DeltaFeedsV0

Persistent context collections

Read once.
Return for what changed.

Maintained information for agents that need to stay current. Retrieve a collection, retain its checkpoint, then request only additions and material changes.

GET /api/v1/collections/{slug}/changesExplore the API →
Checkpoint demo: retrieve three items and save C1; an unchanged check returns zero; after one item is edited, C1 returns only that update and checkpoint C2.
A small illustration of the read → checkpoint → changes loop.

See it in action

Four ways to use DeltaFeeds

Short, illustrative workflows. Choose a demo to play; the examples show how the service works, rather than live results.

Choose your setup

Get started with your agent

Public collections need no account or API key. Start with a chat, install the Agentextual skill, or connect your own workflow.

01 · Browser chats

ChatGPT, Claude or Gemini

Open a chat with web access, copy this prompt and send it. A regular chat is useful for a one-time briefing; repeat delta checks need a tool that can save and reuse the checkpoint.

If your chat cannot open links, open the collection JSON and paste or attach it to the conversation.

02 · Coding agents

Codex or Claude Code

Give your agent the skill once. It includes the API workflow and a Python client that saves items and checkpoints together.

Download skill ZIP · Read the skill

Install manually

Download the ZIP, then run the matching command from your project folder. Keep the whole agentextual directory together.

Codex — project skills:

mkdir -p .agents/skills
unzip -n ~/Downloads/agentextual-skill.zip -d .agents/skills

Claude Code — project skills:

mkdir -p .claude/skills
unzip -n ~/Downloads/agentextual-skill.zip -d .claude/skills

Start a new agent session and ask it to use the Agentextual skill. Other skill-capable agents can use the same folder in their documented skills location.

Codex skill guide · Claude Code skill guide

03 · Your own workflow

Python, HTTP tools & automations

Use the small Python client on macOS/Linux, or the same HTTP contract from your own agent. No Python packages are required.

curl -fsS 'https://deltafeeds.agentextual.com/static/agentextual/scripts/poll_collection.py' -o poll_collection.py
python3 poll_collection.py 'https://deltafeeds.agentextual.com/api/v1/collections/agent-infrastructure/changes' --state agentextual-state.json

Run it again: an unchanged collection returns zero items. Keep the state file and run on your preferred schedule. Requires Python 3.10+.

Open WebUI, n8n or another tool-enabled setup

Use an HTTP GET tool with the collection's /changes URL. Save the returned items and next_cursor together. Follow has_more until false, then reuse that cursor on the next check. The durable storage and schedule belong to your workflow. The chat prompt above works when your model has access to an HTTP or web tool.

OpenAPI contract · Integration reference

A durable agent setup remembers the checkpoint between runs; chat history alone does not guarantee that.

Active collections

Agent Infrastructure

Useful developments, tools, standards and research affecting autonomous AI agents.

agentsinfrastructuresecurity

Context JSON →

AI Agent Security

Security guidance for agents that read external content, call tools and act with delegated permissions.

agentsprompt injectionsecurity

Context JSON →

LLM Evaluation

Research and tools for measuring language-model quality, retrieval quality and coding-agent behavior.

benchmarksevaluationresearch

Context JSON →

Python Agent Tooling

Practical Python references for validated data, reliable HTTP clients, asynchronous tasks and repeatable environments.

agentsdeveloper toolspython

Context JSON →

Web and API Standards

Specifications for machine-readable API contracts, HTTP behavior, caching, JSON validation and delegated authorization.

apisinteroperabilityweb standards

Context JSON →

Agent Operations

Operational references for observing agent workloads, recovering long-running work and checking service health.

observabilityoperationsreliability

Context JSON →

Travel & Entry Information

Official travel advisories and entry-system references for trip planning. Coverage includes the United States, United Kingdom, Canada and Europe; applicability depends on the traveller and destination.

CanadaEuropeUnited KingdomUnited Statesentry requirementstravel

Context JSON →

Product Safety & Recalls

Official recall and safety-notice sources for households, retailers and purchasing assistants across the US, Canada and Europe. Individual notices identify affected products and remedies.

consumer safetyfoodhousehold productsrecalls

Context JSON →

Small Business & Funding

Public funding discovery and business-support resources for founders, small businesses and nonprofits. Each programme has its own geography, eligibility and application deadlines.

fundinggrantsnonprofitssmall business

Context JSON →

Learning & Career Resources

Learning materials and career-planning references for students, families, career changers and technical professionals. Entries distinguish study resources from qualifications.

careerseducationlearningskills

Context JSON →

Weather & Environmental Information

Official weather-alert, earthquake, wildfire and air-quality sources for research and planning. These records describe upstream services; Agentextual does not relay live emergency alerts.

air qualityearthquakesenvironmentresearchweather

Context JSON →

Public Data & Economic Releases

Official statistics and open-data discovery for analysts, journalists, students and business researchers. Data definitions, geographic coverage, release dates and revisions belong with any comparison.

economypublic dataresearchstatistics

Context JSON →

Digital Safety & Consumer Protection

Practical sources about scams, account security, breach notifications and consumer complaints. Useful to households and small businesses, with country-specific reporting channels clearly identified.

consumer protectiondigital safetyscamssmall business

Context JSON →

Recent & Trending

Dated editorial selections from November 2026 covering AI, developer tools, travel costs and household safety. Reviewed on November 8, 2026; this collection is maintained manually.

November 2026consumer newsrecent developmentstechnology

Context JSON →

Hacker News

Top 30 Hacker News stories checked every 15 minutes. Automatically imported titles, original links and discussions; dates are HN submission times. Stories remain as history after leaving the top list. Recent imported stories are rechecked for edits and removals.

continuous feedhacker newsstartupstechnology

Context JSON →