DEMAND.md

A real report, written by 62 · Pain & Demand Mining, 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 62 · Pain & Demand Mining, run against this repo's own venture: goal-prompts — a catalog of structured audit briefs (reusable prompts/slash-commands) for coding agents. This is the venture dogfooding itself on its own market, not the flaky-test sample under examples/venture/. All sources accessed 2026-07-08. Claims from directly-fetched primaries are unmarked; claims from general-web search synthesis are marked [secondary].

The pain hypothesis

Developers running coding agents (Claude Code, Cursor, Copilot) point the agent at their own repo to audit or improve it — and get inconsistent, shallow, unrepeatable results, because they hand-write one-off prompts from scratch each session. Who hurts: individual developers and small teams using agentic coding tools, plus the DevEx/platform engineers who own code quality. When: per session, per repo, per PR — a recurring tax, not an occasional one. Doing what: writing ad-hoc audit/review prompts, keeping private prompt docs, copy-pasting from "awesome" lists. The pain goal-prompts targets: there is no structured, repeatable, evidence-producing catalog of audit workflows to aim the agent at.

Where evidence would live if this were real (the search plan): GitHub "awesome" lists and dotfiles repos of .claude/commands; Hacker News "how do you use it" threads; r/ClaudeAI, r/cursor, r/ChatGPTCoding; prompt marketplaces (PromptBase); the pricing/adoption pages of AI code-review vendors (CodeRabbit, Greptile, Qodo); and first-party primitives (Anthropic slash commands, Cursor rules).

The evidence wall

Sub-pain A — Without structure, agent output is "random" (severity markers)

From Ask HN: How Do You Actually Use Claude Code Effectively? (https://news.ycombinator.com/item?id=44362244, 2025-06-24):

  • sukit: "about 50% of the time, the result is so messy that cleaning it up takes more time than just writing it." — the sharpest severity marker in the set: the tool is net-negative half the time without discipline.
  • achempion: "Is it possible to develop an intuition where it would do a decent job … or the result is always random?" — trust erosion, stated as a question.
  • rajeshpatel15: "Be uncomfortably explicit in prompts: Claude Code in particular is very sensitive to ambiguity." — the fix is structure; the pain is its absence.

Sub-pain B — Developers hand-roll their own prompt/command libraries (the workaround census)

Every one of these is a purchase order for a curated catalog — people are already building it themselves, one repo at a time:

  • sukit (same thread, 2025-06-24): "I keep a running doc of prompts that work well and bad habits to avoid."
  • sminchev, AI Isn't Bad. Your Prompts Are (https://news.ycombinator.com/item?id=47508529, 2026-03-24): "When working with Claude Code, I usually save my prompts in slash commands. Instead of writing the prompts, I call the slash command."
  • idopmstuff, Agent Skills (https://news.ycombinator.com/item?id=46872620, 2026-02-03): "I set up slash commands for each of them. Each slash command starts by reading from a .md file of instructions."
  • jamesponddotco, Getting good results from Claude Code (https://news.ycombinator.com/item?id=44840334, 2025-08-08): "Eventually, I need to come up with a 'dotclaude' repository with these and a few others I use." — someone narrating the exact artifact goal-prompts ships.
  • iBelieve, Schedule tasks on the web (https://news.ycombinator.com/item?id=47539320, 2026-03-27), pasting his real daily audit prompt: "Please look at the commits on the develop branch from the previous day … see if there are any newly introduced bugs, sloppy code, missed functionality, poor security, missing documentation, etc." — an ad-hoc version of a goal-prompts brief, run daily.

The census at scale (GitHub star counts, authoritative via GitHub API, 2026-07-08):

  • hesreallyhim/awesome-claude-code49,183 stars, 4,283 forks; created 2025-04-19 (≈49k stars in ~15 months) — https://github.com/hesreallyhim/awesome-claude-code
  • VoltAgent/awesome-claude-code-subagents23,010 starshttps://github.com/VoltAgent/awesome-claude-code-subagents
  • rohitg00/awesome-claude-code-toolkit2,278 stars, self-described "135 agents, 35 skills, 42 commands, 176+ plugins…" — https://github.com/rohitg00/awesome-claude-code-toolkit
  • cursor.directory48,000+ developers / 68,700 members curating shareable rules & MCP configs [secondary]https://cursor.directory/

Sub-pain C — Unmet demand for shareable, repeatable, consistent workflows (and the platform is already moving in)

From Dynamic Workflows in Claude Code — the HN thread on Anthropic's own launch post (https://news.ycombinator.com/item?id=48311705, 2026-05-28; story: https://claude.com/blog/introducing-dynamic-workflows-in-claude-code):

  • stvpwrs: "Will workflows be reusable? I have a big use case of sharable and repeatable workflows for projects."
  • rsstack: "Will you document how to (AI-)author and share reusable workflows between team members, to ensure some consistency of quality?"
  • vblanco, on the same job-to-be-done: "applying the same prompts across a whole codebase or just in parallel."

That the loudest requests here are aimed at Anthropic is the tell for the counter-read: the primitive is being pulled into the platform. Anthropic already ships /security-review as a built-in slash command and a GitHub Action (since 2025-08-06), customizable by copying security-review.md into .claude/commands/ — i.e., a first-party audit-prompt-as-feature, free, using goal-prompts' exact distribution model (https://github.com/anthropics/claude-code-security-review).

A live competitor validating the same "audit = editable markdown phases" model — axledbetter01, Show HN: claude-autopilot (https://news.ycombinator.com/item?id=48201112, 2026-05-19): "Every phase is an editable markdown skill. Not a black-box pipeline … plain markdown you can read in 5 minutes, audit, edit, swap any phase."

Spend and workaround table

The job-to-be-done — "have my codebase automatically audited/reviewed" — is monetized heavily. The catch: the money sits in the execution layer, one step over from the prompt/catalog layer goal-prompts occupies.

SolutionLayerPrice signalAdoption signalSource (2026-07-08)
CodeRabbitExecution (managed PR review)Free · $24/user/mo (Pro) · $48/user/mo (Pro+) · Enterprise custom"6M Repositories," "75M Defects found," "Trusted by 15,000+ customers," "Most installed AI App"; "We're using CodeRabbit all over NVIDIA" — Jensen Huangcoderabbit.ai + coderabbit.ai/pricing
GreptileExecution (codebase-graph review)Free (50/mo) · $30/user/moSeries A led by Benchmark; ~$180M valuation; YC-incubated [secondary]costbench.com/software/ai-code-review/greptile/
Qodo (ex-CodiumAI)Execution (rules-based review)$0–$45/user/moCase study: "saved over 450,000 developer hours in a year at a Global Fortune 100 retailer" [secondary]baeseokjae.github.io/posts/ai-code-review-tools-2026/
PromptBasePrompt (marketplace)Prompts $1.99–$9.99; Select sub $14–19/moTop sellers report $500–$5,000/mo; catalog skews image/consumer, thin on coding [secondary]promptbase.com/marketplace
awesome-* lists / /security-review / hand-rolled .claude/commandsPrompt (the status quo)Free49k+23k+ stars; first-party & DIYGitHub, above

Reading the table: willingness-to-pay is proven and large — but for outcomes (CodeRabbit at 15,000+ paying customers, Greptile at a $180M valuation), not for prompts. The prompt/catalog row is entirely free. PromptBase is the one place prompts are sold, and it monetizes at pocket-change and skews away from coding.

The remaining lenses, quickly

  • Search & hiring signals: the standalone "prompt engineer" title is down ~30% since 2024, while roles requiring prompt-engineering skills are up ~3× [secondary] — the skill is diffusing into every dev job, not concentrating into a buyable role. Bullish on ubiquity of the pain; bearish on "prompts" as a standalone product line.
  • Frequency & trigger: strong and recurring — per-session, per-repo, per-PR; iBelieve reviews "the previous day"'s commits (daily); CodeRabbit fires per-PR. This pain has the recurring trigger that pain-without-a-trigger lacks.
  • The silence test: two loud absences. (1) Reddit and the review sites (G2/Capterra) were unreachable this pass — reddit hard-blocked fetch, cursor.directory rate-limited (HTTP 429) — so this wall leans on Hacker News + GitHub + vendor primaries; independent dated review-site complaints are a genuine gap. (2) The more damning silence: nobody is asking to buy a prompt catalog. The sentiment is uniformly "I built my own slash commands," never "I wish someone sold me these." Absence of willingness-to-pay language, exactly where it should appear, is data.

The verdict (graded, arithmetic visible)

  • Severity: Medium. Real friction and trust erosion ("always random," "50% … messy"), but the prevailing vocabulary is workaround-calm ("I usually save my prompts in slash commands"), not nightmare/compliance/losing-revenue language. People route around this papercut placidly.
  • Frequency: High. Per-session / per-repo / per-PR / daily. Best-scoring dimension.
  • Evidence density: Medium–High. 12 dated verbatim quotes + 49k/23k-star workarounds + hard primary spend numbers — but thin on independent review-site complaints (blocked) and near-zero direct "I'd pay for a prompt catalog."
  • Spend proof: Split — High for the execution layer, ~Zero for the catalog layer. CodeRabbit/Greptile/Qodo prove teams pay $24–48/dev/mo for the outcome; the prompts that produce it are free everywhere goal-prompts would compete.
  • Rough grade = Medium × High × Medium–High × (High execution / ~Zero catalog) → real, frequent, monetized pain — but the money is one layer over from where a free prompt catalog sits. Verbatim echo of the sample's ruling: promising pain, contested monetization.

The honest counter-read (equal weight)

The same evidence reads cleanly as "real pain, not a company":

  • The workaround is free, excellent, and abundant. A 49k-star hand-curated list, a 23k-star subagent collection, cursor.directory, and first-party /security-review all cost $0. A free catalog competing against free catalogs has no pricing power, and goal-prompts is itself MIT-licensed and free — there is no revenue line to defend.
  • WTP lives in execution, not text. Buyers pay CodeRabbit/Greptile for the managed pipeline, the bug-catch rate, the PR integration — none of which a markdown catalog provides. The prompt is the commodity; the moat is the machinery around it.
  • Platform absorption is underway (the flaky-test-in-CI pattern, repeating). Anthropic ships /security-review, Agent Skills, and dynamic workflows; Cursor ships rules + a directory. The primitive goal-prompts catalogs is being pulled into the platforms for free — and the users in Sub-pain C are asking Anthropic, not a third party, to build it.
  • The complaint vocabulary is calm. People who "keep a running doc of prompts" are describing a solved-enough annoyance, not an open wound. Calm papercuts don't open wallets.
  • PromptBase is the ceiling, and it's low. The one dedicated prompt marketplace clears $1.99–$9.99 a prompt and skews to image/consumer work — the closest proxy for "will devs pay for prompts" says: barely.

The bull's fair rebuttal, for balance: the sheer 72,000+ combined stars on curated agent-resource lists is enormous attention and proof of a real job-to-be-done; a catalog that is genuinely better — evidence-producing, composable, agent-native over MCP, with an execution bridge (Report Studio → 47 · The Fixer) that turns reports into commits — could win distribution and then monetize the execution layer it already reaches, plus private/team catalogs. Notably, goal-prompts already has that bridge; the layer that monetizes is the one it half-built.

The ten people (where to find ten sufferers to talk to this week)

  • The HN commenters themselves — sukit, jamesponddotco, sminchev, stvpwrs, rsstack — all reachable via their HN profiles on the threads above.
  • Contributors and issue-openers on hesreallyhim/awesome-claude-code (584 open issues) — people actively curating commands right now.
  • cursor.directory rule submitters — they've already published a reusable prompt; ask what they wish existed.
  • Authors of public dotclaude / .claude/commands repos — GitHub code search for .claude/commands surfaces developers who built exactly this by hand.
  • claude-code-templates / plugin-registry publishers — distribution-minded builders in the same lane.
  • DevEx/platform engineers at CodeRabbit/Greptile customers — they bought the outcome; find them via those vendors' public case studies and engineering blogs.
  • The Anthropic Discord #claude-code channel — highest-density population of the exact user.
  • r/ClaudeAI and r/cursor "how do you use it" thread posters — once reachable; the silence-test gap to close first.
  • claude-autopilot (and similar Show HN) users — they chose an editable-markdown-audit product; ask why, and what's missing.
  • Maintainers who committed a CLAUDE.md + .claude/commands/ to a public repo — GitHub code search; they've paid the DIY cost this catalog would erase.

Report only. The pain is real and recurring and the spend is proven — but it sits one layer over (execution/outcomes), not on the prompt catalog itself. Should we proceed (build toward the execution/outcome wedge the Fixer already gestures at), pivot the pain (e.g. from "catalog of prompts" to "managed audits/team catalogs that monetize the outcome"), or drop it (free workarounds are good enough and the platforms are absorbing the primitive)?