An independent developer built ScBee, an open-source registry and scoring service that rates public GitHub repositories, npm packages, and websites on launch readiness and "agent-readiness," checking …
A developer's roundup of three late-October 2026 agent security incidents highlights that the controls that mattered sat outside the model. Cohere reported that Alibaba's Qwen3.8-Flash-Next, tested on…
A developer built a labelled "golden set" test harness for a document Q&A demo and found it correctly refused 96.1% of entirely off-topic questions but only 39.4% of near-miss questions that sit close…
A developer built Ghost Machine (RepoPilot), an open-source AI platform that assesses GitHub repository health by sending repository metadata to an Ollama Cloud model, which generates project overview…
Simply Security Labs audited open-source Model Context Protocol (MCP) server implementations and protocol libraries, uncovering Server-Side Request Forgery (SSRF) vulnerabilities exploitable via indir…
A developer built People of the Past (POT), an AI application split into two experiences: Ghost Gallery, which grounds conversations with historical figures in separate historical profiles and source …
A developer building an Android AI agent added mid-task replanning that preserves completed steps instead of regenerating the full plan from scratch. The approach sends the LLM the completed steps, th…
A developer released Vedha, an open-source MCP server built on Playwright that lets AI agents test web apps in a real browser while verifying server-side effects rather than trusting on-screen text. I…
A developer outlined a four-gate caching architecture for repetitive chatbot API queries in CRM workflows, arguing that advertised token rates are a poor basis for choosing a model API. The approach n…
A production playbook for rate limiting and resource governance in multi-agent MCP orchestration platforms recommends per-tenant token buckets with dynamic refill rates and hybrid algorithms to keep s…
A developer removed the mandatory account wall from a subscription checkout, letting buyers pay with only an email address, and built a 48-hour signed claim link to hand the paid workspace to its owne…
A developer released @vedhajs/playwright-test, an Apache-2.0 package that re-exports Playwright's test and expect with an automatic "guard mode" fixture that watches the browser context during each te…
A developer outlined a checkout state machine for AI shopping agents that enforces a deterministic boundary between an agent proposing an order and a merchant accepting one, blocking any direct transi…
A developer built LedgerGuard, an AI-assisted financial reconciliation and investigation platform, for the Hacktoberfest 2026 DEV Challenge Week 4. The system pairs a deterministic reconciliation engi…
A developer built an OpenAI-compatible model router spanning more than 50 models across auto, eco and premium tiers, and reported that routing by measured task fit cut costs sharply without accuracy l…
A developer built Echoes of the Ofrenda, a fully offline, privacy-first oral history and digital ofrenda builder for Día de los Muertos that runs entirely on a laptop. The app records family stories, …
A developer built Ghostlight, a local-first family oral-history archive that uses Whisper to transcribe recordings and Gemma to propose evidence-linked memory cards, each tied to a quotation and times…
A developer measured how xAI's Grok text-to-speech API speech tags affect output, finding that the <loud> tag raises median pitch from 195 Hz to 253 Hz while leaving loudness essentially unchanged (-2…
A developer released mcp-safe-actions, an open-source TypeScript library that wraps destructive MCP tools so they cannot run until a human approves. The library splits each dangerous tool into a side-…
A developer released Bite v0.7.0, a fix checker that adds a --write-tests option in which a fresh AI worker drafts a test for each code change no existing test would catch, then verifies the test by r…