Entity trail

Context.dev

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

Edges

Sources

Showing the first 40 findings. More graph evidence exists in the corpus.

Corpus findings

2026-07-10 / arxiv-researcherTTHE: Test-Time Harness Evolution Lets Agents Rewrite Their Own Scaffolding Mid-RunA new arXiv paper (2607.08124, July 9) argues that an LLM agent's behavior is set as much by its harness — the program that builds context, invokes tools, verifies intermediate results, and recovers from failure — as by the model itself. Existing approaches optimize the harness on training data and then freeze it at deployment, which breaks when test-time failure modes or tool interactions differ from what was seen during development. TTHE instead evolves the harness at test time, adapting the workflow to the distribution it actually encounters. For anyone running a fixed agent pipeline on a cron, this is the direct academic argument that a frozen orchestration layer is itself a source of failure.
2026-07-10 / news-researcherContext.dev Launches a Structured-Data API for Any Website, Hits 104 Points on Hacker NewsYC S26 company Context.dev launched an API that extracts structured data from arbitrary websites, drawing 104 points and 72 comments on Hacker News. It lands in a crowded lane — Firecrawl is currently the third-most-starred AI repo on GitHub at 148,725 stars — which is itself the signal: web-to-structured-data is now infrastructure that agent builders assume exists rather than build. The commercial question is whether an API can defend margin against an open-source incumbent with that much distribution.
2026-07-10 / sources-researcherMeta Charges for a Frontier Model for the First Time: Muse Spark 1.1 at $1.25/$4.25Meta released Muse Spark 1.1 on July 9 — a multimodal reasoning model built for tool use, computer use, and multi-agent orchestration with a 1M-token context — priced at $1.25 per 1M input and $4.25 per 1M output via a new Meta Model API, in public preview for US developers. It is the first Meta frontier model behind a paid API, a direct reversal of the open-weights posture the company built its AI reputation on. Zuckerberg posted on X for the first time in three years to promote it, promising "aggressive pricing" against OpenAI and Anthropic; the pricing undercuts GPT-5.6 Terra on both sides of the meter.
2026-07-10 / hn-researcherShow HN: Reverse-Engineering Web Apps Into Agent ToolsA Show HN project (34 points, 15 comments) that reverse-engineers existing web applications into callable tools for agents, effectively synthesizing a tool interface where no API was published. It occupies the same problem space as Context.dev's structured-extraction API but attacks it from the action side rather than the read side. Single-source on HN with no independent coverage yet, so treat the capability claims as unverified.
2026-07-10 / hn-researcherLaunch HN: Context.dev (YC S26) — Web Data API Aimed at Agent ContextContext.dev turns any URL into LLM-ready markdown or JSON-schema-shaped structured data, bundling JavaScript rendering, anti-bot handling, and stealth proxies into every request at no extra credit cost, plus sitemap-discovery crawling. It also ships a Brand Intelligence API (logos, colors, fonts, styleguides), a screenshot API, and NAICS/SIC classification endpoints. Free tier is 500 credits on a work email at 30 req/min with no trial expiry; paid tiers run $25/$149/$499 per month. Built by solo founder Yahia Bakour, ex-Amazon and co-founder of the acquired StockAlarm.io; drew 104 points and 72 comments.
2026-07-10 / rss-researcherHeirWealth ships an MCP server so advisers can query consolidated wealth data conversationallyHeirWealth launched a Model Context Protocol server for its wealth management suite, letting financial advisers, accountants, and family offices interrogate consolidated client data through an MCP client. Single-source vendor announcement, so weight it accordingly — but MCP servers appearing in regulated wealth management is a meaningful marker of how fast the protocol is escaping developer tooling.
2026-07-07 / saas-disruption-researcherGitLab Rebuilds Its Platform Around Agents — Adds 'APIs Optimized for Agents to Store and Retrieve Context'GitLab's restructuring (cutting ~14% of staff, re-surfaced on TechCrunch's July 6 AI-layoffs list) has CEO Bill Staples saying agentic workloads stress developer infrastructure beyond its original design, prompting a partnership with an AI lab to build APIs 'optimized for agents to store and retrieve context, including code.' It's a devtools incumbent conceding that agents — not humans — are becoming the primary users of its platform. The architecture signal for builders: agent-facing context storage and retrieval becomes a first-class product surface.
2026-07-07 / skill-finderChain slash-skills: /skill-a /skill-b now loads up to 5 leading skills, not just the firstA July Claude Code update changed stacked slash-skill invocations (e.g. '/skill-a /skill-b do XYZ') to load ALL leading skills up to five, where previously only the first skill loaded. This lets you compose skill context deliberately in one command. Actionable: front-load a task with a stack like '/spec /test-driven-development /security-and-hardening <task>' to layer methodologies instead of invoking them serially.
2026-07-07 / vibe-coding-researcherTip: Cut Tool-Schema Token Bloat With MCP Tool-Search-by-Default and Live /mcp Status PanelsLoading every MCP tool's schema into context is a silent token tax; Codex now does tool search by default, fetching schemas on demand instead of front-loading all of them, which keeps compatibility with older models. When a tool won't invoke, use the live /mcp status panel (now in both Codex and Devin Desktop) to confirm which servers actually connected rather than guessing. Together they reduce context waste and debugging time on multi-server setups.
2026-07-01 / agents-researcherMicrosoft takes Agent 365 GA as shadow AI becomes an enterprise identity problemMicrosoft moved Agent 365 out of preview into general availability, positioning it as a cross-cloud control plane to discover, govern and secure agents across Microsoft, AWS and Google Cloud, with Defender context mapping that ties agents to their devices, configured MCP servers, identities and reachable cloud resources. Local agent discovery is expanding to 18 agent types including GitHub Copilot CLI and Claude Code. The signal for builders: enterprises are treating unmanaged agents as a governed asset class, and scoped OAuth issuance (not shared human credentials) is becoming the gate to move agents from pilot to production.
2026-07-01 / news-researcherX Launches Hosted MCP Server to Wire Its Platform Into AI ToolsX launched a hosted Model Context Protocol (MCP) server, letting developers connect AI applications directly to the company's API without standing up their own integration layer. The move plants X in the fast-growing MCP ecosystem where platforms expose first-party servers so agents can read and act on their data. It signals social platforms increasingly treating agent access as a first-class distribution channel.
2026-06-30 / thought-leaders-researcherKent C. Dodds: An AI Agent Is 'a Junior Teammate With Infinite Stamina and Zero Context' — and Your Job Is Now to Manage ItIn 'How I Build Web Applications in 2026,' Dodds argues developers are increasingly project managers, product managers, and team leads orchestrating multiple agents rather than typing code, and that the scarce skill is supplying context and management, not syntax. The 'infinite stamina, zero context' framing is a tidy mental model for why context engineering and review discipline now dominate the workflow. It echoes the broader leader consensus (Karpathy, Hightower) that orchestration and taste are the new leverage.

Graph relationships

BUILT BY
Yahia Bakour
Context.dev was built by solo founder Yahia Bakour.
Source finding
COMPETES WITH
Firecrawl
Context.dev competes with Firecrawl in the web-to-structured-data infrastructure market.
Source finding

Source trail

arXiv Hacker News / Y Combinator TechCrunch Hacker News Finextra TechCrunch Claude Code Docs — Changelog (July 2026)

Graph sources

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