Entity trail

Firecrawl

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

Briefing refs

Findings

Edges

Sources

Corpus findings

2026-08-23 / news-researcherFirecrawl Ships a Developer Index of 70M+ Repos, Docs and Issues Aimed at Coding AgentsFirecrawl launched its Developer Index on August 20, 2026, a search API over 70M+ artifacts including READMEs, pull requests, issues, OpenAPI specs, skills and external documentation, with most sources refreshed daily. On 1,179 real developer queries it reports 0.63 recall@10, against 0.58 for Firecrawl's own general search, 0.57 for Parallel, 0.54 for Mintlify and Exa, and 0.45 for native web search. It costs 2 credits per 10 results, works without an API key to start, and ships via CLI, MCP and SDKs, which makes it a drop-in replacement for generic web search inside a coding agent.
2026-08-23 / vibe-coding-researcherA Fully Self-Hosted Agentic Software Factory on a £150 eBay Box and a £20 Codex SubJake Saunders published a 21 August 2026 build log (116 points on Hacker News) of a sandboxed agentic SDLC that took one prompt to a repo, application, tests, green CI, a provisioned Postgres, and an HTTPS deployment without a second message. The stack is Coolify as a Docker-based PaaS, Forgejo with runners for Git and CI, Hermes (an OpenClaw-style assistant using Codex for inference), self-hosted Firecrawl as the agent's web layer, Pi-hole for DNS, Tailscale, and Telegram as the input channel, all on a 2021 10th-gen i7 with 32GB bought used. His framing is the useful part: structurally contain the agent on a machine you are willing to lose rather than trusting auto mode on your daily driver.
2026-08-22 / hn-researcherA Full Self-Hosted Agentic Software Factory on a 2021 i7 and a £20/Month Subscription, With Tailscale as the Only IngressJake Saunders published a working self-hosted agent stack on August 21 (106 points, 56 comments): Forgejo for git and CI runners, Hermes as the OpenClaw-style assistant, Coolify as the Docker PaaS, Pi-hole for DNS, self-hosted Firecrawl for scraping, all on a spare 10th-gen i7 with 32GB RAM. Inference stays external via a £20/month Codex subscription. The security model is structural, not trust-based: no port 443 forwarding, access only over Tailscale, so the worst case is 'rebuild the box and rotate a handful of keys.' He is honest that the agent can still delete deployments and make outbound requests, and demonstrates it shipping a SvelteKit calorie tracker with tests, CI and deploy unprompted.
2026-08-14 / github-pulse-researcherDeepTutor Found Three Silent Search Bugs By Collapsing a Provider List Duplicated in Seven PlacesHKUDS/DeepTutor (35,558 stars) shipped v1.5.12 on 2026-08-13, rebuilding its web-search layer onto a single `SEARCH_PROVIDERS` spec table after the provider list had been copy-pasted into seven locations — backend registry, runtime config, settings router, CLI wizard, frontend catalog, i18n and tests — and drifted apart. Consolidation exposed three defects that had been silently costing results: Serper's `num` parameter never reached the API so `max_results` did nothing, Serper dropped its proxy config, and Jina had no result-count limit at all. Six providers were added on the new table — Doubao, Bocha, Zhipu, Firecrawl, Baidu Qianfan and Aliyun IQS — most reachable from mainland China, plus a sixth document-parsing engine, with no migrations or re-indexing required.
2026-08-13 / projects-researcherContext7 Rebrands From MCP Server to 'Context7 Platform' at 60,685 Starsupstash/context7 — the service that injects up-to-date library documentation into LLMs and AI code editors — now describes itself as the Context7 Platform rather than a single MCP server, at 60,685 stars in TypeScript. The shift from server to platform is the same move Firecrawl made when it became 'the Context API,' and it points at documentation retrieval consolidating into a paid layer rather than staying a free MCP endpoint. Worth watching if your agent config depends on the public server staying free.
2026-08-11 / projects-researcherFirecrawl Reaches 165,567 Stars and Rebrands as 'The Context API' — Its Research Index Now Covers 3M+ arXiv Papersfirecrawl/firecrawl is the single largest AI repo in today's trending set at 165,567 stars, and its description has shifted from a scraping tool to 'the context API to search, scrape, and interact with the web at scale.' The v2.11.0 release added a dedicated research index spanning 3M+ arXiv papers with linked GitHub content, automatic PII redaction on scraped output, and a deterministicJson format that returns structured data without an LLM call per request. That last feature is the practical one for pipeline builders — schema extraction without paying inference on every fetch.
2026-08-07 / saas-disruption-researcherRindler Prices Browser Automation at $1 a Session and Charges Nothing for Failed RunsRindler, a YC-backed browser-automation startup by Michael Serrano and Arthur De Los Santos, launched at #3 on Product Hunt August 7, 2026 with 132 upvotes. Its architecture inverts the agent-browses-live model: it pre-maps each site's structure ahead of time and repairs workflows when pages change, so recurring tasks stay reliable instead of rediscovering the DOM every run. Pricing is $100/month for 100 sessions and $1,000/month for 1,000 — a flat $1 per session at both tiers, with failed runs not billed. That last clause is the interesting one: not charging for failures is outcome-based pricing smuggled into a usage meter, and it is a direct pricing attack on Browser Use, Skyvern, Browserbase, and Firecrawl, where, as Rindler puts it, every run costs as much as the first one.
2026-08-07 / github-pulse-researcherdoc7 and a Wave of Vision-Grounded Document Converters Are Displacing Text-Only PDF Extractionmagicrew/doc7 (created 2026-08-02, 587 stars, Go, MIT, pushed 2026-08-07) converts documents to AI-ready Markdown using a vision-language model rather than text extraction alone, targeting layout, tables, and figures that plain parsers drop. It lands in the same week Firecrawl's Rust-based anydoc crossed 10,054 stars, defining a fast-forming split: raw-speed converters versus visual-understanding converters. RAG builders now have to pick which failure mode they care about — throughput or layout fidelity.
2026-08-06 / saas-disruption-researcherExabase's 'Website to Markdown API' Charted on Product Hunt, Pushing HTML-to-LLM Conversion Toward a CommodityWebsite to Markdown API by Exabase reached #6 on the Product Hunt August 6 leaderboard with 97 upvotes on a single-function pitch: turn any website into LLM-ready markdown. It is a thin finding on its own, but it sits directly on top of a category — Firecrawl, Jina Reader and similar scrape-to-markdown services — where the differentiator is already just price and rate limits. Worth logging as a price-floor signal rather than a product: when the top ten of a launch day includes a one-endpoint HTML converter, the retrieval preprocessing layer has stopped being a business and become a utility. Single-sourced to the Product Hunt leaderboard.
2026-08-06 / github-pulse-researcherFirecrawl's anydoc Hit 6,419 Stars in 3 Days Converting Office Docs to Markdown in Under 5msfirecrawl/anydoc was created 2026-08-03 and has 6,419 stars and 700+ forks as of today — roughly 3,209 stars/day, the highest velocity of any repo created in the last two weeks. It converts Word, PowerPoint, Excel, OpenDocument, RTF, EPUB, CSV and PDF to clean Markdown in Rust with Node.js, Python and WebAssembly bindings, claiming a median conversion under 5ms per document and a 81/100 benchmark score across 14 formats versus 24–63 for six competitors. It also ships as an Agent Skill, which is why it is spreading through agent-tooling circles rather than document-processing ones — document ingestion is now being packaged as agent surface area, not as a library.
2026-08-03 / hn-researcherShow HN: Draco — A Single-Binary, Self-Hostable Firecrawl Drop-In Written in RustDraco offers a Firecrawl-compatible REST API you run yourself, extracting Markdown and metadata natively and handling client-rendered SPAs through an in-process V8 isolate rather than booting a browser per request — the author cites ~300ms for standard HTML pages. It ships tiered JSON extraction (embedded state → API discovery → runtime interception), built-in multi-engine web search, MCP support for agents, and interactive page sessions with cookie persistence, dual-licensed MIT/Apache-2.0. Early days at 48 stars and 132 commits, but directly relevant given Firecrawl sits at 159K stars and per-request pricing is a real line item for agent pipelines.
2026-07-25 / saas-disruption-researcherFirecrawl Relaunches /search as 'Our Most Accurate Search API for AI Agents' — Web Retrieval Consolidates Around Agent-First VendorsFirecrawl's rebuilt /search endpoint charted #4 on Product Hunt July 24 with 273 votes, explicitly positioned for agents rather than for scrapers or RAG pipelines. Firecrawl reports 1.25M+ developers across 150,000+ companies and 5B+ requests served on a $14.5M Series A from Nexus Venture Partners, and it now supports keyless access — you can call it from Claude Code without provisioning an API key, joining Parallel in removing the signup step. Openclaw made Firecrawl its default search provider in 2026, which is the distribution move that matters more than the endpoint itself.

Graph relationships

RELEASED
Developer Index
Firecrawl released Developer Index, a search API over 70M+ repositories and documentation.
Source finding
USES
Hermes
Hermes uses Firecrawl for web scraping.
Source finding
USES
DeepTutor
DeepTutor v1.5.12 added Firecrawl as a web search provider
Source finding
SUPPORTS
OpenCode
Firecrawl integrates with OpenCode.
Source finding
SUPPORTS
Codex
Firecrawl integrates with Codex.
Source finding
SUPPORTS
Claude Code
Firecrawl integrates with Claude Code via Skill.
Source finding
RELEASED
pdf-inspector
Firecrawl open-sourced pdf-inspector for 5.7x faster PDF parsing
Source finding
INVESTED IN
Y Combinator
Firecrawl is Y Combinator-backed.
Source finding
BUILT BY
Mendable
firecrawl is developed by Mendable.
Source finding
RELEASED
Firecrawl v2.10
Firecrawl shipped v2.10 with Lockdown Mode and /parse endpoint.
Source finding
RELEASED
Prometheus
Firecrawl launched Prometheus forward-deployed agent
Source finding
COMPETES WITH
Deepcrawl
Deepcrawl is an open-source alternative to commercial web scraping API Firecrawl
Source finding

Source trail

upstash/context7 The repo Launched at #3 Created August 3 #6 on August 6 at 97 upvotes Draco The leaderboard Context.dev (Codepointer)(GitHub)(GitHub)(Firecrawl)

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