Skill
AI 비서에게 Longbridge Skill로 실시간 HK·US 주식 데이터와 거래 기능을 직접 제공
ESRA는 제한된 증거 기반 AI 에이전트 개선을 위한 개방형 아키텍처이며, ESRA Agents는 표준 크로스호스트 구현입니다
ESRA is an open architecture for bounded, evidence-driven improvement in AI agents. ESRA Agents is its canonical cross-host implementation.
스킬Python · JavaScriptGitHub @rrpauls온라인운영자 미확인
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1분 만에 확인하기Universal ESRA agent skills and privacy-preserving runtime with adapters for Codex, Claude Code, Hermes, and open Agent Skills hosts.
저장소 README에서 가져옴
README 전체를 불러오는 중입니다. 아래는 저장된 발췌입니다.
The canonical cross-host implementation of ESRA 1.2
Portable skills, evidence records, bounded experiments, audits, export, and guarded evolutionary self-correction.
ESRA Agents is the canonical implementation source for five selective ESRA
skills, a dependency-free shared runtime, portable evidence export, and thin
host adapters for chat-scoped and autonomous agents.
It implements the runtime-neutral contracts defined by the
ESRA specification while keeping host names,
paths, lifecycle mappings, permissions, and installation mechanics outside the
portable core.README 전문 보기 ↗ESRA Agents is the canonical implementation source for five selective ESRA skills, a dependency-free shared runtime, portable evidence export, and thin host adapters for chat-scoped and autonomous agents.
It implements the runtime-neutral contracts defined by the ESRA specification while keeping host names, paths, lifecycle mappings, permissions, and installation mechanics outside the portable core.
Routine work bypasses ESRA. Focused skills work independently, and a major change may receive at most one bounded review.
v0.3.0 prerelease,
Hermes Python plugin; 0.4.0 adds managed discovery and separate Antigravity packaging.See the autonomous roadmap, host-gate evidence, and normative Autonomous Agent Profile for the exact claim boundaries.
| Component | Purpose |
|---|---|
skills/ | Five host-neutral, selectively invoked ESRA skills |
runtime/ | Shared runtime, portable exporter, lifecycle hook, and guarded autonomous controller |
runtime/mcp_evidence.py | Privacy-bounded receipts for GitHub, security, browser-pilot, and SOFA evidence |
adapters/ | Thin host integrations for OpenAI clients, Claude Code, OpenClaw, and Hermes Agent |
docs/ARCHITECTURE.md | Portability boundary, controller policy boundary, and persistence model |
docs/RUNTIME.md | Runtime, export, and autonomous-controller commands |
INSTALL.md | Reproducible installation instructions by host |
esra-conformance.json | Machine-readable implementation capability declaration |
| Host / surface | Install modes (preferred first) | Stable / edge updates | Hooks | Runtime | Verification |
|---|---|---|---|---|---|
| OpenAI / Codex / Desktop | native-marketplace, git, release-zip, local-path | manual-native / manual-native | runtime-dependent | local | isolated native local and tracked Git marketplace/add/list/upgrade/remove; live hooks pending |
| OpenAI / ChatGPT GitHub workspace marketplace | native-marketplace, git | automatic / automatic | runtime-dependent | environment-dependent | official-docs; package-contract-tested; live-integration-pending |
| OpenAI / ChatGPT Work runtime | release-zip, local-path | manual-replace / manual-replace | runtime-dependent | environment-dependent | official-docs; package-contract-tested; live-integration-pending |
| OpenAI / ChatGPT Web / public directory | manual-upload, catalog-submission | manual-replace / manual-replace | none | none | official-docs; package-contract-tested; live-integration-pending |
| OpenAI / Agents API environments | manual-upload, local-path, release-zip | manual-replace / manual-replace | runtime-dependent | environment-dependent | official-docs; package-contract-tested; live-integration-pending |
| Claude / Claude Code | native-marketplace, git, local-path, release-zip | automatic-opt-in / automatic-opt-in | native | local | native strict manifests and isolated tracked Git install/list/update/remove; live hooks pending |
| Claude / Web personal skills | manual-upload | manual-replace / manual-replace | none | none | official-docs; package-contract-tested; live-integration-pending |
| Claude / Team / Enterprise marketplace | native-marketplace, manual-upload | automatic-opt-in / automatic-opt-in | runtime-dependent | environment-dependent | official-docs; package-contract-tested; live-integration-pending |
| Google / Gemini Web skills | manual-upload | manual-replace / manual-replace | none | none | official-docs; package-contract-tested; live-integration-pending |
| xAI / Grok Build / CLI |
Web-only clients receive the portable guidance available to them, not local
Python hooks or filesystem persistence. Use a tagged release and verify
SHA256SUMS before installation. Full commands are in
Installation.
The autonomous profile implements:
observation → trigger → proposal → alignment → experiment → blind evaluation → local promotion → canary/rollback
Guarded mode can promote only an exact evaluated revision of a local, agent-owned, text-only skill. ESRA core, controller and evaluator code, values, safety rules, credentials, runtime code, host configuration, and canonical repository content remain human-approved proposals.
Hooks persist only allowlisted metadata and hashes. Prompts, transcripts, tool arguments and results, secrets, and raw run identifiers are excluded.
Run the repository checks from the project root:
.venv/bin/python scripts/validate_skills.py
.venv/bin/python scripts/validate_plugin.py
.venv/bin/python -m unittest discover -s tests -v
.venv/bin/python scripts/build_distributions.py
.venv/bin/python scripts/validate_distributions.py
The esra repository defines what the
architecture is: its specification, data contracts, conformance tests, and
host-pilot gates.
This repository defines the canonical cross-host implementation: portable skills and runtime behavior with thin host adapters.
Earlier host-specific repositories remain available during migration and retain their existing release URLs:
Apache-2.0 — see LICENSE. Attribution and trademark separation are recorded in NOTICE.
ESRA Agents is a living implementation. It evolves together with the ESRA specification and its host evidence.
| git, native-marketplace, local-path, release-zip |
| manual-native / manual-native |
| native |
| local |
| native validate and isolated tracked Git install/discovery/update/remove; five skills and hooks discovered; live dispatch pending |
| xAI / Grok Web / Bot instructions | manual-upload | manual-replace / manual-replace | none | none | file guidance only; persistent Bot skills and ZIP import unverified |
| Hermes / Agent / Desktop | git, local-path, release-zip, catalog-submission | manual-native / automatic-opt-in | native | local | native root/archive validation and registration; managed install/update/pin skipped: host package manager missing uv.lock |
| OpenClaw / Gateway / CLI | git, local-path, release-zip, tarball, npm, catalog-submission | manual-native / manual-native | native | local | official-docs; package-contract-tested; live-integration-pending |
| Google / Antigravity CLI / IDE / 2.0 custom | local-path, release-zip | manual-replace / manual-replace | native | local | official-docs; package-contract-tested; live-integration-pending |
| Agent Skills / Generic consumers | manual-upload, local-path, git | manual-replace / manual-replace | none | none | official-docs; package-contract-tested; live-integration-pending |