Install
openclaw skills install alibabacloud-odps-information-schemaQuery MaxCompute (ODPS) Information Schema metadata views. Tenant-level (SYSTEM_CATALOG.INFORMATION_SCHEMA.*, recommended) or project-level (Information_Schema.*, deprecated). NL→SQL for IS views: tables, columns, partitions, tasks_history, tunnels_history, table_privileges, users, user_roles, quota_usage, etc. NOT for: DDL/DML, listing tables via MCP, running ad-hoc SQL, general MaxCompute questions.
openclaw skills install alibabacloud-odps-information-schemaThis skill is for Information Schema (IS) metadata queries ONLY. If the user's question is about DDL/DML, listing tables, or general MaxCompute usage (not IS views), do NOT use this skill — use MCP tools (list_tables, get_table_schema) or odpscmd instead.
Query MaxCompute metadata through INFORMATION_SCHEMA views for storage, cost, permission, task, and governance analysis.
MANDATORY: Every IS query MUST set namespace flag. Without it, ALL queries fail with "Table not found".
- MCP:
hints={"odps.namespace.schema":"true"}inexecute_sql- odpscmd:
SET odps.namespace.schema=true;before each query- No exceptions. Applies to ALL
SYSTEM_CATALOG.INFORMATION_SCHEMA.*queries.
IS views require tenant-level permission. If you get access errors, the user needs tenant-level role — see references/ram-policies.md for Policy template.
Data freshness: History views (TASKS_HISTORY, TUNNELS_HISTORY) have ~5 min delay, realtime views ~3 hours. For yesterday's data, query after 06:00 to ensure completeness.
Tenant-level vs Project-level IS: MaxCompute has two IS levels. Tenant-level (
SYSTEM_CATALOG.INFORMATION_SCHEMA.*) is the default — it covers all projects under the same metadata center and is recommended. Project-level (Information_Schema.*) is per-project only, requiresinstall package Information_Schema.systables, and is being deprecated (since 2024-03 new projects no longer auto-install). Key differences: (1) project-level has fewer views (no CATALOGS, VOLUMES, FOREIGN_SERVERS, SCHEMAS, PARTITION_ACCESS_INFO, TABLE_ACCESS_INFO, QUOTA_USAGE; has SCHEMA_PRIVILEGES which tenant lacks); (2) project-level TASKS_HISTORY hastask_schemawhile tenant-level does NOT; (3) project-leveltable_catalogis alwaysodpswhile tenant-level is the actual project name. See Project-level IS Adaptation for transformation rules.
For MCP configuration, see references/mcp-tools-reference.md.
MCP preferred when mcp__maxcompute-catalog__* tools are available. Fall back to odpscmd on connection/auth errors.
| Channel | Use For | Key Detail |
|---|---|---|
| MCP (tenant-level) | DQL, metadata, search | execute_sql + hints={"odps.namespace.schema":"true"}; sync limit 1000 rows; cost_sql supports IS views (verified 2026-04) |
| MCP (project-level) | DQL, metadata, search | execute_sql + hints={} (no namespace flag); view prefix: Information_Schema.* |
| odpscmd (tenant-level) | DDL/DML, large results, MCP unavailable | SET odps.namespace.schema=true; prefix required |
| odpscmd (project-level) | DDL/DML, large results, MCP unavailable | No namespace flag; view prefix: Information_Schema.* |
See references/mcp-tools-reference.md for 15 MCP tools with routing guide.
ds — TASKS_HISTORY / TUNNELS_HISTORY are partitioned; always add ds filter to avoid full scanCOALESCE(last_access_time, last_modified_time) or check PARTITIONS view. Also: not collected for ALGO jobs or Hologres direct reads; up to 24h delay from actual access.Terminated (normal), Failed, Cancelled (rare). Never count Terminated as failure.UPLOADLOG, DOWNLOADLOG, DOWNLOADINSTANCELOG, STORAGEAPIREAD, STORAGEAPIWRITEexpired. These views support static snapshot only, not time-series.cost_cpu / 100 / 3600DATEDIFF(end_time, start_time, 'ss') (seconds). No duration_ms column exists.table_catalog, table_schema, AND table_name. Missing any one causes incorrect results in multi-catalog environmentsAll SQL templates in this skill default to tenant-level syntax (SYSTEM_CATALOG.INFORMATION_SCHEMA.* + namespace flag). If the environment only supports project-level IS, apply these mechanical transformations to every generated SQL:
| Transform | Tenant-level (default) | Project-level |
|---|---|---|
| View prefix | SYSTEM_CATALOG.INFORMATION_SCHEMA. | Information_Schema. |
| Namespace flag (MCP) | hints={"odps.namespace.schema":"true"} | hints={} (remove flag) |
| Namespace flag (odpscmd) | SET odps.namespace.schema=true; | Remove entirely |
| Scope | All projects in metadata center | Current project only |
| Views unavailable | — | CATALOGS, VOLUMES, FOREIGN_SERVERS, SCHEMAS, PARTITION_ACCESS_INFO, TABLE_ACCESS_INFO, QUOTA_USAGE |
| View exclusive to this level | — | SCHEMA_PRIVILEGES |
| TASKS_HISTORY extra column | — | task_schema (project name; tenant-level lacks this) |
table_catalog value | Actual project name | Fixed odps |
Example transformation:
-- Tenant-level (default):
SET odps.namespace.schema=true;
SELECT table_name, data_length FROM SYSTEM_CATALOG.INFORMATION_SCHEMA.TABLES WHERE ...
-- Project-level (after transformation):
SELECT table_name, data_length FROM Information_Schema.tables WHERE ...
When to switch: If a tenant-level query fails with Table not found (and namespace flag is correctly set), or if the user explicitly says they only have project-level IS, apply the transformation rules above to all subsequent queries.
| Concept | Correct | Wrong |
|---|---|---|
| Table size | data_length | |
| Task instance | inst_id | |
| Task submitter | owner_name | |
| Task project | task_catalog (tenant-level) | |
| Task error | result | |
| Task duration | DATEDIFF(end_time, start_time, 'ss') | |
| Task status | status | |
| Task input size | input_bytes | |
| Table comment | table_comment | |
| Column comment | column_comment | |
| Privilege grantee | user_name, user_id | |
| Privilege time | expired | |
| Resource size | size | |
| Tunnel session | session_id | |
| Tunnel data size | data_size | |
| User identity | identity_provider | — |
| Timestamp type | DATETIME | |
| Table modified | last_modified_time | |
| cost_cpu type | DOUBLE |
For verified query examples using these columns, see references/verified-queries.md.
SKILL.md contains critical column names and namespace rules. Load sub-files only when needed:
| Query Type | When | Load Extra File |
|---|---|---|
| NOT an IS query | DDL/DML, list tables, run SQL, general ODPS | None — use MCP tools or odpscmd instead |
| Single-view query | One IS view, no JOIN | None — SKILL.md only |
| Live monitoring | TASKS / QUOTA_USAGE | None — SKILL.md only |
| 2+ IS view JOIN | Combining views | references/joins.md |
| Named metric/template | "comment coverage", "CU trend", "zombie table detection" | references/verified-queries.md + references/metrics.md |
| Multi-step diagnosis | "Why did CU spike?", root-cause analysis | references/playbooks.md + references/causal-templates.md |
| Non-English synonyms | "cpu时间", "作业时长", "存储占用", or any CJK/localized terms | references/terminology.md (or use inline mapping below) |
| Schema/field lookup | "What columns does X have?" | references/views-reference.md |
| Access denied error | Permission denied on IS view | references/ram-policies.md |
| Troubleshooting | Table not found, timeout, etc. | references/TROUBLESHOOTING.md |
| User says | Looks like | Actually is | Load |
|---|---|---|---|
| "storage pressure, list top 20 tables" | Diagnostics | Single-view | SKILL.md only |
| "permission audit, who has SELECT on X" | Playbook | Single-view | SKILL.md only |
| "cost attribution by owner" | Causal | Single-view | SKILL.md only |
When joining IS views, you MUST include table_catalog, table_schema, AND table_name in join conditions. Common join paths:
| Left | Right | Join Condition |
|---|---|---|
| TABLES | COLUMNS | t.table_catalog = c.table_catalog AND t.table_schema = c.table_schema AND t.table_name = c.table_name |
| TABLES | PARTITIONS | t.table_catalog = p.table_catalog AND t.table_schema = p.table_schema AND t.table_name = p.table_name |
| TABLES | TABLE_PRIVILEGES | t.table_catalog = p.table_catalog AND t.table_schema = p.table_schema AND t.table_name = p.table_name |
| TABLES | TABLE_ACCESS_INFO | t.table_catalog = a.table_catalog AND t.table_schema = a.table_schema AND t.table_name = a.table_name |
| TABLES | TABLE_LABELS | t.table_catalog = l.table_catalog AND t.table_schema = l.table_schema AND t.table_name = l.table_name |
| USERS | USER_ROLES | u.user_id = ur.user_id |
| COLUMNS | COLUMN_LABELS | c.table_catalog = l.table_catalog AND c.table_schema = l.table_schema AND c.table_name = l.table_name AND c.column_name = l.column_name |
For all 16 join paths, see references/joins.md. The 7 most common paths are inlined below.
<!-- SYNC: derived from references/terminology.md — metric terms: storage usage, task CPU consumption, task execution duration, CU-hours, queue wait; dimension terms: zombie tables; metric: task failure rate -->| Non-English term | English equivalent | Correct column/source | Common mistake |
|---|---|---|---|
| cpu时间 / CPU消耗 | CPU time / CPU consumption | cost_cpu (DOUBLE), ÷100÷3600 = CU·hour | |
| 作业时长 / 任务耗时 | Task duration / task elapsed time | DATEDIFF(end_time, start_time, 'ss') | |
| 存储占用 / 表大小 | Storage usage / table size | data_length (÷1073741824 = GB) | |
| 僵尸表 | Zombie table | TABLES + TABLE_ACCESS_INFO | — |
| 排队时间 | Queue wait time | NOT available in IS views | — |
| CU时 / CU消耗 | CU-hours / CU consumption | SUM(cost_cpu) / 100.0 / 3600 | — |
| 任务失败率 | Task failure rate | status='Failed' ratio in TASKS_HISTORY | — |
For all 59 terms, see references/terminology.md.
| Error Signal | Root Cause | Fix |
|---|---|---|
Table not found on IS view | Missing namespace flag | Add SET odps.namespace.schema=true; / hints={"odps.namespace.schema":"true"}. Verify with Q30 smoke test |
Access denied / Permission denied on IS view | Missing tenant-level role | Verify access with check_access(include_grants=true). User needs tenant-level role — load references/ram-policies.md for Policy template |
Table not found on SYSTEM_CATALOG.INFORMATION_SCHEMA.* (namespace flag correctly set) | Environment only supports project-level IS | Apply Project-level IS Adaptation transformation rules to all subsequent queries: switch prefix to Information_Schema.*, remove namespace flag |
Information_Schema not found / Package not installed | Project-level IS not installed in this project | User must run install package Information_Schema.systables as project owner or Super_Administrator. After install, query as Information_Schema.view_name (no namespace flag). Note: project-level IS is being deprecated — prefer tenant-level |
Object 'Information_Schema' not found on new project | New projects (since 2024-03) don't auto-install project-level IS | Switch to tenant-level IS (SYSTEM_CATALOG.INFORMATION_SCHEMA.*) or manually install package |
| TASKS_HISTORY query slow/expensive | No ds filter | Add WHERE ds >= TO_CHAR(DATEADD(GETDATE(), -14, 'dd'), 'yyyymmdd') |
| MCP returns exactly 1000 rows | Sync limit truncation | Re-run with async=true, or add tighter WHERE/LIMIT |
Column not found | Used non-existent column | Check Critical Column Reference above — common: size_bytes→data_length, task_status→status |
| TUNNELS_HISTORY sync timeout (>30s) | Tunnel record volume much larger than TASKS_HISTORY | Use async=true + get_instance, or reduce ds to 1 day |
| Async timeout (>30s) | Large scan | Use cost_sql first; add ds filter; split query |
| IS view shows no recent data | ~5 min delay for history views | Query yesterday's data after 06:00 |
| odpscmd query hangs | Large result set or full-table scan | Use odps_is_query.sh -t <seconds> to set timeout (default 300s); add ds filter |
Namespace flag set but still Table not found | Other causes (wrong project, typo, schema issue) | Load references/TROUBLESHOOTING.md for T1–T7 scenarios |
| View | Purpose | Key Columns |
|---|---|---|
TABLES | Table metadata | table_name, owner_name, data_length, table_type, lifecycle, last_modified_time |
COLUMNS | Column metadata | column_name, data_type, column_comment, is_partition_key |
PARTITIONS | Partition metadata | partition_name, data_length, create_time, last_modified_time |
TASKS | Running jobs (live, seconds delay) | inst_id, task_name, owner_name, status, cpu_usage (core×100), mem_usage (MB) |
TASKS_HISTORY | Query history | inst_id, task_name, owner_name, status, task_type, start_time, end_time, result, cost_cpu, input_bytes, ds |
TUNNELS_HISTORY | Tunnel history | session_id, object_name, operate_type, data_size, owner_name, ds |
TABLE_PRIVILEGES | Table permissions | table_name, user_name, privilege_type, expired |
TABLE_ACCESS_INFO ⚠️ | Table access stats | table_name, access_count, access_bytes, last_access_time |
QUOTA_USAGE | Subscription quota monitoring | name, cpu_elastic_quota_max, cpu_elastic_quota_used, mem_elastic_quota_max, mem_elastic_quota_used |
USERS | Project users | user_name, user_id, identity_provider |
USER_ROLES | User-role mapping | user_name, role_name, user_role_catalog |
CATALOGS ⚠️ | Project list | catalog_name, status, owner_name, region |
For all 31 views with complete field definitions, see references/views-reference.md. Views marked ⚠️ are tenant-level only (not available in project-level IS).
-t <seconds> for timeout (default 300s), -d YYYYMMDD for date, -p for project. Custom mode only allows SELECT (DDL/DML rejected).