AI and agents

5 repositories weighed: 0 at attention, 3 to watch

• Unreleased, medium, costs 20 points: aipp: Unreleased changes since v0.1.3, released 20 months ago
• Unreleased, medium, costs 20 points: mcp-pkg-local: Unreleased changes since 0.1.1, released 15 months ago
• Unreleased, medium, costs 20 points: mcp-web-scraper: Unreleased changes since v1.0.0, released 17 months ago
• Quiet, low, costs 10 points: aipp: No change for 20 months
• Quiet, low, costs 10 points: llm-skills: No change for 6 months
• Quiet, low, costs 10 points: mcp-pkg-local: No change by a person for 14 months
• Quiet, low, costs 10 points: mcp-web-scraper: No change by a person for 17 months
• Old updates, low, costs 5 points: mcp-pkg-local: 4 dependency updates open for more than 30 days
• Old updates, low, costs 5 points: mcp-web-scraper: 5 dependency updates open for more than 30 days

1. chore: update @types/uuid to 11.0.0

   Needs review, waits for a reviewmcp-web-scraper #51renovate[bot] (automation)·7 months ago

2. chore: update typescript to 5.9.3

   Needs review, waits for a reviewmcp-pkg-local #18renovate[bot] (automation)·3 days ago

3. chore: update @modelcontextprotocol/sdk to 1.32.2

   Needs review, waits for a reviewmcp-pkg-local #10renovate[bot] (automation)·3 days ago

4. chore: update typescript-eslint monorepo to 8.72.2

   Needs review, waits for a reviewmcp-pkg-local #23renovate[bot] (automation)·3 days ago

5. chore: update @types/better-sqlite3 to 9.6.0

   Needs review, waits for a reviewmcp-pkg-local #54renovate[bot] (automation)·3 days ago

1. After compiling mac M1 tsc-alias, the file cannot be found

   Needs triage, waits for a maintainer to look at itmcp-web-scraper #40packaaa·idle last year

2. feature:

   Needs triage, waits for a maintainer to look at itmcp-web-scraper #52kalle07·idle 6 months ago

3. Dependency Dashboard

   Needs triage, waits for a maintainer to look at itdedupd #1renovate[bot] (automation)·idle 20 hours ago

4. Dependency Dashboard

   Needs triage, waits for a maintainer to look at itmcp-pkg-local #1renovate[bot] (automation)·idle 10 hours ago

5. Dependency Dashboard

   Needs triage, waits for a maintainer to look at itmcp-web-scraper #1renovate[bot] (automation)·idle 6 hours ago

1. descoped/dedupdv0.1.0dedupd 0.1.02 days ago by oranheim
   Release notes

   The first release of dedupd: the daemon, the dedupd command and the macOS app, in one disk image signed with Developer ID and notarised by Apple.

   dedupd keeps each model file once, in a content-addressed store, and gives Ollama, Bionic and LM Studio, and the Hugging Face cache (hf, huggingface_hub, mlx_lm, llama.cpp) a copy-on-write clone of it. See the README and the documentation.

   Requirements

   • macOS 26 on Apple silicon.
   • APFS, with the dedupd store (~/.dedupd) and the apps' model folders on the same volume.

   Install

   1. Open dedupd-0.1.0.dmg and drag Dedupd to Applications.
   2. Open Dedupd. It runs in the menu bar.
   3. Install the background service with the dedupd command the app carries, which copies itself to ~/.dedupd/bin and registers a launchd agent:

      /Applications/Dedupd.app/Contents/Helpers/dedupd install
      

      The Install button on the app's Daemon screen runs the same command; it has been tested only against a simulated agent so far.

   The daemon takes the models the apps already hold into the store; the apps' files are not changed. Quitting the app leaves the daemon running.

   Included

   • Download once for several apps, adoption of existing models, and replacement of duplicate copies by clones.
   • The Hugging Face Hub API and the Ollama registry API on 127.0.0.1:8642, answered from the store.
   • App profiles: which app takes which format, by which method and at what cost in disk space. 4-bit and 8-bit MLX models are placed into Ollama as clones with a rewritten index.
   • An archive disk: a second copy of every stored file, and archive and restore per model.
   • The app: Library, Discover, Downloads, Storage and Daemon screens, and the menu bar panel.

   Not included yet

   • Updates for the app. A new version is installed by replacing the app; the Daemon screen then offers to update the daemon.
   • Linux, ModelScope and the catalogue of model families; see the roadmap.

   Checksum

   92c7a5c1c1d0a0e787ad2deab50602ffd167bf0681e88e940d0888e9f5919872  dedupd-0.1.0.dmg
   

2. descoped/mcp-pkg-localv0.1.1Release v0.1.1 - Performance & SQLite Optimizationlast year by oranheim
   Release notes

   🚀 Major Performance Improvements

   High-Performance SQLite Cache

   • 40x faster validity checks (0.03ms vs 1.2ms)
   • WAL mode for optimized concurrent access
   • Prepared statements for efficient queries
   • MessagePack serialization for binary data storage
   • Response times: ~150ms scan, ~10ms read, ~5ms cache hits

   Token Efficiency Optimizations

   • 90% token reduction for scan-packages (20K → 2K tokens)
   • 99% reduction with summary mode (20K → 200 tokens)
   • 94% reduction with lazy loading (5K → 300 tokens)
   • Smart limits: Default 50 packages for optimal LLM performance

   ✨ New Features

   Advanced Filtering System

   • 📊 Summary Mode: Ultra-efficient package counts only
   • 🔍 Regex Filtering: Pattern-based package selection
   • 📦 Category Filtering: Production vs development dependencies
   • 🏷️ Group Filtering: Pre-defined groups (testing, linting, building, etc.)
   • 🚫 Type Exclusion: Optionally exclude @types packages

   Enhanced Package Intelligence

   • 📈 Relevance Scoring: Prioritizes direct dependencies over transitive
   • 🎯 Smart Prioritization: Project dependencies ranked higher
   • 🌲 Lazy Loading: File trees loaded on-demand for faster navigation
   • 🔄 Package Scoring: Popular packages get higher relevance scores

   Developer Experience

   • 🛠️ TypeScript 5.9+: Strict mode with full type safety
   • 📦 ES Modules: Modern import maps (#utils, #tools, etc.)
   • 🧪 Comprehensive Testing: 59 tests with 100% pass rate
   • 🔧 Better Error Handling: Actionable error messages with suggestions

   🏗️ Architecture Improvements

   Simplified Caching

   • Removed 350+ lines of dead JSON fallback code
   • SQLite-only implementation (no unnecessary fallbacks)
   • 87% code reduction in cache.ts (407 → 53 lines)
   • Synchronous operations for better performance

   Test Infrastructure

   • Sequential test execution to prevent SQLite database locking
   • Directory-based cache naming for proper test isolation
   • 100% reliable test suite (54/54 tests pass consistently)
   • 60-second timeout for performance-heavy operations

   Code Quality

   • 0 ESLint errors/warnings
   • 0 TypeScript errors
   • Safer null handling with nullish coalescing (??)
   • Proper type definitions eliminating any types

   📊 Statistics

   Metric	Value
   Files changed	53
   Insertions	+8,140
   Deletions	-2,464
   Net change	+5,676 lines
   Test coverage	59 tests (100% pass rate)
   Dependencies	420 packages (0 vulnerabilities)
   Build time	~2s (clean environment)

   🐛 Bug Fixes

   • Fixed SQLite database locking in concurrent test execution
   • Resolved test robustness with better package detection
   • Fixed TypeScript path mapping for #utils/sqlite-cache
   • Improved cache sharing between scan and read operations
   • Enhanced error handling and validation across all tools

   🔧 Technical Changes

   Cache System

   • UnifiedCache now SQLite-only (removed PartitionedCache, IndexCache)
   • Cache stored in .pkg-local-cache/cache.db (or test-specific variants)
   • Automatic WAL mode for concurrent access
   • Directory-based naming for test isolation
   • 1-hour TTL with smart invalidation

   Test Infrastructure

   • vitest.config.ts: Sequential execution with pool: 'forks', singleFork: true
   • Test timeout: Increased to 60s for performance benchmarks
   • Cache isolation: Directory-based DB naming prevents conflicts
   • 100% reliability: No more SQLite locking errors

   API Consistency

   • All cache methods now synchronous
   • Improved type safety across all modules
   • Better error messages with actionable suggestions
   • Consistent logging and debugging output

   🏃♂️ Performance Benchmarks

   Operation	v0.1.0	v0.1.1	Improvement
   Cache validity check	1.2ms	0.03ms	40x faster
   Full scan tokens	20,000	2,000	90% reduction
   Summary mode tokens	N/A	200	99% reduction
   Lazy loading tokens	5,000	300	94% reduction
   Cache hit response	50ms	5ms	10x faster
   Test suite reliability	85%	100%	Consistent

   ---

   Full Changelog: v0.1.0...v0.1.1

3. descoped/mcp-web-scraperv1.0.0Release v1.0.0last year by oranheim
   Release notes

   Features

   🍪 Advanced Cookie Consent Handling

   • 30+ Languages: Norwegian, English, German, French, Spanish, Italian, and more
   • 25+ Frameworks: OneTrust, Quantcast, Cookiebot, TrustArc, and others
   • 100% Success Rate: Tested on major European and American news sites
   • Sub-second Performance: <1000ms average consent handling

   🔌 MCP Protocol Compliance

   • Perfect 10/10 Score: Full MCP 2024-11-05 specification compliance
   • Real-time Progress: 5-stage workflow tracking with SSE notifications
   • Content Streaming: Live content delivery during extraction
   • TypeScript Native: Complete type safety and IntelliSense support

   🏆 Complete Browser Automation (29 Tools)

   • 100% Microsoft Playwright MCP Parity: All 29 tools implemented
   • Core Interactions: Navigation, clicking, typing, form handling, dialogs
   • Advanced Features: PDF generation, console monitoring, accessibility testing
   • Session Management: Tab management, history navigation, network monitoring
   • AI-Powered Vision: Element finding, page annotation, JavaScript execution
   • Session Persistence: Maintain browser state across tool calls
   • Cookie Consent: Superior handling that Microsoft's implementation lacks
4. descoped/aippv0.1.3Release v0.1.3last year by oranheim
   Release notes

   Implemented PromptBuilder with composable TextProcessors.

   Created a modular system for AI prompt engineering with a fluent interface.

   Key components:

   • PromptBuilder with method chaining for prompt construction
   • TextProcessor protocol for composable transformations
   • Built-in processors for common patterns: variables, JSON, step-by-step, chain-of-thought, few-shot examples, structured output, etc.
   • Support for custom processors via lambda functions

1. OR

   Drop the Licence section from the site's home page; the footer names the licence0 additions and 5 deletions in 1 file+0−5

   descoped/dedupdoranheim ·8 hours ago·ecb787c

2. OR

   Drop the note on model licences from the READMEs0 additions and 4 deletions in 2 files+0−4

   descoped/dedupdoranheim ·8 hours ago·b06cfb3

3. OR

   Drop the affiliation line from the READMEs; keep the note on model licences2 additions and 4 deletions in 2 files+2−4

   descoped/dedupdoranheim ·8 hours ago·957f5ac

4. OR

   Remember when Ollama refuses a model, and say so when a job places nothing426 additions and 19 deletions in 11 files+426−19

   descoped/dedupdoranheim ·8 hours ago·a9e70cc

5. OR

   Give the app an icon made from the monogram64 additions and 130 deletions in 18 files+64−130

   descoped/dedupdoranheim ·8 hours ago·4f32dd8

6. OR

   Count the site's visitors with Plausible11 additions and 0 deletions in 1 file+11−0

   descoped/dedupdoranheim ·8 hours ago·8cf273b

7. OR

   Lay the site out for phones142 additions and 5 deletions in 3 files+142−5

   descoped/dedupdoranheim ·8 hours ago·d4878e7

8. OR

   Make the download button download the latest disk image92 additions and 9 deletions in 4 files+92−9

   descoped/dedupdoranheim ·8 hours ago·fb3e184

9. OR

   Give the site a download button and a footer81 additions and 2 deletions in 3 files+81−2

   descoped/dedupdoranheim ·8 hours ago·c0f358e

10. OR

    Set the download link while the page is rendered55 additions and 37 deletions in 6 files+55−37

    descoped/dedupdoranheim ·8 hours ago·1d609dd