A real report, written by 61 · Niche Map, run against this repo — dogfood output, committed unedited. This is the artifact every brief ends in: findings that cite their evidence, ranked by severity, with a fix sketch each.
Produced by brief 61 · Niche Map, run against this repo's own venture: goal-prompts — a catalog of structured audit briefs (reusable prompts/slash-commands/MCP tools) for coding agents. All sources accessed 2026-07-10 unless dated otherwise. Claims from directly-fetched primaries are unmarked; general-web-search synthesis is marked [secondary].
Date: 2026-07-10
Inside the niche: installable, reusable instruction artifacts that a developer points a coding agent at to audit or improve a repo — slash-commands, subagents, skills (SKILL.md), Cursor rules, MCP prompt-catalogs, "awesome" lists, and hand-rolled .claude/commands/dotclaude repos. The catalog / command layer: free, GitHub-distributed, developer-installed, agent-executed. goal-prompts lives here.
Adjacent-but-out (each a substitute, ceiling, channel, or threat — not the niche): managed AI code review (CodeRabbit, Greptile, Qodo) — the price ceiling and a substitute, but a pipeline not a catalog; the agents/harnesses themselves (Claude Code, Cursor, Copilot) — the platform the catalog rides, a channel and an absorption threat; general prompt marketplaces (PromptBase) — prompts sold, but consumer/image-skewed; spec-driven-development tooling (AWS Kiro, GitHub Spec Kit) — an overlapping belief system, but shipped as IDEs/CLIs, not catalogs.
Companion reports at this root (do not contradict): DEMAND.md (brief 62, 2026-07-08 — pain is real/frequent but monetized one layer over, in execution), COMPETITIVE.md (2026-07-09 — the rival cast + the 0-stars distribution gap), REVENUE.md (2026-07-09 — catalog price is $0, money is side-channel). This map reuses their verified backbone and extends it into the lenses they don't cover: watering holes, jargon, rituals, belief, and dated weather. No claim below contradicts them; where I sharpen one, I say so.
The defining split of this niche: the user (an individual developer running the agent) is usually not the buyer with budget (a DevEx/platform lead or eng manager), and the person with budget buys outcomes, not text.
| Role | Who | What they want | Holds the pen? |
|---|---|---|---|
| User segment | Individual devs running Claude Code / Cursor / Copilot | Repeatable, non-random audit output on their repo, for $0 | Adopts; rarely pays |
| Buyer segment | DevEx / platform engineers, eng managers | Standardized, consistent review across the team; a line item they can defend | Says yes to outcomes (CodeRabbit-shaped), skeptical of "free prompts" |
| Gatekeeper (can only say no) | Security, procurement, finance | Data-egress/SOC2 safety; no bill-shock | Vetoes; never champions |
| Incumbents (catalog layer) | hesreallyhim/awesome-claude-code (49.6k★), wshobson/agents (37.7k★), davila7/claude-code-templates/aitmpl (28.5k★), VoltAgent/…subagents (23.1k★), cursor.directory (~250k users/mo) | Attention, curation authority | — |
| Upstarts / substitutes | claude-autopilot (editable-markdown audit), first-party /security-review, dynamic workflows, hand-rolled .claude/commands | Own the audit-as-markdown pattern | — |
| The "spreadsheets-and-interns" substitute | A private running doc of prompts; copy-paste from HN; "just rerun it" | Good-enough, zero-setup | The real competitor — inertia, free |
Star counts and the aitmpl/wshobson/VoltAgent/awesome roster are as verified in COMPETITIVE.md §1 (2026-07-09); goal-prompts itself = 0 stars, 0 forks (github.com/GhostlyGawd/goal-prompts). The claude-autopilot and /security-review substitutes are documented in DEMAND.md (HN item?id=48201112; github.com/anthropics/claude-code-security-review).
Reinforces DEMAND.md's central finding: willingness-to-pay is proven and large, but it sits in the platform and the execution/outcome layers — not the catalog layer, which is $0 everywhere.
| Layer | Who pays whom | Typical price | Contract shape | Where the margin is | |
|---|---|---|---|---|---|
| Platform / harness | dev or org → Anthropic / Anysphere / GitHub | Claude Code Pro $20/mo, Max $100/$200/mo, or API tokens [secondary] (claude.com/pricing); Cursor ~$20/mo + usage credits; Copilot Pro $10 / Pro+ $39 / Business $19/seat (github.blog, 2026) | per-seat subs + usage-based credits/tokens | Concentrated here. Anthropic $14B run-rate; Claude Code alone >$2.5B run-rate (Feb 2026). Cursor ~$2B ARR | |
| Execution / outcome (managed review) | org → CodeRabbit / Greptile / Qodo | CodeRabbit $24/$48 seat; Greptile $30 seat; Qodo $0–45 seat (DEMAND.md, 2026-07-08) | per-seat SaaS, often billed on PR authors; free OSS tier | Real SMB→enterprise margin; CodeRabbit 15,000+ customers | |
| Prompt marketplace | buyer → seller (rev-share) | PromptBase $1.99–9.99/prompt; Select $14–19/mo [secondary] | one-off + sub, platform cut | Thin; image/consumer-skewed, not coding-audit | |
| Catalog / command layer (this niche) | nobody pays | $0, MIT | free `curl \ | sh / /plugin install` | ~zero. Side-channels only: sponsorship (VoltAgent is "sponsorship-funded"), jobs board (cursor.directory), private/team catalogs (GOAL_PROMPTS_BASE) |
Platform revenue is from Anthropic's own Series G page (anthropic.com/news/anthropic-raises-30-billion-series-g-funding-380-billion-post-money-valuation, 2026-02-12) and TechCrunch on Cursor (techcrunch.com/2026/04/17/…). The side-channel monetization read is REVENUE.md §2 and COMPETITIVE.md §5.
| Channel | Who controls the gate | How product reaches the buyer | Note |
|---|---|---|---|
| GitHub star economy | The awesome-list curators — hesreallyhim enforces an explicit "quality, security, originality" bar (COMPETITIVE.md §1) | Inclusion in an awesome-\* list; a visible star count | 0 stars = invisible. The list is the front door (49.6k★) |
| Claude Code plugin marketplace | Anthropic's plugin spec | /plugin marketplace add … | First-party rail — and an absorption vector |
| MCP registries | Agentic AI Foundation / Linux Foundation; Glama; MCP.so | Catalog exposed as an MCP server + prompts | Official registry; Glama indexes 19,831+ servers, MCP.so 16,000+ [secondary] |
| cursor.directory | Community/Anysphere-adjacent; submit-on-site | Rules/MCP directory + jobs board | ~250k users/mo, 67k members (COMPETITIVE.md §1) |
| Show HN / Product Hunt | HN front-page rank; PH voters | Launch-day spike + backlink | The category's proof-of-life ritual |
| VS Code marketplace / npm | Microsoft; npm registry | Extension / npx … installer | aitmpl's npx … --agent X --yes one-item install is the norm |
| Term | What it means here | Outsider tell |
|---|---|---|
slash command / subagent / skill (SKILL.md) / hook / plugin | The packaging formats a catalog ships in | Calling them "macros" or "scripts" |
| MCP | Model Context Protocol — the agent-native tool/prompt rail | Not knowing it's now Linux-Foundation-governed |
CLAUDE.md / rules / .claude/commands / dotclaude | Where repo-level agent instructions live | — |
| conductor / orchestrator / playbook | A sequenced multi-brief/agent run | — |
| harness / harness engineering | Everything around the model: context, evals, verification, recovery | Thinking the model is the product |
| context engineering | Karpathy's sharper successor to "vibe coding" [secondary] | Still saying "prompt engineering" as a career |
| vibe coding | Coding by natural-language vibes (Karpathy, Feb 2025; Collins Word of the Year 2025) [secondary] | Using it as a compliment for production work |
| spec-driven development (SDD) / EARS | Spec as the executable artifact the agent builds and verifies against | — |
| evals / LLM-as-judge | How you prove the agent's output is good, not vibes | — |
The standalone "prompt engineer" title is down ~30% since 2024 (DEMAND.md [secondary]) — using it unironically now marks you as a year behind the tribe's vocabulary.
Bottoms-up, product-led, almost never an RFP at the catalog layer. The motion: an individual dev installs the free thing (curl | sh, /plugin install, copy-paste) → shows the team → a DevEx lead standardizes it → security/procurement can veto on data-egress but cannot originate. There is no trial because there is no price — the "trial" is the product; RFPs and seat negotiations appear only one layer over, at CodeRabbit/Greptile enterprise. Referral is the dominant discovery act (an HN front page, a Reddit "how I use Claude Code" thread, an X post from a trusted voice). Consequence: you cannot sell into this niche, only get installed, then earn budget elsewhere. Metering anxiety (below) newly pulls finance into the room even for a $0 tool, because the agent it rides bills by the token.
Mood: boom + consolidation + metering-anxiety. The platform layer is a rocket; the harness layer is a knife-fight; users are twitchy about surprise bills and about the platform absorbing every primitive.
| Date | Event | So-what for this niche |
|---|---|---|
| Nov 2024 | Anthropic announces MCP (blog.modelcontextprotocol.io, "one year" post) | The catalog's agent-native distribution rail is born |
| Feb 2025 | Karpathy coins "vibe coding" [secondary] | The belief war (vibes vs. discipline) opens; goal-prompts sells discipline |
| Mar 2025 | OpenAI adopts MCP; Google DeepMind follows (Apr 2025) [secondary] | Cross-vendor — a catalog-as-MCP is viable beyond Anthropic |
| Jun–Jul 2025 | Cursor usage-based pricing backlash → public apology Jul 4 2025 + refunds [secondary] | Bill-shock politicizes metering; trust/no-surprises becomes a wedge |
| Jul 11–14 2025 | Windsurf saga: OpenAI's ~$3B deal collapses (Microsoft IP rights), Google licenses tech for $2.4B + hires the CEO, Cognition buys the remainder — in ~72h (techcrunch.com/2025/07/11/…; cnbc.com/2025/07/14/…) [secondary] | Consolidation shock — the harness layer is not safe ground |
| Jul 14 2025 | AWS Kiro launches — a spec-driven agentic IDE (EARS; requirements/design/tasks.md) [secondary] | SDD goes mainstream; "the spec/brief is the artifact" validates goal-prompts' model |
| Aug 2025 | Anthropic ships /security-review (command + GitHub Action) (DEMAND.md) | First-party audit-prompt-as-feature — platform absorption underway |
| Nov 2025 | Cursor $2.3B Series D @ $29.3B; ships proprietary Composer model [secondary] | Platform margin concentrates; agents get their own models |
| Dec 9 2025 | Anthropic donates MCP to the Agentic AI Foundation (Linux Foundation; co-founders Anthropic/Block/OpenAI) (anthropic.com/news/donating-the-model-context-protocol…) | The rail becomes vendor-neutral infra — de-risks building on it |
| Feb 12 2026 | Anthropic Series G: $30B @ $380B; $14B run-rate; Claude Code >$2.5B (anthropic.com/news/…series-g…) | The platform is a giant; the catalog rides a rocket it doesn't own |
| Apr 2026 | Cursor in talks: $2B+ @ $50B; $2B ARR, forecasts >$6B by year-end (techcrunch.com/2026/04/17/…) | Agent spend is still compounding |
| Jun 1 2026 | GitHub Copilot → usage-based AI Credits (github.blog) | Metering is now universal across all three harnesses |
| Jun 29–Jul 2 2026 | AI Engineer World's Fair, SF; theme "Harness Engineering" (ai.engineer/worldsfair/2026) | The field names itself around harnesses & context — exactly what goal-prompts is |
| # | Venue | Why it ranks | Link | Reachable this pass? |
|---|---|---|---|---|
| 1 | Hacker News — Show HN + "how do you actually use Claude Code" threads | Highest-signal density of the exact user + WTP language; every DEMAND.md quote lives here | news.ycombinator.com/item?id=44362244, …=48311705, …=43412295 | ✓ (fetched in prior passes) |
| 2 | r/ClaudeAI (~992K members [secondary], subranking.com/subreddit/ClaudeAI) | Largest single population of the exact user | reddit.com/r/ClaudeAI | ✗ reddit hard-blocks fetch |
| 3 | r/cursor (144K members, updated 2026-07-08 [secondary], gummysearch.com/r/cursor) + r/ChatGPTCoding | Volume + candor; r/cursor's dominant discussion mode is literally "pain & anger" about the tool | reddit.com/r/cursor | ✗ blocked |
| 4 | Anthropic Discord #claude-code | Highest density of the exact user; where first-party changes land first (DEMAND.md) | anthropic.com → Discord | ✗ no public member count (blank spot) |
| 5 | GitHub — the awesome-\* lists' issues/PRs | The curation venue itself; awesome-claude-code alone shows ~590 open issues (COMPETITIVE.md §8) | github.com/hesreallyhim/awesome-claude-code | ✓ |
| 6 | Latent Space (swyx) newsletter + podcast (10M+ readers/listeners in 2025 [secondary]) | Where the belief system is set; Simon Willison is a recurring guest | latent.space | ✓ |
| 7 | X/Twitter — Karpathy, Simon Willison, swyx, tool founders | Where the terms ("vibe coding," "context engineering") are coined | simonwillison.net/2025/Mar/19/vibe-coding/ | ✓ |
| 8 | AI Engineer World's Fair (ai.engineer) | The annual physical gathering; the 2026 theme is "Harness Engineering" | ai.engineer/worldsfair/2026 | ✓ |
| 9 | cursor.directory | The Cursor tribe's directory + jobs board (~250k users/mo) | cursor.directory | ✗ 403/429 (also blocked in DEMAND.md/COMPETITIVE.md) |
Reading it: the highest-volume venues (Reddit) are the ones you cannot fetch, and the highest-density one (the Discord) publishes no numbers — so first-hand discovery here still runs through Hacker News + GitHub, which is exactly where the loudest buyers already are.
DEMAND.md). Charging for brief access is both forkable and goodwill-poisoning (REVENUE.md §2, COMPETITIVE.md §9). Money is earned adjacent — sponsorship, jobs, teams/private catalogs, or the execution outcome — never at the tollgate.COMPETITIVE.md §1).claude-autopilot's exact pitch, DEMAND.md). After Cursor's 2025 bill-shock and in a now-universally-metered world, no-surprises provenance is a feature. Break it and the tribe turns — r/cursor's dominant register is already "pain & anger."COMPETITIVE.md §7 already found unowned.DEMAND.md Sub-pain C). The report → checklist → commit loop (Report Studio → 47 · The Fixer → FIXLOG) is empty territory every rival leaves vacant (COMPETITIVE.md §6).COMPETITIVE.md §8). A machine-enforced quality bar (goal-prompts' linter: 4-phase skeleton, ask-first gate, 4k cap, CI-gated) is a counter-belief no rival can claim. The status marker to flip: from catalog size to verified curation.DEMAND.md found near-zero "I'd pay for a prompt catalog" language; REVENUE.md says the rails are "built now, sold later." Only 10 DevEx/platform leads on the record settle it./security-review + dynamic workflows already gesture at a first-party audit-workflow catalog. Whether that's imminent is knowable only from people close to the platform (the Discord, DevRel).Honest blank spots (the silence test): reddit and cursor.directory hard-block fetch (confirmed again this pass, consistent with DEMAND.md/COMPETITIVE.md) — so all Reddit and directory figures above are [secondary] counts, not first-hand thread text or live stats. No public Anthropic Discord member count exists to rank it precisely. No independent G2/Capterra-style reviews of prompt catalogs exist — the category is too young and too free to have a review economy. And later-2026 Cursor mega-round / acquisition rumors (a widely-circulated "SpaceX $60B" claim) could not be verified from any primary source and are deliberately excluded — the last verifiable Cursor fact is the April 2026 TechCrunch "$2B+ at $50B, in talks."
Report only — which threads should we pull next?