reddit/ai-dev/reddit-aiagents
r/AI_Agents
accepted
snapshot
2026-05-22
items
8
repeats
6
generic risk
low
reasons
none
r/AI_Agents: workflow reliability
Source Audit
2026-05-22 / 69 configured / 29 accepted / 40 rejected / 0 missing
observed
69
accepted
29
rejected
40
missing
0
accepted items
201
freshness
fresh
by class
ai-dev 7/5/0 / platform-primary 7/11/0 / public-consumer 3/5/0 / regional 5/6/0 / small-business 6/9/0 / startup-builder 1/4/0
reject reasons
high generic risk 39 / thin source count 39 / too few underlying items 36 / low product repeat 27 / no fresh usable items 20 / fetch error 13 / weak signal 7
automation
personal-brief / daily 07:30 UTC / latest 2026-05-30
high / action
Inspect rejected source snapshots
high generic risk 39 / thin source count 39 / too few underlying items 36 / low product repeat 27
r/startups / r/SideProject / r/freelance / r/nyc / r/london
medium / action
Improve startup-builder redundancy
startup-builder has only one accepted snapshot while 4 configured source(s) are unavailable or rejected.
r/startups / r/SideProject / r/ProductManagement / HN: product validation
reddit/ai-dev/reddit-claudeai
r/ClaudeAI
accepted
snapshot
2026-05-22
items
8
repeats
6
generic risk
low
reasons
none
r/ClaudeAI: workflow reliability
reddit/ai-dev/reddit-devops
r/devops
accepted
snapshot
2026-05-22
items
8
repeats
5
generic risk
low
reasons
none
r/devops: workflow reliability
reddit/ai-dev/reddit-experienceddevs
r/ExperiencedDevs
accepted
snapshot
2026-05-22
items
8
repeats
5
generic risk
low
reasons
none
r/ExperiencedDevs: complaint-to-spec demand
reddit/ai-dev/reddit-localllama
r/LocalLLaMA
accepted
snapshot
2026-05-22
items
10
repeats
4
generic risk
low
reasons
none
r/LocalLLaMA: workflow reliability
reddit/ai-dev/reddit-selfhosted
r/selfhosted
accepted
snapshot
2026-05-22
items
10
repeats
2
generic risk
low
reasons
none
r/selfhosted: local control
reddit/ai-dev/reddit-webdev
r/webdev
accepted
snapshot
2026-05-22
items
6
repeats
3
generic risk
low
reasons
none
r/webdev: complaint-to-spec demand
github-issues/platform-primary/github-copilot-review
GitHub issues: Copilot review
accepted
snapshot
2026-05-22
items
4
repeats
5
generic risk
low
reasons
none
GitHub issues: Copilot review: developer workflow friction
github-issues/platform-primary/github-llm-observability
GitHub issues: LLM observability
accepted
snapshot
2026-05-22
items
4
repeats
6
generic risk
low
reasons
none
GitHub issues: LLM observability: workflow reliability
github-issues/platform-primary/github-mcp-tools
GitHub issues: MCP and tools
accepted
snapshot
2026-05-22
items
3
repeats
4
generic risk
low
reasons
none
GitHub issues: MCP and tools: developer workflow friction
github-issues/platform-primary/github-nextjs-deploy
GitHub issues: Next.js deploy
accepted
snapshot
2026-05-22
items
4
repeats
4
generic risk
low
reasons
none
GitHub issues: Next.js deploy: complaint-to-spec demand
github-issues/platform-primary/github-rag-retrieval
GitHub issues: RAG retrieval
accepted
snapshot
2026-05-22
items
5
repeats
4
generic risk
low
reasons
none
GitHub issues: RAG retrieval: workflow reliability
rss/platform-primary/rss-google-developers
Google Developers blog
accepted
snapshot
2026-05-22
items
6
repeats
4
generic risk
low
reasons
none
Google Developers blog: workflow reliability
reddit/platform-primary/reddit-openai
r/OpenAI
accepted
snapshot
2026-05-22
items
8
repeats
5
generic risk
low
reasons
none
r/OpenAI: workflow reliability
reddit/public-consumer/reddit-jobs
r/jobs
accepted
snapshot
2026-05-22
items
6
repeats
4
generic risk
low
reasons
none
r/jobs: developer workflow friction
reddit/public-consumer/reddit-personalfinance
r/personalfinance
accepted
snapshot
2026-05-22
items
8
repeats
2
generic risk
low
reasons
none
r/personalfinance: public consumer behavior shift
reddit/public-consumer/reddit-povertyfinance
r/povertyfinance
accepted
snapshot
2026-05-22
items
8
repeats
3
generic risk
low
reasons
none
r/povertyfinance: public consumer behavior shift
reddit/regional/reddit-bangalore
r/bangalore
accepted
snapshot
2026-05-22
items
8
repeats
2
generic risk
low
reasons
none
r/bangalore: public consumer behavior shift
reddit/regional/reddit-bayarea
r/bayarea
accepted
snapshot
2026-05-22
items
3
repeats
2
generic risk
low
reasons
none
r/bayarea: public consumer behavior shift
reddit/regional/reddit-delhi
r/delhi
accepted
snapshot
2026-05-22
items
8
repeats
4
generic risk
low
reasons
none
r/delhi: public consumer behavior shift
reddit/regional/reddit-india
r/india
accepted
snapshot
2026-05-22
items
5
repeats
4
generic risk
low
reasons
none
r/india: public consumer behavior shift
reddit/regional/reddit-mumbai
r/mumbai
accepted
snapshot
2026-05-22
items
3
repeats
4
generic risk
low
reasons
none
r/mumbai: developer workflow friction
reddit/small-business/reddit-ecommerce
r/ecommerce
accepted
snapshot
2026-05-22
items
10
repeats
3
generic risk
low
reasons
none
r/ecommerce: small-business operations pressure
reddit/small-business/reddit-entrepreneur
r/Entrepreneur
accepted
snapshot
2026-05-22
items
8
repeats
3
generic risk
low
reasons
none
r/Entrepreneur: complaint-to-spec demand
reddit/small-business/reddit-etsy-sellers
r/EtsySellers
accepted
snapshot
2026-05-22
items
7
repeats
5
generic risk
low
reasons
none
r/EtsySellers: small-business operations pressure
reddit/small-business/reddit-shopify
r/shopify
accepted
snapshot
2026-05-22
items
8
repeats
4
generic risk
low
reasons
none
r/shopify: small-business operations pressure
reddit/small-business/reddit-smallbusiness
r/smallbusiness
accepted
snapshot
2026-05-22
items
10
repeats
3
generic risk
low
reasons
none
r/smallbusiness: complaint-to-spec demand
rss/small-business/rss-shopify-changelog
Shopify changelog
accepted
snapshot
2026-05-22
items
7
repeats
2
generic risk
low
reasons
none
Shopify changelog: small-business operations pressure
reddit/startup-builder/reddit-saas
r/SaaS
accepted
snapshot
2026-05-22
items
10
repeats
4
generic risk
low
reasons
none
r/SaaS: complaint-to-spec demand
hacker-news/ai-dev/hn-agent-eval
HN: agent evaluation
rejected
snapshot
2026-05-22
items
0
repeats
2
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / thin source count
HN: agent evaluation: no fresh usable items
hacker-news/ai-dev/hn-ai-coding-agents
HN: AI coding agents
rejected
snapshot
2026-05-22
items
0
repeats
2
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / thin source count
HN: AI coding agents: no fresh usable items
hacker-news/ai-dev/hn-ai-observability
HN: AI observability
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / low product repeat / thin source count
HN: AI observability: no fresh usable items
hacker-news/ai-dev/hn-mcp-tools
HN: MCP and tools
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / low product repeat / thin source count
HN: MCP and tools: no fresh usable items
hacker-news/ai-dev/hn-rag-citations
HN: RAG citations
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / low product repeat / thin source count
HN: RAG citations: no fresh usable items
rss/platform-primary/rss-anthropic-release-notes
Anthropic release notes
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / low product repeat / thin source count
Anthropic release notes: no fresh usable items
rss/platform-primary/rss-cloudflare-blog
Cloudflare blog
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / low product repeat / thin source count
Cloudflare blog: no fresh usable items
rss/platform-primary/rss-github-changelog
GitHub changelog
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
fetch error / too few underlying items / high generic risk / low product repeat / thin source count
GitHub changelog: fetch error
github-issues/platform-primary/github-otel-ai
GitHub issues: AI observability
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
fetch error / too few underlying items / high generic risk / low product repeat / thin source count
GitHub issues: AI observability: fetch error
github-issues/platform-primary/github-cloudflare-workers
GitHub issues: Cloudflare Workers
rejected
snapshot
2026-05-22
items
2
repeats
3
generic risk
high
reasons
weak signal / high generic risk / thin source count
GitHub issues: Cloudflare Workers: weak signal
github-issues/platform-primary/github-local-ai
GitHub issues: local AI
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / low product repeat / thin source count
GitHub issues: local AI: no fresh usable items
github-issues/platform-primary/github-rag-provenance
GitHub issues: RAG provenance
rejected
snapshot
2026-05-22
items
1
repeats
2
generic risk
high
reasons
weak signal / too few underlying items / high generic risk / thin source count
GitHub issues: RAG provenance: weak signal
rss/platform-primary/rss-google-news-ai-regulation
Google News: AI regulation and agents
rejected
snapshot
2026-05-22
items
0
repeats
2
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / thin source count
Google News: AI regulation and agents: no fresh usable items
rss/platform-primary/rss-google-news-us-local-business
Google News: US local business
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / low product repeat / thin source count
Google News: US local business: no fresh usable items
rss/platform-primary/rss-openai-news
OpenAI news
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / low product repeat / thin source count
OpenAI news: no fresh usable items
rss/platform-primary/rss-stripe-blog
Stripe blog
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / low product repeat / thin source count
Stripe blog: no fresh usable items
rss/public-consumer/rss-google-news-consumer-pressure
Google News: consumer pressure
rejected
snapshot
2026-05-22
items
2
repeats
3
generic risk
high
reasons
weak signal / high generic risk / thin source count
Google News: consumer pressure: weak signal
hacker-news/public-consumer/hn-consumer-behavior
HN: consumer behavior
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / low product repeat / thin source count
HN: consumer behavior: no fresh usable items
reddit/public-consumer/reddit-cscareerquestions
r/cscareerquestions
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
fetch error / too few underlying items / high generic risk / low product repeat / thin source count
r/cscareerquestions: fetch error
reddit/public-consumer/reddit-personalfinancecanada
r/PersonalFinanceCanada
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
fetch error / too few underlying items / high generic risk / low product repeat / thin source count
r/PersonalFinanceCanada: fetch error
reddit/public-consumer/reddit-ukpersonalfinance
r/UKPersonalFinance
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
fetch error / too few underlying items / high generic risk / low product repeat / thin source count
r/UKPersonalFinance: fetch error
rss/regional/rss-google-news-regional-india
Google News: India regional issues
rejected
snapshot
2026-05-22
items
0
repeats
2
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / thin source count
Google News: India regional issues: no fresh usable items
rss/regional/rss-google-news-india-startups
Google News: India startups and SMB
rejected
snapshot
2026-05-22
items
1
repeats
2
generic risk
high
reasons
weak signal / too few underlying items / high generic risk / thin source count
Google News: India startups and SMB: weak signal
reddit/regional/reddit-developersindia
r/developersIndia
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
fetch error / too few underlying items / high generic risk / low product repeat / thin source count
r/developersIndia: fetch error
reddit/regional/reddit-london
r/london
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
fetch error / too few underlying items / high generic risk / low product repeat / thin source count
r/london: fetch error
reddit/regional/reddit-nyc
r/nyc
rejected
snapshot
2026-05-22
items
2
repeats
3
generic risk
high
reasons
weak signal / high generic risk / thin source count
r/nyc: weak signal
reddit/regional/reddit-toronto
r/toronto
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
fetch error / too few underlying items / high generic risk / low product repeat / thin source count
r/toronto: fetch error
rss/small-business/rss-google-news-creator-economy
Google News: creator and content businesses
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / low product repeat / thin source count
Google News: creator and content businesses: no fresh usable items
rss/small-business/rss-google-news-eu-startups
Google News: Europe startups and SMB
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / low product repeat / thin source count
Google News: Europe startups and SMB: no fresh usable items
rss/small-business/rss-google-news-smb
Google News: small business operations
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / low product repeat / thin source count
Google News: small business operations: no fresh usable items
hacker-news/small-business/hn-small-business
HN: small business
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / low product repeat / thin source count
HN: small business: no fresh usable items
reddit/small-business/reddit-accounting
r/Accounting
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
fetch error / too few underlying items / high generic risk / low product repeat / thin source count
r/Accounting: fetch error
reddit/small-business/reddit-freelance
r/freelance
rejected
snapshot
2026-05-22
items
1
repeats
3
generic risk
high
reasons
weak signal / too few underlying items / high generic risk / thin source count
r/freelance: weak signal
reddit/small-business/reddit-indiehackers
r/indiehackers
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
fetch error / too few underlying items / high generic risk / low product repeat / thin source count
r/indiehackers: fetch error
reddit/small-business/reddit-marketing
r/marketing
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
fetch error / too few underlying items / high generic risk / low product repeat / thin source count
r/marketing: fetch error
reddit/small-business/reddit-sales
r/sales
rejected
snapshot
2026-05-22
items
0
repeats
2
generic risk
high
reasons
fetch error / too few underlying items / high generic risk / thin source count
r/sales: fetch error
hacker-news/startup-builder/hn-product-validation
HN: product validation
rejected
snapshot
2026-05-22
items
0
repeats
2
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / thin source count
HN: product validation: no fresh usable items
reddit/startup-builder/reddit-productmanagement
r/ProductManagement
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
fetch error / too few underlying items / high generic risk / low product repeat / thin source count
r/ProductManagement: fetch error
reddit/startup-builder/reddit-sideproject
r/SideProject
rejected
snapshot
2026-05-22
items
10
repeats
3
generic risk
low
reasons
weak signal
r/SideProject: weak signal
reddit/startup-builder/reddit-startups
r/startups
rejected
snapshot
2026-05-22
items
0
repeats
1
generic risk
high
reasons
no fresh usable items / too few underlying items / high generic risk / low product repeat / thin source count
r/startups: no fresh usable items