Analyzed URL
https://akashpriyadarshi.is-a.dev
Measured 2 weeks ago
AI-Ready Score
Good
out of 100
Token Savings
Score Breakdown
Emerging protocols
1 of 6 detectedWell-known endpoints AI agents look for. Detected here means an agent can discover and connect to your service automatically.
-
OAuth Protected Resource RFC 9728
/.well-known/oauth-protected-resource -
OAuth Discovery RFC 8414
/.well-known/oauth-authorization-server -
MCP Server Card SEP-1649 draft
/.well-known/mcp/server-card.json -
A2A Agent Card A2A v1.0
/.well-known/agent-card.json -
API Catalog RFC 9727
/.well-known/api-catalog- 1 API(s)
-
Agent Skills index Discovery RFC v0.2.0 draft
/.well-known/agent-skills/index.json
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What we measured Content ratio: 0.2% (213 content chars / 89181 HTML bytes)
Your page has a low ratio of actual content to total HTML. Much of the page weight is markup, scripts, or styles rather than content.
How to implement
Move CSS to external stylesheets, remove inline styles, minimize JavaScript, and ensure the HTML focuses on content structure.
What we measured Application level — Content negotiation, <link> tag
Your site supports Markdown for Agents only in part — "what we measured", above, lists the mechanisms you already have. Adding the rest lets more agents request markdown instead of parsing HTML, cutting token usage by ~80%.
How to implement
- Serve a Markdown twin at a second URL, e.g. /page.md alongside /page.
- Add a Link HTTP header pointing at the Markdown version: Link: <…>; rel="alternate"; type="text/markdown".
What we measured No Content-Signal found (robots.txt or HTTP headers)
No Content-Signal directives found. These tell AI agents how they may use your content (search indexing, AI input, training data). The recommended location is robots.txt.
How to implement
Add Content-Signal to your robots.txt: User-agent: *\nContent-Signal: search=yes, ai-input=yes, ai-train=no. You can also add it as an HTTP header on markdown responses.
What we measured 5 semantic elements, 75 divs (ratio: 6%)
Your page relies heavily on <div> elements. Semantic elements like <section>, <nav>, <header>, <footer>, and <aside> provide meaningful structure for AI agents.
How to implement
Replace generic <div> containers with appropriate semantic elements. Use <section> for thematic groups, <nav> for navigation, <header>/<footer> for page/section headers and footers.
© 2026 Akash Priyadarshi [Self-taught developer & open-source builder](https://akashpriyadarshi.is-a.dev/contact/) Ecosystem[jev-seo](https://github.com/AkashPriyadarshii/jev-seo)[jev-superpowers](https://github.com/AkashPriyadarshii/jev-superpowers)[jev-curate](https://github.com/AkashPriyadarshii/jev-curate)[jev-git](https://github.com/AkashPriyadarshii/jev-git)[tdlib-android](https://github.com/AkashPriyadarshii/tdlib-android)[kharcha](https://github.com/AkashPriyadarshii/kharcha) Author[Developers](https://akashpriyadarshi.is-a.dev/developers/)[Resume](https://akashpriyadarshii.github.io/Resume/)[Portfolio](https://akashpriyadarshi.is-a.dev/)[LinkedIn](https://linkedin.com/in/akash-priyadarshi-1aa51b37a) Social[X / Twitter](https://x.com/Akash__ydv001)[Threads](https://www.threads.net/@akash.priyadarshii)[Instagram](https://www.instagram.com/akash.priyadarshii/)[Reddit](https://reddit.com/user/akashpriyadarshi)
Akash Priyadarshi | Developer & Open-Source Builder [Skip to content](https://akashpriyadarshi.is-a.dev/#main-content) [Akash Priyadarshi](https://akashpriyadarshi.is-a.dev/) [](https://buymeacoffee.com/AkashPriyadarshi "Fuel the next build") **Akash Priyadarshi — Self-taught Developer & Open-Source Builder.** Hey, I'm Akash Priyadarshi. Self-taught developer and open-source builder from Patna, Bihar, India. I specialise in Android internals (IPC / Binder), Rust systems tooling, AI agents and RAG pipelines, full-stack development with Next.js and TypeScript, Kotlin, Go, and Python. I build things that work — low-level, reliable, and open. **Skills:** TypeScript · JavaScript · Kotlin · Rust · Go · Python · Java · Next.js · React · TailwindCSS · Android SDK · Jetpack Compose · Binder / IPC · RAG · AI Agents · GitHub Actions · Docker · Linux **Featured Projects:** - [jev-curate](https://akashpriyadarshi.is-a.dev/projects/jev-curate): High-throughput synthetic dataset sifter in Rust. Evaluates Parquet/JSONL rows via TypeSafe Jev System One in single round trips at 24.0 rows/sec. - [jev-seo](https://akashpriyadarshi.is-a.dev/projects/jev-seo): Open-source Semrush replacement in Rust. 64-rule technical audit, live site crawler, GEO AI citation verification, and a 19-tool stdio MCP server. - [jev-superpowers](https://akashpriyadarshi.is-a.dev/projects/jev-superpowers): Systematic software engineering framework for AI coding agents. Calibrated decisions, package vetting, and reflex gates. - [tdlib-android](https://akashpriyadarshi.is-a.dev/projects/tdlib-android): Precompiled TDLib across all 4 Android ABIs on Maven Central. 16KB page-aligned (Android 15 ready) with Kotlin Coroutines/Flow wrappers. 2,000+ downloads, zero local NDK compile. - [Kharcha](https://akashpriyadarshi.is-a.dev/projects/kharcha): Zero-friction UPI expense tracker for Android. Automatically parses banking SMS alerts via embedded Rust core in 0.18ms. 100% offline, zero cloud, zero telemetry. - [Dehradun Tourism](https://akashpriyadarshi.is-a.dev/projects/dehraduntourism): Complete tourism portal for Dehradun: 15 guide sections, interactive Leaflet map, live weather, masonry gallery. Next.js static export on Vercel. **Recent Essays:** - [Building jev-curate: Fast Synthetic Dataset Sifter in Rust](https://akashpriyadarshi.is-a.dev/blog/building-jev-curate) — Filtering synthetic training data with TypeSafe AI Jev: streaming JSONL and Parquet rows through calibrated System One gates at 70ms latency with zero memory accumulation. - [Building jev-seo: Zero-Cost SEO and GEO Search Radar in Rust](https://akashpriyadarshi.is-a.dev/blog/building-jev-seo) — Building a subscription-free SEO and Generative Engine Optimization CLI in Rust: scraping DuckDuckGo, validating JSON-LD schemas, and scoring AI citation visibility with TypeSafe Jev System One gates. - [Building jev-superpowers: Systematic Agentic Engineering with Jev](https://akashpriyadarshi.is-a.dev/blog/building-jev-superpowers) — Upgrading AI coding workflows with TypeSafe Jev System One gates: deterministic brainstorming convergence, zero-hallucination package vetting, and pre-commit reflex gates. - [Building tdlib-android - TDLib Without the Compile](https://akashpriyadarshi.is-a.dev/blog/building-tdlib-android) — Compiling TDLib for Android is a 4-hour NDK nightmare that crashes on low-RAM machines. I moved the whole build to GitHub Actions and shipped prebuilt AARs for all 4 ABIs. **Links:** - [About](https://akashpriyadarshi.is-a.dev/about) - [Projects](https://akashpriyadarshi.is-a.dev/projects) - [Essays](https://akashpriyadarshi.is-a.dev/blog) - [Skills](https://akashpriyadarshi.is-a.dev/skills) - [Contact](https://akashpriyadarshi.is-a.dev/contact) - [Agent guide (llms.txt)](https://akashpriyadarshi.is-a.dev/llms.txt) # I build stuff that works. Hey, I'm **Akash Priyadarshi**, a self-taught developer & open-source builder from Patna. Android IPC internals, Rust systems tooling, AI agents, full-stack Next.js. [Read Essays](https://akashpriyadarshi.is-a.dev/blog/)[View Projects](https://akashpriyadarshi.is-a.dev/projects/) ## Featured Projects[All Projects](https://akashpriyadarshi.is-a.dev/projects/) [Live Demo ↗](https://jev-curate.vercel.app/) Rust ### [jev-curate](https://akashpriyadarshi.is-a.dev/projects/jev-curate/) High-throughput synthetic dataset sifter in Rust. Evaluates Parquet/JSONL rows via TypeSafe Jev System One in single round trips at 24.0 rows/sec. 103stars[Source ↗](https://github.com/AkashPriyadarshii/jev-curate) RustTypeSafe AIJev [Live Demo ↗](https://jevseo.vercel.app/) Rust ### [jev-seo](https://akashpriyadarshi.is-a.dev/projects/jev-seo/) Open-source Semrush replacement in Rust. 64-rule technical audit, live site crawler, GEO AI citation verification, and a 19-tool stdio MCP server. 95stars[Source ↗](https://github.com/AkashPriyadarshii/jev-seo) RustTypeSafe AIJev Markdown ### [jev-superpowers](https://akashpriyadarshi.is-a.dev/projects/jev-superpowers/) Systematic software engineering framework for AI coding agents. Calibrated decisions, package vetting, and reflex gates. 38stars[Source ↗](https://github.com/AkashPriyadarshii/jev-superpowers) AI AgentsTypeSafe AIJev [Live Demo ↗](https://tdlib-android.vercel.app/) Kotlin ### [tdlib-android](https://akashpriyadarshi.is-a.dev/projects/tdlib-android/) Precompiled TDLib across all 4 Android ABIs on Maven Central. 16KB page-aligned (Android 15 ready) with Kotlin Coroutines/Flow wrappers. 2,000+ downloads, zero local NDK compile. 3stars[Source ↗](https://github.com/AkashPriyadarshii/tdlib-android) KotlinAndroidTDLib [Live Demo ↗](https://akashpriyadarshii.github.io/kharcha/) Kotlin ### [Kharcha](https://akashpriyadarshi.is-a.dev/projects/kharcha/) Zero-friction UPI expense tracker for Android. Automatically parses banking SMS alerts via embedded Rust core in 0.18ms. 100% offline, zero cloud, zero telemetry. 2stars[Source ↗](https://github.com/AkashPriyadarshii/kharcha) KotlinRustAndroid [Live Demo ↗](https://dehradun1.vercel.app/) TypeScript ### [Dehradun Tourism](https://akashpriyadarshi.is-a.dev/projects/dehraduntourism/) Complete tourism portal for Dehradun: 15 guide sections, interactive Leaflet map, live weather, masonry gallery. Next.js static export on Vercel. 0stars Next.jsTypeScriptTailwind
Upload this file as /index.md on your server so AI agents can access a clean version of your page. You can also configure Accept: text/markdown content negotiation to serve it automatically.
Our recommendation
# akashpriyadarshi.is-a.dev > Self-taught developer and open-source builder from Patna, Bihar, India. Specialises in Android IPC/Binder internals, Rust systems tooling, AI agents and RAG pipelines, Kotlin, TypeScript, Go, and full-stack development with Next.js. ## Documentation - [Agent guide (llms.txt)](https://akashpriyadarshi.is-a.dev/llms.txt) ## Main - [Akash Priyadarshi | Developer & Open-Source Builder](https://akashpriyadarshi.is-a.dev): Akash Priyadarshi, self-taught developer and open-source builder from India. Android IPC internals, Rust systems toolin… - [About](https://akashpriyadarshi.is-a.dev/about/) - [Akash Priyadarshi](https://akashpriyadarshi.is-a.dev/) - [Projects](https://akashpriyadarshi.is-a.dev/projects/) - [Resume](https://akashpriyadarshi.is-a.dev/resume/) - [Developers](https://akashpriyadarshi.is-a.dev/developers/) ## Support - [Contact](https://akashpriyadarshi.is-a.dev/contact/)
Full llms.txt requires domain-wide analysis (coming soon)
Upload this file to https://akashpriyadarshi.is-a.dev/llms.txt at the root of your domain. AI agents like ChatGPT, Claude, and Perplexity check this file to understand your site structure.
This site already has a llms.txt file.
Valid format# Akash Priyadarshi - Self-taught developer & open-source builder Android IPC/Binder internals, Rust systems tooling, AI agents, RAG. Kotlin, TypeScript, Go, Next.js. Personal site: https://akashpriyadarshi.is-a.dev Brand Name: Akash Priyadarshi Note: This site is hosted on Vercel, but it is NOT the Vercel corporate site. It contains Akash Priyadarshi developer resources. ## When to use this site Use this site when you need to: - Learn about Akash Priyadarshi as a developer: background, skills, and open-source work. - Browse open-source projects in Android systems programming, Rust CLI tooling, and AI/RAG applications. - Read technical essays on Android internals, systems programming, and AI agent development. - Find contact information for developer collaboration, open-source contributions, or hiring. - Retrieve the developer's resume or skill profile. Do NOT use this site when you need a commercial product, a company API, or multi-user SaaS features. This is a personal portfolio site for a single developer. ## Not a fit - Hiring for non-engineering roles, buying a product, or using a hosted API with SLAs. - Writing data: there is no write API. Contact the human links for collaboration. ## How agents should call this site - Markdown: send Accept text/markdown on any page (or append .md). Same URL, Vary Accept. - MCP server: POST /mcp (Streamable HTTP) — tools get_profile, list_projects, get_project, list_posts, get_post, get_contact_options, search_site. Card at /mcp/server-card. - JSON API: /api/v1/ typed in /openapi.json. Errors are RFC 9457 application/problem+json. - Rate limits ride in RateLimit-Policy + RateLimit headers (per-instance buckets). ## Developer Resources - GitHub profile: https://github.com/AkashPriyadarshii - Resume (page): https://akashpriyadarshi.is-a.dev/resume/ - Skills & tech stack: https://akashpriyadarshi.is-a.dev/skills/ - Contact / email: [email protected] - LinkedIn: https://linkedin.com/in/akash-priyadarshi-1aa51b37a - X (Twitter): https://x.com/Akash__ydv001 - RSS feed: https://akashpriyadarshi.is-a.dev/feed.xml - Sitemap: https://akashpriyadarshi.is-a.dev/sitemap.xml - MCP discovery: https://akashpriyadarshi.is-a.dev/.well-known/mcp - Developer resources: https://akashpriyadarshi.is-a.dev/developers/ (API, MCP server, OpenAPI spec) - API catalog: https://akashpriyadarshi.is-a.dev/.well-known/api-catalog - Full content dump: https://akashpriyadarshi.is-a.dev/llms-full.txt ## Developer API & MCP - MCP manifest (JSON): https://akashpriyadarshi.is-a.dev/.well-known/mcp — tools: get_profile, list_projects, get_project, list_posts, get_post, get_contact_options, search_site - JSON-RPC endpoint: https://akashpriyadarshi.is-a.dev/mcp (POST Streamable HTTP; /api/mcp kept as legacy alias) - Server card: https://akashpriyadarshi.is-a.dev/mcp/server-card — pasteable client config - JSON API: https://akashpriyadarshi.is-a.dev/api/v1/ — read-only, typed in https://akashpriyadarshi.is-a.dev/openapi.json - Developer resources: https://akashpriyadarshi.is-a.dev/developers/ - Markdown error doc: https://akashpriyadarshi.is-a.dev/404.md — agent-readable 404 equivalent - Content negotiation: send Accept text/markdown on any page, or append .md - No auth, no API keys. Rate limits advertised in RateLimit headers. Tech stack: TypeScript, Kotlin, Rust, Go, Python, Next.js, Android SDK, Jetpack Compose, Binder/IPC, RAG, AI Agents. ## Blog (25 posts) - [Building jev-curate: Fast Synthetic Dataset Sifter in Rust](https://akashpriyadarshi.is-a.dev/blog/building-jev-curate/): Filtering synthetic training data with TypeSafe AI Jev: streaming JSONL and Parquet rows through calibrated System One gates at 70ms latency with zero memory accumulation. - [Building jev-git: Sub-Second Git Reflex Gate in Rust](https://akashpriyadarshi.is-a.dev/blog/building-jev-git/): Screening staged git diffs for leaked secrets, destructive payloads, and AI hallucinations in 80ms using TypeSafe AI Jev System One. - [Building jev-scout: Zero-Hallucination Crate and Repo Scout](https://akashpriyadarshi.is-a.dev/blog/building-jev-scout/): Preventing AI package hallucinations: discovering real crates and GitHub repositories using live registry APIs and TypeSafe Jev speculative fan-out scoring. - [Building jev-seo: Zero-Cost SEO and GEO Search Radar in Rust](https://akashpriyadarshi.is-a.dev/blog/building-jev-seo/): Building a subscription-free SEO and Generative Engine Optimization CLI in Rust: scraping DuckDuckGo, validating JSON-LD schemas, and scoring AI citation visibility with TypeSafe Jev System One gates. - [Building jev-superpowers: Systematic Agentic Engineering with Jev](https://akashpriyadarshi.is-a.dev/blog/building-jev-superpowers/): Upgrading AI coding workflows with TypeSafe Jev System One gates: deterministic brainstorming convergence, zero-hallucination package vetting, and pre-commit reflex gates. - [Building kharcha-core: Deterministic UPI Expense Engine in Rust](https://akashpriyadarshi.is-a.dev/blog/building-kharcha-core/): Extracting exact paise transactions from Indian bank SMS and push notifications: rule-based parsing, triple-signal deduplication, and UniFFI Kotlin bindings with zero AI. - [Building gh-rs: Minimal GitHub CLI in Rust](https://akashpriyadarshi.is-a.dev/blog/building-gh-rs/): A lightweight GitHub CLI focused on four core primitives: OAuth device login with OS keychain token storage, repository, PR, and issue management with machine-readable JSON output. - [Building cdpx: A Driverless CDP Browser Engine for AI Agents](https://akashpriyadarshi.is-a.dev/blog/building-cdpx/): How one Rust binary replaces Playwright's Node.js driver with direct WebSocket CDP, compresses live page state under 800 tokens, and serves MCP over stdio at under 25MB RSS. - [Building akash-design-engineering: Tactile Frontend Physics](https://akashpriyadarshi.is-a.dev/blog/building-akash-design-engineering/): Enforcing physical laws in autonomous web frontends: concentric border radii, analytical RK4 spring dynamics, OKLCH pigment math, and automated design audits. - [Building Patna: Zero-Bloat Civic Telemetry for a 3,000-Year-Old Imperial Metropolis](https://akashpriyadarshi.is-a.dev/blog/building-patna/): How we built a sub-35KB, zero-framework civic portal for Patna running live transit telemetry, weather, client-side RSS pagination, and bilingual i18n with zero build steps. - [Building design-genius: Killing the AI Design Monoculture](https://akashpriyadarshi.is-a.dev/blog/building-design-genius/): Why AI coding agents output the exact same centered hero and purple gradient, and how I built an engine that forces models to read 74 local design systems from disk. - [Building c2proof: C to Rust Migration with Verification](https://akashpriyadarshi.is-a.dev/blog/building-c2proof/): A verifier-first c2rust wrapper. Give it a flat C repo, and it outputs a compiling Rust port PR alongside a mathematical proof artifact. - [Building code2paper: Turn Any Codebase into an Academic Paper](https://akashpriyadarshi.is-a.dev/blog/building-code2paper/): A stdlib Python CLI and Claude Agent Skill to convert an entire codebase into a readable academic paper in Typst, LaTeX, PDF, and HTML. - [Building Kharcha: India's Zero-Friction UPI Expense Tracker](https://akashpriyadarshi.is-a.dev/blog/building-kharcha/): How I built a native Android expense tracker that automatically captures UPI payments from GPay, PhonePe, and Paytm with zero AI and 100% data ownership. - [Building neet-cbt - Replicating the NTA Exam Interface, Offline](https://akashpriyadarshi.is-a.dev/blog/building-neet-cbt/): 22 lakh students sit NEET every year. In 2027 it goes computer-based. I built the exact NTA interface as a free offline PWA so nobody practises it cold. - [Building repomap - Answering "What's In This Repo" in Budget Tokens](https://akashpriyadarshi.is-a.dev/blog/building-repomap/): Every agent session starts with the same question. I built the third piece of the read→search→orient pipeline — a repo map that tells you what exists without burning the context window. - [Building paperleaks.in - 110 Leaks, 2.25 Crore Aspirants](https://akashpriyadarshi.is-a.dev/blog/building-paperleaks/): 110 documented exam paper leaks in India, 2004 to July 2026. 2.25 crore aspirants affected. I built the record. Not a dashboard. An accusation. - [Building dehraduntourism - 15 Sections, One City](https://akashpriyadarshi.is-a.dev/blog/building-dehraduntourism/): A tourism site for Dehradun with 15 comprehensive sections — places, food, defence institutions, weather, transport. Next.js static export, Framer Motion, Leaflet map, free OpenMeteo weather. - [Building rustygrep - Fast Grep with AI-Native Output](https://akashpriyadarshi.is-a.dev/blog/building-rustygrep/): LLM agents run thousands of grep calls per session. Every token counts. I built a token-compressed grep that cuts output by 60-95%. - [Building zcat - A 179KB Cat Replacement in Zig](https://akashpriyadarshi.is-a.dev/blog/building-zcat/): cat is the most aliased command in every developer's shell. bat is 15MB. I wanted cat that fits in a kernel module. - [Building sitamarhi.pages.dev - One HTML Page, No Framework](https://akashpriyadarshi.is-a.dev/blog/building-sitamarhi-dev/): I hand-coded a single-page tourism guide for my district. No React, no build tools, no database. Just HTML, CSS, and what actually matters. - [First post](https://akashpriyadarshi.is-a.dev/blog/welcome/): I nuked 25K lines of code from my site. This is what's left. - [Building tdlib-android - TDLib Without the Compile](https://akashpriyadarshi.is-a.dev/blog/building-tdlib-android/): Compiling TDLib for Android is a 4-hour NDK nightmare that crashes on low-RAM machines. I moved the whole build to GitHub Actions and shipped prebuilt AARs for all 4 ABIs. - [Building awesome-agentic-stack — a ₹0 agentic coding stack](https://akashpriyadarshi.is-a.dev/blog/building-awesome-agentic-stack/): A curated agentic coding stack where every tool runs on a ₹0 free tier — no payment method, no credit card. Organized by when you use it in a session. - [Building My-Starred-Repos - 813 Stars, Auto-Updated Daily](https://akashpriyadarshi.is-a.dev/blog/building-my-starred-repos/): I star repos I'll never look at again. So I built a tracker that curates 813 of them — AI agents, dev tools, systems, LLMs, web dev — searchable, filterable, auto-updated daily. ## Projects (10) - [Dehradun Tourism](https://akashpriyadarshi.is-a.dev/projects/dehraduntourism/): Complete tourism portal for Dehradun: 15 guide sections, interactive Leaflet map, live weather, masonry gallery. Next.js static export on Vercel. - [Sitamarhi Tourism Portal](https://akashpriyadarshi.is-a.dev/projects/sitamarhi-tourism/): Multi-page tourism portal for Sitamarhi, Bihar (birthplace of Goddess Sita): 7 guide pages, installable PWA with offline support, visitor counter via Cloudflare Functions. No framework, vanilla HTML/CSS/JS. - [PaperLeaks.in](https://akashpriyadarshi.is-a.dev/projects/paperleaks/): 110 documented exam paper leaks in India (2004-2026). 2.25 crore aspirants affected. Data-driven investigation, not a dashboard — an accusation. Live site only (source private). - [jev-curate](https://akashpriyadarshi.is-a.dev/projects/jev-curate/): High-throughput synthetic dataset sifter in Rust. Evaluates Parquet/JSONL rows via TypeSafe Jev System One in single round trips at 24.0 rows/sec. - [jev-seo](https://akashpriyadarshi.is-a.dev/projects/jev-seo/): Open-source Semrush replacement in Rust. 64-rule technical audit, live site crawler, GEO AI citation verification, and a 19-tool stdio MCP server. - [jev-superpowers](https://akashpriyadarshi.is-a.dev/projects/jev-superpowers/): Systematic software engineering framework for AI coding agents. Calibrated decisions, package vetting, and reflex gates. - [tdlib-android](https://akashpriyadarshi.is-a.dev/projects/tdlib-android/): Precompiled TDLib across all 4 Android ABIs on Maven Central. 16KB page-aligned (Android 15 ready) with Kotlin Coroutines/Flow wrappers. 2,000+ downloads, zero local NDK compile. - [Kharcha](https://akashpriyadarshi.is-a.dev/projects/kharcha/): Zero-friction UPI expense tracker for Android. Automatically parses banking SMS alerts via embedded Rust core in 0.18ms. 100% offline, zero cloud, zero telemetry. - [ziggygrep](https://akashpriyadarshi.is-a.dev/projects/ziggygrep/): Fast grep replacement in pure Zig. Literal search beats ripgrep in 22 of 22 benchmarks with byte-identical output. Zero deps, no libc. - [ziggycat](https://akashpriyadarshi.is-a.dev/projects/ziggycat/): Fast cat replacement in pure Zig. Byte-identical to GNU cat, 4-26x faster, JSON output mode for AI agents. Zero dependencies, no libc. ## Pages - [About](https://akashpriyadarshi.is-a.dev/about/) - [Skills](https://akashpriyadarshi.is-a.dev/skills/) - [Uses & Gear](https://akashpriyadarshi.is-a.dev/uses/) - [Resume (page)](https://akashpriyadarshi.is-a.dev/resume/) - [Contact](https://akashpriyadarshi.is-a.dev/contact/) - [Privacy](https://akashpriyadarshi.is-a.dev/privacy/) Contact: [email protected]
Accessibility
Content available without JavaScript
Main content starts at 16% of HTML
Page size: 87KB
AI Discoverability
All major AI search bots allowed
Sitemap found
robots.txt exists
llms.txt exists and is valid
Structured Data
JSON-LD found: Person, WebSite
All OG tags present
Meta description: 176 chars
Canonical URL present
lang="en"
Semantic HTML
Clean heading hierarchy
Has <main>
5 semantic elements, 75 divs (ratio: 6%)
No images found
Avg div depth: 4.1, max: 7
Content Efficiency
99% token reduction (HTML→Markdown)
Content ratio: 0.2% (213 content chars / 89181 HTML bytes)
HTML size: 87KB
1/346 elements with inline styles (0.3%)
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"markdown": "© 2026 Akash Priyadarshi\n\n[Self-taught developer & open-source builder](https://akashpriyadarshi.is-a.dev/contact/)\n\nEcosystem[jev-seo](https://github.com/AkashPriyadarshii/jev-seo)[jev-superpowers](https://github.com/AkashPriyadarshii/jev-superpowers)[jev-curate](https://github.com/AkashPriyadarshii/jev-curate)[jev-git](https://github.com/AkashPriyadarshii/jev-git)[tdlib-android](https://github.com/AkashPriyadarshii/tdlib-android)[kharcha](https://github.com/AkashPriyadarshii/kharcha)\n\nAuthor[Developers](https://akashpriyadarshi.is-a.dev/developers/)[Resume](https://akashpriyadarshii.github.io/Resume/)[Portfolio](https://akashpriyadarshi.is-a.dev/)[LinkedIn](https://linkedin.com/in/akash-priyadarshi-1aa51b37a)\n\nSocial[X / Twitter](https://x.com/Akash__ydv001)[Threads](https://www.threads.net/@akash.priyadarshii)[Instagram](https://www.instagram.com/akash.priyadarshii/)[Reddit](https://reddit.com/user/akashpriyadarshi)\n",
"fullPageMarkdown": "Akash Priyadarshi | Developer & Open-Source Builder\n\n[Skip to content](https://akashpriyadarshi.is-a.dev/#main-content)\n\n[Akash Priyadarshi](https://akashpriyadarshi.is-a.dev/)\n\n[](https://buymeacoffee.com/AkashPriyadarshi \"Fuel the next build\")\n\n**Akash Priyadarshi — Self-taught Developer & Open-Source Builder.** Hey, I'm Akash Priyadarshi. Self-taught developer and open-source builder from Patna, Bihar, India. I specialise in Android internals (IPC / Binder), Rust systems tooling, AI agents and RAG pipelines, full-stack development with Next.js and TypeScript, Kotlin, Go, and Python. I build things that work — low-level, reliable, and open.\n\n**Skills:** TypeScript · JavaScript · Kotlin · Rust · Go · Python · Java · Next.js · React · TailwindCSS · Android SDK · Jetpack Compose · Binder / IPC · RAG · AI Agents · GitHub Actions · Docker · Linux\n\n**Featured Projects:**\n\n- [jev-curate](https://akashpriyadarshi.is-a.dev/projects/jev-curate): High-throughput synthetic dataset sifter in Rust. Evaluates Parquet/JSONL rows via TypeSafe Jev System One in single round trips at 24.0 rows/sec.\n- [jev-seo](https://akashpriyadarshi.is-a.dev/projects/jev-seo): Open-source Semrush replacement in Rust. 64-rule technical audit, live site crawler, GEO AI citation verification, and a 19-tool stdio MCP server.\n- [jev-superpowers](https://akashpriyadarshi.is-a.dev/projects/jev-superpowers): Systematic software engineering framework for AI coding agents. Calibrated decisions, package vetting, and reflex gates.\n- [tdlib-android](https://akashpriyadarshi.is-a.dev/projects/tdlib-android): Precompiled TDLib across all 4 Android ABIs on Maven Central. 16KB page-aligned (Android 15 ready) with Kotlin Coroutines/Flow wrappers. 2,000+ downloads, zero local NDK compile.\n- [Kharcha](https://akashpriyadarshi.is-a.dev/projects/kharcha): Zero-friction UPI expense tracker for Android. Automatically parses banking SMS alerts via embedded Rust core in 0.18ms. 100% offline, zero cloud, zero telemetry.\n- [Dehradun Tourism](https://akashpriyadarshi.is-a.dev/projects/dehraduntourism): Complete tourism portal for Dehradun: 15 guide sections, interactive Leaflet map, live weather, masonry gallery. Next.js static export on Vercel.\n\n**Recent Essays:**\n\n- [Building jev-curate: Fast Synthetic Dataset Sifter in Rust](https://akashpriyadarshi.is-a.dev/blog/building-jev-curate) — Filtering synthetic training data with TypeSafe AI Jev: streaming JSONL and Parquet rows through calibrated System One gates at 70ms latency with zero memory accumulation.\n- [Building jev-seo: Zero-Cost SEO and GEO Search Radar in Rust](https://akashpriyadarshi.is-a.dev/blog/building-jev-seo) — Building a subscription-free SEO and Generative Engine Optimization CLI in Rust: scraping DuckDuckGo, validating JSON-LD schemas, and scoring AI citation visibility with TypeSafe Jev System One gates.\n- [Building jev-superpowers: Systematic Agentic Engineering with Jev](https://akashpriyadarshi.is-a.dev/blog/building-jev-superpowers) — Upgrading AI coding workflows with TypeSafe Jev System One gates: deterministic brainstorming convergence, zero-hallucination package vetting, and pre-commit reflex gates.\n- [Building tdlib-android - TDLib Without the Compile](https://akashpriyadarshi.is-a.dev/blog/building-tdlib-android) — Compiling TDLib for Android is a 4-hour NDK nightmare that crashes on low-RAM machines. I moved the whole build to GitHub Actions and shipped prebuilt AARs for all 4 ABIs.\n\n**Links:**\n\n- [About](https://akashpriyadarshi.is-a.dev/about)\n- [Projects](https://akashpriyadarshi.is-a.dev/projects)\n- [Essays](https://akashpriyadarshi.is-a.dev/blog)\n- [Skills](https://akashpriyadarshi.is-a.dev/skills)\n- [Contact](https://akashpriyadarshi.is-a.dev/contact)\n- [Agent guide (llms.txt)](https://akashpriyadarshi.is-a.dev/llms.txt)\n\n# I build stuff that works.\n\nHey, I'm **Akash Priyadarshi**, a self-taught developer & open-source builder from Patna. Android IPC internals, Rust systems tooling, AI agents, full-stack Next.js.\n\n[Read Essays](https://akashpriyadarshi.is-a.dev/blog/)[View Projects](https://akashpriyadarshi.is-a.dev/projects/)\n\n## Featured Projects[All Projects](https://akashpriyadarshi.is-a.dev/projects/)\n\n[Live Demo ↗](https://jev-curate.vercel.app/)\n\nRust\n\n### [jev-curate](https://akashpriyadarshi.is-a.dev/projects/jev-curate/)\n\nHigh-throughput synthetic dataset sifter in Rust. Evaluates Parquet/JSONL rows via TypeSafe Jev System One in single round trips at 24.0 rows/sec.\n\n103stars[Source ↗](https://github.com/AkashPriyadarshii/jev-curate)\n\nRustTypeSafe AIJev\n\n[Live Demo ↗](https://jevseo.vercel.app/)\n\nRust\n\n### [jev-seo](https://akashpriyadarshi.is-a.dev/projects/jev-seo/)\n\nOpen-source Semrush replacement in Rust. 64-rule technical audit, live site crawler, GEO AI citation verification, and a 19-tool stdio MCP server.\n\n95stars[Source ↗](https://github.com/AkashPriyadarshii/jev-seo)\n\nRustTypeSafe AIJev\n\nMarkdown\n\n### [jev-superpowers](https://akashpriyadarshi.is-a.dev/projects/jev-superpowers/)\n\nSystematic software engineering framework for AI coding agents. Calibrated decisions, package vetting, and reflex gates.\n\n38stars[Source ↗](https://github.com/AkashPriyadarshii/jev-superpowers)\n\nAI AgentsTypeSafe AIJev\n\n[Live Demo ↗](https://tdlib-android.vercel.app/)\n\nKotlin\n\n### [tdlib-android](https://akashpriyadarshi.is-a.dev/projects/tdlib-android/)\n\nPrecompiled TDLib across all 4 Android ABIs on Maven Central. 16KB page-aligned (Android 15 ready) with Kotlin Coroutines/Flow wrappers. 2,000+ downloads, zero local NDK compile.\n\n3stars[Source ↗](https://github.com/AkashPriyadarshii/tdlib-android)\n\nKotlinAndroidTDLib\n\n[Live Demo ↗](https://akashpriyadarshii.github.io/kharcha/)\n\nKotlin\n\n### [Kharcha](https://akashpriyadarshi.is-a.dev/projects/kharcha/)\n\nZero-friction UPI expense tracker for Android. Automatically parses banking SMS alerts via embedded Rust core in 0.18ms. 100% offline, zero cloud, zero telemetry.\n\n2stars[Source ↗](https://github.com/AkashPriyadarshii/kharcha)\n\nKotlinRustAndroid\n\n[Live Demo ↗](https://dehradun1.vercel.app/)\n\nTypeScript\n\n### [Dehradun Tourism](https://akashpriyadarshi.is-a.dev/projects/dehraduntourism/)\n\nComplete tourism portal for Dehradun: 15 guide sections, interactive Leaflet map, live weather, masonry gallery. Next.js static export on Vercel.\n\n0stars\n\nNext.jsTypeScriptTailwind\n",
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"llmsTxtExisting": "# Akash Priyadarshi - Self-taught developer & open-source builder\nAndroid IPC/Binder internals, Rust systems tooling, AI agents, RAG. Kotlin, TypeScript, Go, Next.js.\nPersonal site: https://akashpriyadarshi.is-a.dev\n\nBrand Name: Akash Priyadarshi\nNote: This site is hosted on Vercel, but it is NOT the Vercel corporate site. It contains Akash Priyadarshi developer resources.\n\n## When to use this site\n\nUse this site when you need to:\n- Learn about Akash Priyadarshi as a developer: background, skills, and open-source work.\n- Browse open-source projects in Android systems programming, Rust CLI tooling, and AI/RAG applications.\n- Read technical essays on Android internals, systems programming, and AI agent development.\n- Find contact information for developer collaboration, open-source contributions, or hiring.\n- Retrieve the developer's resume or skill profile.\n\nDo NOT use this site when you need a commercial product, a company API, or multi-user SaaS features.\nThis is a personal portfolio site for a single developer.\n\n## Not a fit\n\n- Hiring for non-engineering roles, buying a product, or using a hosted API with SLAs.\n- Writing data: there is no write API. Contact the human links for collaboration.\n\n## How agents should call this site\n\n- Markdown: send Accept text/markdown on any page (or append .md). Same URL, Vary Accept.\n- MCP server: POST /mcp (Streamable HTTP) — tools get_profile, list_projects, get_project, list_posts, get_post, get_contact_options, search_site. Card at /mcp/server-card.\n- JSON API: /api/v1/ typed in /openapi.json. Errors are RFC 9457 application/problem+json.\n- Rate limits ride in RateLimit-Policy + RateLimit headers (per-instance buckets).\n\n## Developer Resources\n\n- GitHub profile: https://github.com/AkashPriyadarshii\n- Resume (page): https://akashpriyadarshi.is-a.dev/resume/\n- Skills & tech stack: https://akashpriyadarshi.is-a.dev/skills/\n- Contact / email: [email protected]\n- LinkedIn: https://linkedin.com/in/akash-priyadarshi-1aa51b37a\n- X (Twitter): https://x.com/Akash__ydv001\n- RSS feed: https://akashpriyadarshi.is-a.dev/feed.xml\n- Sitemap: https://akashpriyadarshi.is-a.dev/sitemap.xml\n- MCP discovery: https://akashpriyadarshi.is-a.dev/.well-known/mcp\n- Developer resources: https://akashpriyadarshi.is-a.dev/developers/ (API, MCP server, OpenAPI spec)\n- API catalog: https://akashpriyadarshi.is-a.dev/.well-known/api-catalog\n- Full content dump: https://akashpriyadarshi.is-a.dev/llms-full.txt\n\n## Developer API & MCP\n\n- MCP manifest (JSON): https://akashpriyadarshi.is-a.dev/.well-known/mcp — tools: get_profile, list_projects, get_project, list_posts, get_post, get_contact_options, search_site\n- JSON-RPC endpoint: https://akashpriyadarshi.is-a.dev/mcp (POST Streamable HTTP; /api/mcp kept as legacy alias)\n- Server card: https://akashpriyadarshi.is-a.dev/mcp/server-card — pasteable client config\n- JSON API: https://akashpriyadarshi.is-a.dev/api/v1/ — read-only, typed in https://akashpriyadarshi.is-a.dev/openapi.json\n- Developer resources: https://akashpriyadarshi.is-a.dev/developers/\n- Markdown error doc: https://akashpriyadarshi.is-a.dev/404.md — agent-readable 404 equivalent\n- Content negotiation: send Accept text/markdown on any page, or append .md\n- No auth, no API keys. Rate limits advertised in RateLimit headers.\n\nTech stack: TypeScript, Kotlin, Rust, Go, Python, Next.js, Android SDK, Jetpack Compose, Binder/IPC, RAG, AI Agents.\n\n## Blog (25 posts)\n- [Building jev-curate: Fast Synthetic Dataset Sifter in Rust](https://akashpriyadarshi.is-a.dev/blog/building-jev-curate/): Filtering synthetic training data with TypeSafe AI Jev: streaming JSONL and Parquet rows through calibrated System One gates at 70ms latency with zero memory accumulation.\n- [Building jev-git: Sub-Second Git Reflex Gate in Rust](https://akashpriyadarshi.is-a.dev/blog/building-jev-git/): Screening staged git diffs for leaked secrets, destructive payloads, and AI hallucinations in 80ms using TypeSafe AI Jev System One.\n- [Building jev-scout: Zero-Hallucination Crate and Repo Scout](https://akashpriyadarshi.is-a.dev/blog/building-jev-scout/): Preventing AI package hallucinations: discovering real crates and GitHub repositories using live registry APIs and TypeSafe Jev speculative fan-out scoring.\n- [Building jev-seo: Zero-Cost SEO and GEO Search Radar in Rust](https://akashpriyadarshi.is-a.dev/blog/building-jev-seo/): Building a subscription-free SEO and Generative Engine Optimization CLI in Rust: scraping DuckDuckGo, validating JSON-LD schemas, and scoring AI citation visibility with TypeSafe Jev System One gates.\n- [Building jev-superpowers: Systematic Agentic Engineering with Jev](https://akashpriyadarshi.is-a.dev/blog/building-jev-superpowers/): Upgrading AI coding workflows with TypeSafe Jev System One gates: deterministic brainstorming convergence, zero-hallucination package vetting, and pre-commit reflex gates.\n- [Building kharcha-core: Deterministic UPI Expense Engine in Rust](https://akashpriyadarshi.is-a.dev/blog/building-kharcha-core/): Extracting exact paise transactions from Indian bank SMS and push notifications: rule-based parsing, triple-signal deduplication, and UniFFI Kotlin bindings with zero AI.\n- [Building gh-rs: Minimal GitHub CLI in Rust](https://akashpriyadarshi.is-a.dev/blog/building-gh-rs/): A lightweight GitHub CLI focused on four core primitives: OAuth device login with OS keychain token storage, repository, PR, and issue management with machine-readable JSON output.\n- [Building cdpx: A Driverless CDP Browser Engine for AI Agents](https://akashpriyadarshi.is-a.dev/blog/building-cdpx/): How one Rust binary replaces Playwright's Node.js driver with direct WebSocket CDP, compresses live page state under 800 tokens, and serves MCP over stdio at under 25MB RSS.\n- [Building akash-design-engineering: Tactile Frontend Physics](https://akashpriyadarshi.is-a.dev/blog/building-akash-design-engineering/): Enforcing physical laws in autonomous web frontends: concentric border radii, analytical RK4 spring dynamics, OKLCH pigment math, and automated design audits.\n- [Building Patna: Zero-Bloat Civic Telemetry for a 3,000-Year-Old Imperial Metropolis](https://akashpriyadarshi.is-a.dev/blog/building-patna/): How we built a sub-35KB, zero-framework civic portal for Patna running live transit telemetry, weather, client-side RSS pagination, and bilingual i18n with zero build steps.\n- [Building design-genius: Killing the AI Design Monoculture](https://akashpriyadarshi.is-a.dev/blog/building-design-genius/): Why AI coding agents output the exact same centered hero and purple gradient, and how I built an engine that forces models to read 74 local design systems from disk.\n- [Building c2proof: C to Rust Migration with Verification](https://akashpriyadarshi.is-a.dev/blog/building-c2proof/): A verifier-first c2rust wrapper. Give it a flat C repo, and it outputs a compiling Rust port PR alongside a mathematical proof artifact.\n- [Building code2paper: Turn Any Codebase into an Academic Paper](https://akashpriyadarshi.is-a.dev/blog/building-code2paper/): A stdlib Python CLI and Claude Agent Skill to convert an entire codebase into a readable academic paper in Typst, LaTeX, PDF, and HTML.\n- [Building Kharcha: India's Zero-Friction UPI Expense Tracker](https://akashpriyadarshi.is-a.dev/blog/building-kharcha/): How I built a native Android expense tracker that automatically captures UPI payments from GPay, PhonePe, and Paytm with zero AI and 100% data ownership.\n- [Building neet-cbt - Replicating the NTA Exam Interface, Offline](https://akashpriyadarshi.is-a.dev/blog/building-neet-cbt/): 22 lakh students sit NEET every year. In 2027 it goes computer-based. I built the exact NTA interface as a free offline PWA so nobody practises it cold.\n- [Building repomap - Answering \"What's In This Repo\" in Budget Tokens](https://akashpriyadarshi.is-a.dev/blog/building-repomap/): Every agent session starts with the same question. I built the third piece of the read→search→orient pipeline — a repo map that tells you what exists without burning the context window.\n- [Building paperleaks.in - 110 Leaks, 2.25 Crore Aspirants](https://akashpriyadarshi.is-a.dev/blog/building-paperleaks/): 110 documented exam paper leaks in India, 2004 to July 2026. 2.25 crore aspirants affected. I built the record. Not a dashboard. An accusation.\n- [Building dehraduntourism - 15 Sections, One City](https://akashpriyadarshi.is-a.dev/blog/building-dehraduntourism/): A tourism site for Dehradun with 15 comprehensive sections — places, food, defence institutions, weather, transport. Next.js static export, Framer Motion, Leaflet map, free OpenMeteo weather.\n- [Building rustygrep - Fast Grep with AI-Native Output](https://akashpriyadarshi.is-a.dev/blog/building-rustygrep/): LLM agents run thousands of grep calls per session. Every token counts. I built a token-compressed grep that cuts output by 60-95%.\n- [Building zcat - A 179KB Cat Replacement in Zig](https://akashpriyadarshi.is-a.dev/blog/building-zcat/): cat is the most aliased command in every developer's shell. bat is 15MB. I wanted cat that fits in a kernel module.\n- [Building sitamarhi.pages.dev - One HTML Page, No Framework](https://akashpriyadarshi.is-a.dev/blog/building-sitamarhi-dev/): I hand-coded a single-page tourism guide for my district. No React, no build tools, no database. Just HTML, CSS, and what actually matters.\n- [First post](https://akashpriyadarshi.is-a.dev/blog/welcome/): I nuked 25K lines of code from my site. This is what's left.\n- [Building tdlib-android - TDLib Without the Compile](https://akashpriyadarshi.is-a.dev/blog/building-tdlib-android/): Compiling TDLib for Android is a 4-hour NDK nightmare that crashes on low-RAM machines. I moved the whole build to GitHub Actions and shipped prebuilt AARs for all 4 ABIs.\n- [Building awesome-agentic-stack — a ₹0 agentic coding stack](https://akashpriyadarshi.is-a.dev/blog/building-awesome-agentic-stack/): A curated agentic coding stack where every tool runs on a ₹0 free tier — no payment method, no credit card. Organized by when you use it in a session.\n- [Building My-Starred-Repos - 813 Stars, Auto-Updated Daily](https://akashpriyadarshi.is-a.dev/blog/building-my-starred-repos/): I star repos I'll never look at again. So I built a tracker that curates 813 of them — AI agents, dev tools, systems, LLMs, web dev — searchable, filterable, auto-updated daily.\n\n## Projects (10)\n- [Dehradun Tourism](https://akashpriyadarshi.is-a.dev/projects/dehraduntourism/): Complete tourism portal for Dehradun: 15 guide sections, interactive Leaflet map, live weather, masonry gallery. Next.js static export on Vercel.\n- [Sitamarhi Tourism Portal](https://akashpriyadarshi.is-a.dev/projects/sitamarhi-tourism/): Multi-page tourism portal for Sitamarhi, Bihar (birthplace of Goddess Sita): 7 guide pages, installable PWA with offline support, visitor counter via Cloudflare Functions. No framework, vanilla HTML/CSS/JS.\n- [PaperLeaks.in](https://akashpriyadarshi.is-a.dev/projects/paperleaks/): 110 documented exam paper leaks in India (2004-2026). 2.25 crore aspirants affected. Data-driven investigation, not a dashboard — an accusation. Live site only (source private).\n- [jev-curate](https://akashpriyadarshi.is-a.dev/projects/jev-curate/): High-throughput synthetic dataset sifter in Rust. Evaluates Parquet/JSONL rows via TypeSafe Jev System One in single round trips at 24.0 rows/sec.\n- [jev-seo](https://akashpriyadarshi.is-a.dev/projects/jev-seo/): Open-source Semrush replacement in Rust. 64-rule technical audit, live site crawler, GEO AI citation verification, and a 19-tool stdio MCP server.\n- [jev-superpowers](https://akashpriyadarshi.is-a.dev/projects/jev-superpowers/): Systematic software engineering framework for AI coding agents. Calibrated decisions, package vetting, and reflex gates.\n- [tdlib-android](https://akashpriyadarshi.is-a.dev/projects/tdlib-android/): Precompiled TDLib across all 4 Android ABIs on Maven Central. 16KB page-aligned (Android 15 ready) with Kotlin Coroutines/Flow wrappers. 2,000+ downloads, zero local NDK compile.\n- [Kharcha](https://akashpriyadarshi.is-a.dev/projects/kharcha/): Zero-friction UPI expense tracker for Android. Automatically parses banking SMS alerts via embedded Rust core in 0.18ms. 100% offline, zero cloud, zero telemetry.\n- [ziggygrep](https://akashpriyadarshi.is-a.dev/projects/ziggygrep/): Fast grep replacement in pure Zig. Literal search beats ripgrep in 22 of 22 benchmarks with byte-identical output. Zero deps, no libc.\n- [ziggycat](https://akashpriyadarshi.is-a.dev/projects/ziggycat/): Fast cat replacement in pure Zig. Byte-identical to GNU cat, 4-26x faster, JSON output mode for AI agents. Zero dependencies, no libc.\n\n## Pages\n- [About](https://akashpriyadarshi.is-a.dev/about/)\n- [Skills](https://akashpriyadarshi.is-a.dev/skills/)\n- [Uses & Gear](https://akashpriyadarshi.is-a.dev/uses/)\n- [Resume (page)](https://akashpriyadarshi.is-a.dev/resume/)\n- [Contact](https://akashpriyadarshi.is-a.dev/contact/)\n- [Privacy](https://akashpriyadarshi.is-a.dev/privacy/)\n\nContact: [email protected]",
"emergingProtocols": {
"oauthProtectedResource": {
"exists": false,
"url": "https://akashpriyadarshi.is-a.dev/.well-known/oauth-protected-resource"
},
"oauthDiscovery": {
"exists": false,
"url": "https://akashpriyadarshi.is-a.dev/.well-known/oauth-authorization-server"
},
"mcpServerCard": {
"exists": false,
"url": "https://akashpriyadarshi.is-a.dev/.well-known/mcp/server-card.json",
"draft": true
},
"a2aAgentCard": {
"exists": false,
"url": "https://akashpriyadarshi.is-a.dev/.well-known/agent-card.json"
},
"apiCatalog": {
"exists": true,
"url": "https://akashpriyadarshi.is-a.dev/.well-known/api-catalog",
"contentType": "application/linkset+json",
"validMediaType": true,
"apis": 1
},
"agentSkills": {
"exists": false,
"url": "https://akashpriyadarshi.is-a.dev/.well-known/agent-skills/index.json",
"draft": true
},
"count": 1,
"total": 6
},
"botAccess": {
"probed": true,
"bot": "OAI-SearchBot",
"controlStatus": 200,
"botStatus": 200,
"discriminates": false,
"refusedAsBot": false,
"edge": "Vercel",
"verifiable": false,
"detail": "This origin answers OAI-SearchBot exactly as it answers any other client (200). No edge-level filtering of AI crawlers observed."
},
"snippets": [
{
"id": "add_content_signals",
"title": "Add Content-Signal directives",
"description": "Content-Signal tells AI agents how they may use your content. The canonical location is robots.txt, but you can also expose it as an HTTP header from any stack.",
"language": "txt",
"code": "User-agent: *\nContent-Signal: search=yes, ai-input=yes, ai-train=no",
"filename": "/robots.txt",
"stacks": [
{
"id": "robots",
"label": "robots.txt",
"language": "txt",
"filename": "/robots.txt",
"code": "User-agent: *\nContent-Signal: search=yes, ai-input=yes, ai-train=no"
},
{
"id": "nginx",
"label": "Nginx",
"language": "nginx",
"filename": "server block",
"code": "# Inside your server { } block:\nadd_header Content-Signal \"search=yes, ai-input=yes, ai-train=no\" always;"
},
{
"id": "apache",
"label": "Apache",
"language": "apache",
"filename": ".htaccess",
"code": "# In .htaccess (or VirtualHost):\nHeader set Content-Signal \"search=yes, ai-input=yes, ai-train=no\""
},
{
"id": "wordpress",
"label": "WordPress",
"language": "php",
"filename": "functions.php",
"code": "<?php\n// In your theme's functions.php or a small mu-plugin\nadd_action('send_headers', function () {\n header('Content-Signal: search=yes, ai-input=yes, ai-train=no');\n});\n\n// Optional: also append the directive to the dynamic robots.txt\nadd_filter('robots_txt', function ($output) {\n return $output . \"\\nContent-Signal: search=yes, ai-input=yes, ai-train=no\\n\";\n}, 10, 1);"
},
{
"id": "nextjs",
"label": "Next.js",
"language": "typescript",
"filename": "middleware.ts",
"code": "// middleware.ts (Next.js 13+ App Router or Pages Router)\nimport { NextResponse } from 'next/server';\nexport function middleware() {\n const res = NextResponse.next();\n res.headers.set(\n 'Content-Signal',\n 'search=yes, ai-input=yes, ai-train=no'\n );\n return res;\n}\nexport const config = { matcher: '/:path*' };"
},
{
"id": "cloudflare",
"label": "Cloudflare Workers",
"language": "javascript",
"filename": "worker.js",
"code": "// Cloudflare Worker that proxies your origin and adds the header\nexport default {\n async fetch(request, env, ctx) {\n const res = await fetch(request);\n const newRes = new Response(res.body, res);\n newRes.headers.set(\n 'Content-Signal',\n 'search=yes, ai-input=yes, ai-train=no'\n );\n return newRes;\n },\n};"
},
{
"id": "express",
"label": "Express / Fastify",
"language": "javascript",
"filename": "server.js",
"code": "// Express\napp.use((req, res, next) => {\n res.setHeader('Content-Signal', 'search=yes, ai-input=yes, ai-train=no');\n next();\n});\n\n// Fastify\nfastify.addHook('onSend', (request, reply, payload, done) => {\n reply.header('Content-Signal', 'search=yes, ai-input=yes, ai-train=no');\n done();\n});"
}
]
},
{
"id": "add_markdown_negotiation",
"title": "Support Markdown for Agents",
"description": "Let AI agents request a clean Markdown version of any page via content negotiation, .md alternate URLs, link tags or Link headers.",
"language": "html",
"code": "<!-- Mechanism 3: link tag advertising the .md alternate -->\n<link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">",
"filename": "<head>",
"stacks": [
{
"id": "html",
"label": "HTML <head>",
"language": "html",
"filename": "<head>",
"code": "<!-- Mechanism 3: link tag advertising the .md alternate -->\n<link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">"
},
{
"id": "express",
"label": "Express",
"language": "javascript",
"filename": "server.js",
"code": "// Mechanisms 1 + 4: content negotiation + Link header\napp.get('/page', (req, res) => {\n res.setHeader('Vary', 'Accept');\n res.setHeader('Link', '</page.md>; rel=\"alternate\"; type=\"text/markdown\"');\n if ((req.headers.accept || '').includes('text/markdown')) {\n res.type('text/markdown; charset=utf-8');\n return res.send(renderMarkdown('page'));\n }\n res.render('page');\n});"
},
{
"id": "fastify",
"label": "Fastify",
"language": "javascript",
"filename": "server.js",
"code": "// Mechanisms 1 + 4: content negotiation + Link header\nfastify.get('/page', async (req, reply) => {\n reply.header('Vary', 'Accept');\n reply.header('Link', '</page.md>; rel=\"alternate\"; type=\"text/markdown\"');\n if ((req.headers.accept || '').includes('text/markdown')) {\n return reply.type('text/markdown; charset=utf-8').send(renderMarkdown('page'));\n }\n return reply.view('/page.ejs');\n});"
},
{
"id": "nextjs",
"label": "Next.js",
"language": "typescript",
"filename": "app/page/route.ts",
"code": "// Next.js App Router — Route Handler returning Markdown\nimport { NextRequest } from 'next/server';\nimport { renderMarkdown } from '@/lib/md';\nexport async function GET(req: NextRequest) {\n const accept = req.headers.get('accept') || '';\n if (accept.includes('text/markdown')) {\n return new Response(await renderMarkdown('page'), {\n headers: {\n 'Content-Type': 'text/markdown; charset=utf-8',\n 'Vary': 'Accept',\n },\n });\n }\n // Fall through to the page component\n return new Response(null, { status: 404 });\n}"
},
{
"id": "wordpress",
"label": "WordPress",
"language": "php",
"filename": "functions.php",
"code": "<?php\n// Mechanism 1: respond to Accept: text/markdown on the same URL\nadd_action('template_redirect', function () {\n if (!is_singular()) return;\n $accept = $_SERVER['HTTP_ACCEPT'] ?? '';\n if (strpos($accept, 'text/markdown') === false) return;\n header('Content-Type: text/markdown; charset=utf-8');\n header('Vary: Accept');\n $post = get_queried_object();\n echo \"# \" . get_the_title($post) . \"\\n\\n\";\n echo wp_strip_all_tags(apply_filters('the_content', $post->post_content));\n exit;\n});"
},
{
"id": "static",
"label": "Hugo / Jekyll / Astro",
"language": "txt",
"filename": "static/page.md",
"code": "# Mechanism 2: serve .md alongside .html\n# Hugo: place page.md in /static/ — built unchanged\n# Jekyll: drop page.md in /assets/ — copied as-is\n# Astro: src/pages/page.md.ts that exports a GET returning markdown\n\n# Then advertise with mechanism 3 in <head>:\n# <link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">"
}
]
}
]
}
Use our API to get this programmatically (coming soon)
This JSON is for internal use — unlike the Markdown and llms.txt files, it's not meant to be uploaded to your site. Save it as a baseline to track your score over time, share it with your dev team, or integrate it into your CI/CD pipeline.
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