encapsulated Shadow DOM and sound horeg aesthetics.
Token-bucket rate limiter — per-key limiting for APIs, jobs, or LLM calls, with a pluggable clock for deterministic tests.
Token budget estimation and tracking for chained LLM calls — approximate token counting, per-call budgets, and running totals across a multi-step pipeline.
Lightweight prompt templating with {{var}} interpolation and version tracking, so you know which prompt version produced which LLM output.
React voice agent UI components with audio-reactive adapters for Vapi, ElevenLabs, LiveKit, Pipecat, OpenAI Realtime, Gemini Live, and custom voice AI apps.