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Show HN: Knowerage – code coverage for LLM analysis

https://github.com/MTimma/knowerage
1•mtimma•1h ago
Hello HN! Like most of developers, I have worked on migrating a large legacy codebase with no up-to-date documentation or unit tests, and found AI agents, like Claude LLM, to be very helpful for finding and describing specific functionality. However, returning to the same code with agents feels wasteful in terms of token usage. Also, after finishing migrating some part of the software, I wanted to know which parts of the code still required analysis and migration. This would require to visit and review both the code and documentation to find the gaps. After not finding a solution on the internet that satisfied my needs, I created a structure that could link markdown analysis files to the source code. To enforce agent to use this structure to help track documentation coverage, I decided to create a small MCP server. With it the agent is able to tell me how much of the code is left to be analysed in percentage, as well as identify parts of code and functionality that require analysis. The ultimate goal is to identify requirements that have not been migrated yet, assuming the documented functionality has been. The server is entirely local, it does not access the internet, besides for the MCP client to download and run the server package using npx. Important disclaimer! The code was generated using orchestrated Claude Opus-4.5 agents from a set of requirements. The requirement and task markdown files can be found in the 'agent_tasks' folder of the repository.

Bus factor of one: a continuity plan for solo founders

https://killswitch.app/blog/the-solo-founders-emergency-plan-your-business-shouldnt-die-with-you
1•ElixirMentor•48s ago•0 comments

Tough Fungi Could Survive the Trip to Mars

https://www.universetoday.com/articles/tough-fungi-could-survive-the-trip-to-mars
1•tcp_handshaker•1m ago•0 comments

YC Requests for Startups

https://www.ycombinator.com/rfs
1•gmays•1m ago•0 comments

Fedora Linux 44

https://fedoramagazine.org/announcing-fedora-linux-44/
1•TangerineDream•2m ago•0 comments

The Lingua Franca of LaTeX

https://increment.com/open-source/the-lingua-franca-of-latex/
1•ripe•2m ago•0 comments

Ex-Mossad chief: Settler violence an existential threat, could spark civil war

https://www.timesofisrael.com/ex-mossad-chief-settler-violence-an-existential-threat-curbing-it-c...
1•tcp_handshaker•2m ago•0 comments

Adobe Firefly AI Assistant is in open beta. It's not great

https://appleinsider.com/articles/26/04/28/adobe-firefly-ai-assistant-is-in-open-beta-its-not-great
1•frizlab•3m ago•1 comments

Show HN: AI Agent Controlling Real Servers (BMC, Firmware, Network) – Full Demo [video]

https://www.youtube.com/watch?v=PJRCjkNyigA
1•sshnaidm1•3m ago•0 comments

The Most Impactful U.S. Inventions

https://www.wsj.com/us-news/the-most-impactful-u-s-inventions-bf44040d
1•annexrichmond•3m ago•0 comments

Flightradar24 Appoints Andreas Schorling as Chief Executive Officer

https://www.flightradar24.com/blog/inside-flightradar24/flightradar24-appoints-andreas-schorling-...
1•ilreb•3m ago•0 comments

Show HN: STT.ai

https://stt.ai/
1•nadermx•5m ago•0 comments

Socket Has Acquired Secure Annex

https://socket.dev/blog/socket-acquires-secure-annex
2•ilreb•6m ago•0 comments

ShipDocs – AI-generated docs from any repo your whole team can chat with

https://shipdocs.sh
1•alexsofroniev•7m ago•0 comments

I got annoyed at the Schema.org validator and built my own

https://schemald.com
1•koychev•7m ago•1 comments

Spain Approves Regularization Process for Migrants Residing in the Country

https://www.envoyglobal.com/news-alert/spain-approves-extraordinary-regularization-process-for-mi...
2•melenaboija•7m ago•0 comments

Show HN: Arrr!, Linux notification aggregator (RSS, Telegram, WhatsApp, email)

https://github.com/tgiachi/Arrr
1•squidleon•9m ago•0 comments

Agentics: AI enablement requires managed agent runtimes

https://12gramsofcarbon.com/p/agentics-configuring-agents-is-still
1•gmays•10m ago•0 comments

An Opsec Playbook: How Threat Actors Evade Detection

https://www.bleepingcomputer.com/news/security/inside-an-opsec-playbook-how-threat-actors-evade-d...
1•Brajeshwar•10m ago•0 comments

Show HN: Givemesearch: live web search grounding for coding agents (free alpha)

https://givemesearch.com/
1•niceguy1827•12m ago•0 comments

10,947 signups, 90 paid, €6,356 in nine years

https://khanin.info/en/blog/458
4•daniilkhanin•13m ago•1 comments

Microsoft to deprecate legacy TLS in Exchange Online starting July

https://www.bleepingcomputer.com/news/microsoft/microsoft-to-deprecate-legacy-tls-in-exchange-onl...
1•latein•13m ago•0 comments

Asserting American Leadership in Open Source AI

https://a16zpolicy.substack.com/p/asserting-american-leadership-in
2•atlasunshrugged•15m ago•0 comments

Two men charged over series of arson attacks on 5G masts

https://www.theregister.com/2026/04/28/5g_belfast_arrests/
3•Bender•15m ago•0 comments

Our TVs Have Been Spying on Us. It's About to Get Worse.

https://fulu-foundation.ghost.io/our-tvs-have-been-spying-on-us-its-about-to-get-worse/
3•nfriedly•16m ago•0 comments

Musk and Altman face off in trial that will determine OpenAI's future

https://arstechnica.com/tech-policy/2026/04/musk-and-altman-face-off-in-trial-that-will-determine...
2•Bender•16m ago•0 comments

How Big Tech wrote secrecy into EU law to hide data centres' environmental toll

https://www.thejournal.ie/investigates-data-centre-confidential-lobbying-7013368-Apr2026/
3•austinallegro•16m ago•0 comments

Agent Memory Patterns

https://timkellogg.me/blog/2026/04/27/memory-patterns
1•pspeter3•17m ago•0 comments

AI in Political Campaigns: They Have No Idea What's About to Hit Them

https://www.nytimes.com/2026/04/28/opinion/political-campaigns-artificial-intelligence.html
2•mitchbob•17m ago•1 comments

Bot detection is dead, long live bot detection

https://www.kernel.sh/blog/detection
1•rgarcia•20m ago•1 comments

Anthropic Mythos – We've Opened Pandora's Box

https://steveblank.com/2026/04/28/anthropic-mythos-weve-opened-pandoras-box/
1•sblank•21m ago•0 comments