awesome-agentic-loops
Health Warn
- License — License: MIT
- Description — Repository has a description
- Active repo — Last push 0 days ago
- Low visibility — Only 5 GitHub stars
Code Pass
- Code scan — Scanned 12 files during light audit, no dangerous patterns found
Permissions Pass
- Permissions — No dangerous permissions requested
No AI report is available for this listing yet.
Proof-oriented registry of reusable AI-agent operating loops
Awesome Agentic Loops — Agentic Loop Atlas
AI agents do not need more prompt dumps. They need operating loops that know when to act, prove, remember, and stop.
Awesome Agentic Loops — the Agentic Loop Atlas — is a proof-oriented library of reusable AI-agent operating patterns for Claude Code, Codex, Cursor, Hermes, OpenCode, and durable agent runtimes.
Motion is not progress; proof is.
Use this when your agents, cron jobs, or coding copilots need to move from “interesting automation” to repeatable operational discipline:
- research should become a public-ready artifact, not a notes graveyard
- PRs and CI need bounded babysitting without endless context drift
- cost, quota, and provider failures need decision-ready evidence
- agent meshes need health checks, role boundaries, and receipts
- launch workflows need approval gates instead of accidental posting
A loop only belongs here when it has:
- a clear trigger
- a bounded action
- concrete proof
- durable memory/state guidance
- a falsifiable stopping condition
- explicit risk and approval gates
- at least one runnable example or receipt shape
Tagline: Not prompts. Operating loops — with receipts.
Start with these loops
| If you need to… | Start here | Why |
|---|---|---|
| turn research into something publishable | AAL-LOOP-009 Research-to-Public-Artifact | source map + claim check + stop before posting |
| keep an agent mesh sane | AAL-LOOP-010 Agent Mesh Health | reachability, role boundaries, stale jobs, receipt |
| watch a market without drowning in noise | AAL-LOOP-011 Competitor Delta Proof | bounded scan + signal/noise split + no-public-write gate |
| stop cost/quota failures from becoming chaos | AAL-LOOP-008 Cost Budget Watch | turns spend/provider failures into decision items |
What makes a loop proof-grade?
A proof-grade loop is not a vibe, a prompt, or a one-off script. It is an operating contract:
trigger → bounded action → verification → memory/state update → stop condition → receipt
| Prompt dump | Proof-grade operating loop |
|---|---|
| “Ask the agent to do X” | Defines when X should run |
| Relies on model confidence | Requires external proof |
| Can run forever | Has max iterations and stop condition |
| Hides risk in prose | Names risk level and approval gate |
| Leaves no audit trail | Produces a receipt |
Why this exists
Agentic loops are moving from hype to operating discipline. The useful question is no longer “what prompt should I type?” but:
What system prompts the agent, checks the result, remembers the state, and knows when to stop?
Most awesome-agent lists collect tools. Agentic Loop Atlas collects operating patterns.
| Common list | Agentic Loop Atlas |
|---|---|
| Tools and links | Reusable operating loops |
| Prompt snippets | Trigger/action/proof/memory/stop/risk cards |
| “Autonomous” claims | Approval gates and receipts |
| Broad inspiration | Bounded runnable patterns |
| No stop condition | Stop condition required |
Quick start
- Pick a loop from
loops/. - Check its
risk_levelandapproval_gate. - Adapt the commands to your agent/runtime.
- Run one bounded iteration.
- Keep the receipt; do not trust vibes.
For integration patterns, see docs/integration.md. For the portable registry direction, see docs/evolution-roadmap.md and registry/.
Runtime pattern
Use the loop card as the contract around your agent, not as a magic prompt:
Claude Code / Codex / Cursor / Hermes / OpenCode
↓
loop card: trigger + action + proof + stop condition
↓
receipt: what changed, what was verified, what still needs approval
For scheduled work, keep daily outputs compact and deterministic. Use stronger LLM review only for weekly quality checks, errors, or promotion decisions.
Loop card schema
Every loop follows schemas/loop-card.schema.json and this shape:
id: AAL-LOOP-001
name: Core Hygiene Sweep
category: operations
use_when: Source-of-truth docs may have drifted.
trigger: Manual request, milestone, or scheduled hygiene scan.
action: Inspect bounded files and detect contradictions.
proof: Diff, no-drift report, or issue list with owners.
memory: Source-of-truth docs only; no raw transcript hoarding.
stopping_condition: Stop after one bounded pass or when all contradictions have owners.
risk_level: docs
approval_gate: push
max_iterations: 1
cost_guard: one bounded run
works_with: [Hermes, Claude Code, Codex, Cursor]
failure_modes: [scope creep, stale context, accidental broad rewrite]
example_receipt: examples/aal-loop-001-core-hygiene-sweep-receipt.md
status: proof-grade
Initial loop set
| ID | Loop | Category | Risk | Status |
|---|---|---|---|---|
| AAL-LOOP-001 | Core Hygiene Sweep | Operations | docs | proof-grade |
| AAL-LOOP-002 | Docs/README Milestone Sweep | Documentation | docs | proof-grade |
| AAL-LOOP-003 | Production Error Sweep | Operations | read-only/service | proof-grade |
| AAL-LOOP-004 | Flaky Test Killer | Engineering | code | proof-grade |
| AAL-LOOP-005 | PR CI Babysitter | Engineering | code/external | proof-grade |
| AAL-LOOP-006 | Stale PR Review Resolver | Engineering | code/external | proof-grade |
| AAL-LOOP-007 | Security Headers / OWASP Sweep | Security | code/service | proof-grade |
| AAL-LOOP-008 | Cost Budget Watch Loop | FinOps | read-only/billing | proof-grade |
| AAL-LOOP-009 | Research-to-Public-Artifact Loop | Research | external | proof-grade |
| AAL-LOOP-010 | Agent Mesh Health Loop | Operations | read-only | proof-grade |
| AAL-LOOP-011 | Competitor Delta Proof Loop | Research | read-only/external-signal | proof-grade |
Repository map
.github/ Issue and PR templates
LICENSE MIT license
SECURITY.md Security and redaction policy
ROADMAP.md Project roadmap
catalog.json Machine-readable catalog
llms.txt Agent-readable guide
docs/announcement-draft.md Public announcement draft, not posted
docs/positioning.md Public positioning and contribution standard
schemas/loop-card.schema.json JSON Schema for loop cards
loops/ Canonical loop cards
examples/ Receipts and real-world proof examples
docs/ Taxonomy, platform matrix, launch notes
Guardrails
- No loop is accepted without proof and stopping condition.
- Destructive, credential, deploy, billing, and external-message actions need explicit human approval.
- “Run while you sleep” is not a strategy. It is a liability unless proof, cost, and rollback exist.
- The agent that created the output should not be the only judge of the output.
Contributing
Start with CONTRIBUTING.md or the GitHub issue templates. The highest-value contributions are real receipts from agent runs.
- loop card metadata
- use case and trigger
- bounded action
- proof requirements
- memory/state guidance
- stopping condition
- approval gates
- failure modes
- example receipt or receipt template
If it lacks proof or a stop condition, it is not ready.
Status
Seeded from LOOP-MKT-20260622 research and Mustafa Saraç's Agentic Project Mesh proof pattern. The first eleven loop cards are proof-grade seed patterns with receipt examples.
Current posture:
- daily draft loop: bounded market scan → draft artifact package → receipt
- weekly quality review: promote only the loops that remain useful and non-repetitive
- public boundary: repo artifacts may be published; social posts, releases, deploys, credentials, and external messages remain explicit human decisions
The goal is not the largest list. The goal is the most reusable set of proven agent operating loops.
Reviews (0)
Sign in to leave a review.
Leave a reviewNo results found