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ai.painspotter/painspotter

REMOTE · PAINSPOTTER.AI · SCANNED AUG 4

AI-analyzed startup opportunities from Reddit, Hacker News & Product Hunt, with commercial scores.

Available components

+7 this week 77 Trust /100
Trust breakdown (6 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score →

Endpoint Security80
Transport & Reachability100
Schema Quality & AI Usability76
  • AI-judged instruction clarity (excellent).Pass
  • Context-footprint check failed: tool/resource definitions use about 832 tokens (~118/item across 7 items; 7 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management30
  • Stability observed for 9 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage100
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 100% of tool parameters carry a description.Pass
  • Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Install

Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.

remote · painspotter.ai

# add to Claude Code
claude mcp add --transport http ai-painspotter-painspotter https://painspotter.ai/mcp
# ~/.codex/config.toml
[mcp_servers.ai-painspotter-painspotter]
url = "https://painspotter.ai/mcp"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "ai-painspotter-painspotter": {
      "type": "remote",
      "url": "https://painspotter.ai/mcp",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add ai-painspotter-painspotter --url https://painspotter.ai/mcp --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  ai-painspotter-painspotter:
    url: "https://painspotter.ai/mcp"
// mcp.json
{
  "mcpServers": {
    "ai-painspotter-painspotter": {
      "type": "http",
      "url": "https://painspotter.ai/mcp"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 4 Aug 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 27 to 30. That category is still filling its 30-day observation window: 8 days of observed history at the previous scan, 9 at this one. The score rises as the window fills, whether or not the server changes.

  • 2 Aug 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 20 to 23. That category is still filling its 30-day observation window: 6 days of observed history at the previous scan, 7 at this one. The score rises as the window fills, whether or not the server changes.

  • 31 Jul 26 +3
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 30 Jul 26 +1
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 29 Jul 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 7 to 10. That category is still filling its 30-day observation window: 2 days of observed history at the previous scan, 3 at this one. The score rises as the window fills, whether or not the server changes.

  • 27 Jul 26 +1
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 26 Jul 26 69

    First indexed and scored.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 4 Aug 2026 · Probed https://painspotter.ai/mcp/ · Declared URL https://painspotter.ai/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=painspotter.ai CN=YE1,O=Let's Encrypt,C=US 12 Jul 2026 10 Oct 2026 ECDSA 256 ECDSA-SHA384 592a23906057a0299430359cc9a2c1ff579
SANs: painspotter.ai
CN=YE1,O=Let's Encrypt,C=US (CA) CN=Root YE,O=ISRG,C=US 3 Sept 2025 2 Sept 2028 ECDSA 384 ECDSA-SHA384 5ddd70dd31f801c85c186a7a04b80afe
CN=Root YE,O=ISRG,C=US (CA) CN=ISRG Root X2,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 ECDSA 384 ECDSA-SHA384 872165fc34b6e5fba8add5b3705fb53a
CN=ISRG Root X2,O=Internet Security Research Group,C=US (CA) CN=ISRG Root X1,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 ECDSA 384 SHA256-RSA 6c8f1dc727c7117f7baf853ac980f9cd
DNSSEC insecure

Validation of painspotter.ai. Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
ai. present 3799 8 Verified
painspotter.ai. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200
Header Value
strict-transport-security max-age=31536000; includeSubDomains; preload
content-security-policy default-src 'self'; script-src 'self' 'unsafe-inline' 'unsafe-eval'; style-src 'self' 'unsafe-inline'; img-src 'self' data: https:; font-src 'self' data:; connect-src 'self'; frame-ancestors 'self'; base-uri 'self'; form-action 'self'
x-content-type-options nosniff
x-frame-options SAMEORIGIN
referrer-policy strict-origin-when-cross-origin
permissions-policy camera=(), microphone=(), geolocation=(), interest-cohort=()
Transports 3 probes
Transport URL Outcome Status Location
streamable-http https://painspotter.ai/mcp Redirected 307 https://painspotter.ai/mcp/
streamable-http · followed https://painspotter.ai/mcp/ Verified 200
http (plaintext) http://painspotter.ai/mcp HTTPS enforced 301 https://painspotter.ai/mcp
MCP tools — 7 exposed · ~648 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability.

Tool Tokens
get_blog_post ~61

Get the full Markdown body of one published blog post by its slug. Free; does not consume API quota. Content is an original AI synthesis with no verbatim community quotes.

NameTypeReqDescription
slugstringyesArticle slug, taken from list_blog_posts results.
NameTypeReqDescription
resultstringyes

No examples provided.

get_opportunity ~62

Get the full detail of a specific opportunity: description, score breakdown, MVP features, competitors, differentiation, risks and community evidence count. (Free tool)

NameTypeReqDescription
opportunity_idintegeryesOpportunity ID, taken from query_opportunities or get_overview results.
NameTypeReqDescription
resultstringyes

No examples provided.

get_overview ~63

Get a global overview of PainSpotter: all domain categories (with theme count, opportunity count and 30-day mentions) plus a snapshot of currently trending themes. A good first step to map the landscape before drilling in with the other tools. (Free tool)

Input schema present but exposes no named parameters.

NameTypeReqDescription
resultstringyes

No examples provided.

get_theme ~85

Get the full market signal for a single theme: trend, 30-day / all-time mentions, signal channels, audience clarity and market summary, plus the top-scoring opportunities under it (including the Best Bet flagship opportunity). (Pro tool)

NameTypeReqDescription
themestringyesTheme ID (numeric) or slug (string), from list_trending_themes / get_overview.
NameTypeReqDescription
resultstringyes

No examples provided.

list_blog_posts ~69

List recent published PainSpotter blog posts — weekly long-form analyses of validated business opportunities (who's hurting, why now, how to build it). Free; does not consume API quota.

NameTypeReqDescription
limitintegerNumber of posts to return, 1-30. Default 10.
NameTypeReqDescription
resultstringyes

No examples provided.

list_trending_themes ~108

List themes that are currently heating up (sorted by trend change %), to catch demand that is growing. A theme is the "market-signal layer": it aggregates multiple opportunities and carries 30-day mentions, trend direction and audience clarity. (Pro tool)

NameTypeReqDescription
limitintegerNumber of themes to return, 1-30. Default 15.
min_mentionsintegerMinimum 30-day discussion count, filters out noise. Default 2.
NameTypeReqDescription
resultstringyes

No examples provided.

query_opportunities ~200

Unified opportunity search: filter by keyword, minimum score, platform, recommendation tier and domain category, then sort the results. (Pro tool)

NameTypeReqDescription
categoryCategory slug from get_overview, e.g. ai-developer-tools. Empty = all categories.
min_scoreintegerMinimum overall score, 0-100. Default 0.
page_sizeintegerNumber of results to return, 1-30. Default 10.
platformPlatform filter: reddit / hackernews / producthunt / stackexchange. Empty = all platforms.
queryKeyword matched against title + description, e.g. "sleep tracker", "AI writing". Empty = no keyword filter.
recommendationRecommendation tier: Build / Validate / Skip. Empty = all tiers.
sortstringSort order: 'score' (default, by overall score) or 'recent' (by creation time).
NameTypeReqDescription
resultstringyes

No examples provided.