OpenSEO
OpenSEO 未来与实践项目:构建可审计的 Agent-ready SEO 工作台
以查询清单、供应商证据、成本预算、MCP 能力、刷新策略和可访问报告为主线。

你将学会
- Map OpenSEO UI, DataForSEO, MCP, and skills boundaries
- Deploy a private smoke test with cost controls
- Interpret provider-backed SEO results with reproducible context
开始前需要
- Basic Git and command-line usage
- Comfort reading a project README
You can explain the project, run its documented first step, and decide what to verify before adopting it.
先看结论
- A query manifest can connect intent, provider evidence, transformations, spend, and decision.
- Offline fixtures and capability manifests make UI/MCP evolution reviewable.
- Accessible text/SVG remains canonical when interactive project graphs are added.
Make SEO decisions reproducible
为每个查询保存意图、域名授权、地区、工作流、task ID、响应哈希、缓存、成本、复核人和报告校验;文本与本地 SVG 为规范,Three.js 仅作可选项目图谱。
New providers, AI-visibility metrics, crawlers, and agent actions should remain proposals until their data semantics, consent, spend, and failure modes are documented.
Define the query manifest
Record repository/skill commit, project identity, domain authorization, locale, workflow, keyword/audit inputs, DataForSEO endpoint, task IDs, timestamps, response hashes, cache state, cost, reviewer, retention, and report checksum. Keep API keys and raw sensitive analytics outside the manifest behind access controls.
Generate JSON and accessible Markdown/HTML; local SVG can show workflow-to-evidence lineage, while an optional Three.js view can explore many projects without replacing text evidence.
Ship bounded milestones
Milestone one adds offline provider fixtures and stable response/status schemas. Milestone two validates cost metadata, stale labels, caching, redaction, and report parity across UI and MCP. Milestone three adds capability manifests, approvals, and per-project budgets. Milestone four canaries controlled external actions only after human review.
Start report-only, then advisory, then enforce evidence, consent, and spend gates once reproducibility is demonstrated.
Success criteria
A marketer, developer, or agent reviewer should replay a query, verify its source IDs and cost, understand uncertainty, produce a minimal brief, and delete data on schedule. That is a more durable future than another dashboard card.
如何选择
| 比较维度 | 方案 A | 方案 B |
|---|---|---|
| Best when | You need predictable behavior and easy auditing | You need adaptive optimization and have reliable telemetry |
| Main risk | May leave performance on the table | Can become difficult to explain or debug |
实施步骤
- 1
Define project/query/provider/evidence/cost manifest fields.
- 2
Add offline fixtures for status, stale, cache, redaction, and report parity.
- 3
Govern MCP capabilities, approvals, budgets, and external actions.
- 4
Move from report-only to advisory/enforced evidence and spend gates.
可复制示例
query:
project: example.com
authorization_ref: owner-ticket-001
workflow: keyword-research
locale: { country: US, language: en }
provider_task_id: <id>
response_sha256: <hash>
cost_usd: <metered>
report_sha256: <hash>常见问题
Should the manifest include the DataForSEO API key?
No. Store a secret-provider reference and rotation metadata, never the credential itself.
Is Three.js necessary for OpenSEO?
No. Use accessible Markdown/HTML and local SVG first; add Three.js only for a useful multi-project lineage view.
资料来源
- OpenSEO README (captured 2026-08-31)来源核查 2026-08-31
- OpenSEO repository来源核查 2026-08-31