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Show HN: Instagit – MCP server that answers questions about any GitHub repo

https://github.com/InstalabsAI/instagit
1•instalabsai•1h ago
Instagit is an MCP server that lets coding agents (Claude Code, Codex, Cursor, OpenClaw etc.) answer questions about GitHub repositories by understanding the actual source code rather than relying on training data.

The problem: AI coding agents hallucinate library internals constantly. They confidently describe how a function works based on stale training data when the actual implementation does something different.

How it works: you ask a question about a repo, Instagit scans the source, and returns an answer with file paths and line numbers. You can target specific commits, branches, or tags. You can also swap "github" to "instagit" in any repo URL to get an instant wiki with Q&A (e.g. https://instagit.com/pandas-dev/pandas).

The real power though is giving your agent access via MCP rather than being the human in the loop. Point your agent at a large library, have it understand a specific feature, then rip out just the part you need into self-contained code. Drop the dependency entirely, sometimes even get better performance. The agent catches implementation details you'd miss reading the code yourself and that maintainers rarely document.

I get asked this a lot so might as well answer it now: how is this different from Context7, DeepWiki, CodeWiki, or GitHub MCP?

Context7, DeepWiki, and CodeWiki all pre-generate static summaries or guides. They're fast when they have what you need, but they don't cover every repo, they go stale, and there are hundreds of questions about any codebase that can't be pre-answered. GitHub MCP checks out files one at a time, which burns through context tokens fast and doesn't scale to large codebases.

Instagit reads source on demand for any public repo, returns just the answer, and keeps your context clean.

No API key or account needed to try it out: https://instagit.com/install

It must be hard to publish null results

https://osf.io/preprints/socarxiv/zr5vf_v1
2•cainxinth•1m ago•0 comments

Manipulating AI memory for profit: The rise of AI Recommendation Poisoning

https://www.microsoft.com/en-us/security/blog/2026/02/10/ai-recommendation-poisoning/
1•philk10•1m ago•0 comments

Show HN: Joria – a native Mac notes app for instant capture and semantic recall

https://joria.app
1•nanbing•1m ago•0 comments

Every blog post I have shared until 2026

https://bryanhogan.com/blog/other-cool-blog-posts-2026
1•bryanhogan•2m ago•0 comments

One Task at a Time, Even with AI

https://wakamoleguy.com/p/one-task-at-a-time-even-with-ai
1•wakamoleguy•2m ago•0 comments

Scott Adams and the Art of Dying (and Living Forever) Online

https://meghanboilard.substack.com/p/scott-adams-and-the-art-of-dying
1•bcohen123•5m ago•0 comments

Jmail hits 450M views, Vercel CEO agrees to handle server costs

https://piunikaweb.com/2026/02/11/jmail-450m-views-vercel-ceo-covers-server-costs/
1•no_creativity_•5m ago•0 comments

BinaryAudit: Can AI find backdoors in raw machine code?

https://quesma.com/benchmarks/binaryaudit/
1•stared•6m ago•0 comments

AI is making online crimes easier. It could get worse

https://www.technologyreview.com/2026/02/12/1132386/ai-already-making-online-swindles-easier/
1•Brajeshwar•6m ago•0 comments

SafeRun Guard- Runtime safety firewall for AI coding agents (bash+jq, zero deps)

https://github.com/Cocabadger/saferun-guard
1•cocabadger•6m ago•1 comments

PyTorch Now Uses Pyrefly for Type Checking

https://pytorch.org/blog/pyrefly-now-type-checks-pytorch/
2•ocamoss•7m ago•0 comments

DiffSwarm: Multi-agent code review from your terminal (BYOK, runs locally)

https://diffswarm.com/
1•swolpatrol•7m ago•1 comments

Discord Voluntarily Pushes Mandatory Age Verification Despite Recent Data Breach

https://www.eff.org/deeplinks/2026/02/discord-voluntarily-pushes-mandatory-age-verification-despi...
1•hn_acker•8m ago•0 comments

Show HN: 1MB iOS apps designed to reduce mental open loops

1•kentaroyamauchi•9m ago•1 comments

Trump Antitrust Is Dead

https://pluralistic.net/2026/02/13/khanservatives/#kid-rock-eats-shit
2•leotravis10•9m ago•0 comments

Chris Liddell appointed to Anthropic's board of directors

https://www.anthropic.com/news/chris-liddell-appointed-anthropic-board
1•ryanhn•9m ago•0 comments

Maybe the Hollywood is cooked guys are cooked too idk

https://twitter.com/RuairiRobinson/status/2021394940757209134
1•hooch•10m ago•0 comments

US billionaires race China to moon

https://www.reuters.com/business/aerospace-defense/musk-fires-up-spacex-bezos-pushes-blue-origin-...
2•PessimalDecimal•12m ago•1 comments

The Tast Supply Problem

https://charlielabs.ai/blog/the-task-supply-problem/
1•mrbbk•12m ago•0 comments

Unified API Proxy for OpenAI, Anthropic, and Compatible LLM Providers

https://github.com/mylxsw/llm-gateway
1•mylxsw•14m ago•1 comments

Show HN: Uber's new publicly available RPC Kafka repository

https://github.com/uber/uForwarder
1•zahidcakici•16m ago•0 comments

Show HN: Blip – Ephemeral chat that stores nothing, anywhere. open source

https://github.com/greatsk55/BLIP
1•hackersk•16m ago•1 comments

Private Credit's Software Bet Is Even Bigger Than It Appears

https://www.bloomberg.com/news/articles/2026-02-13/private-credit-s-massive-software-bet-is-bigge...
2•zerosizedweasle•16m ago•1 comments

SCPI and Hardware Instrumentation for Reverse Engineers

https://voidstarsec.com/blog/scpi-and-hardware-instrumentation-for-reverse-engineers-part-1
1•wrongbaud•16m ago•0 comments

SWE-ContextBench: context learning benchmark in coding

https://arxiv.org/abs/2602.08316
1•mustaphah•18m ago•0 comments

Show HN: Ticksupply – Record Binance tick data (order books, trades) as CSV

https://ticksupply.com
1•ticksupply•19m ago•0 comments

Space Forge is sending a factory into space to make materials for semiconductors

https://www.cnn.com/science/space-forge-factory-semiconductors-spc
1•breve•19m ago•0 comments

New Badge Available for Indicating AI Welcome

https://github.com/BobbyJohansen/AIDevelopmentIndicator
1•bluearchon34•19m ago•1 comments

RNA droplets may have accelerated Earth's development of complex molecules

https://phys.org/news/2026-01-rna-droplets-prebiotic-earth-complex.html
1•PaulHoule•19m ago•0 comments

Moss: A Linux-compatible Rust async kernel, 3 months on

1•hexagonal-sun•20m ago•0 comments