Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add oceanbase/seekdb-ecology-plugins --skill seekdbgit clone --depth 1 https://github.com/oceanbase/seekdb-ecology-pluginsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/oceanbase/seekdb-ecology-plugins/seekdb)<a href="https://agentmods.dev/skills/oceanbase/seekdb-ecology-plugins/seekdb"><img src="https://agentmods.dev/badge/skills/oceanbase/seekdb-ecology-plugins/seekdb/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/oceanbase/seekdb-ecology-plugins/seekdb"><img src="https://agentmods.dev/badge/skills/oceanbase/seekdb-ecology-plugins/seekdb.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00051 | $0.00977 |
| Opus 5.5 | $0.00020 | $0.00391 |
| Sonnet 5.5 | $0.00010 | $0.00195 |
| Haiku 4.5 | $0.00005 | $0.00098 |
Grade A, and why
seekdb-docs scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 85 lines — stays where its author put it; the contents beside it link to each section on GitHub.
seekdb Documentation
Provides access to ~1000 seekdb documentation entries through a catalog-based search system.
Version Info
- Documentation versions covered: V1.0.0, V1.1.0 (merged, latest takes priority)
- Latest version: V1.1.0
- The
branchfield in catalog entries indicates which Git branch hosts the file (used for remote fallback URLs only). It does NOT indicate which seekdb version the content applies to — many docs apply to all versions. - If the user asks about a specific seekdb version, note that this documentation set reflects the latest available content and may not distinguish version-specific differences.
Path Resolution (Do First)
All resource paths are relative to this SKILL.md's location. Resolve the skill directory first:
- Read this SKILL.md to get its absolute path
- Extract the parent directory as
<skill_dir> - Catalog:
<skill_dir>references/seekdb-docs-catalog.jsonl - Docs base:
<skill_dir>seekdb-docs/
Workflow
Step 1: Search Catalog
Grep search (preferred for ~90% of queries):
grep -i "keyword" <skill_dir>references/seekdb-docs-catalog.jsonl
Full catalog load (only when grep returns no results or semantic matching is needed):
- Local:
<skill_dir>references/seekdb-docs-catalog.jsonl - Remote fallback:
https://raw.githubusercontent.com/oceanbase/seekdb-ecology-plugins/main/agent-skills/skills/seekdb/references/seekdb-docs-catalog.jsonl - Format: JSONL — one
{"path": "...", "description": "...", "branch": "..."}per line (~1000 entries)
Step 2: Match Query
- Extract
path,description, andbranchfrom search results - Select entries whose descriptions best match the query semantically (match by meaning, not just keywords)
- Consider multiple matches for comprehensive answers
Step 3: Read Document
Local-first with remote fallback:
- Try local:
<skill_dir>seekdb-docs/[path] - Fallback:
https://raw.githubusercontent.com/oceanbase/seekdb-doc/[branch]/en-US/[path][branch]comes from the catalog entry'sbranchfield (e.g.V1.0.0,V1.1.0)- Docs span multiple version branches; some files only exist in a specific branch
What ships with it
60 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- references/_catalog_hash_cache.json 138 KB
- references/examples.md 3.0 KB
- references/seekdb-docs-catalog.jsonl 394 KB
- scripts/generate_catalog.py 16 KB runs code
- scripts/update_docs.sh 6.5 KB runs code
- seekdb-docs/10.doc-overview.md 5.9 KB
- seekdb-docs/100.get-started/10.overview/10.seekdb-overview.md 9.4 KB
- seekdb-docs/100.get-started/10.seekdb-overview/10.seekdb-overview.md 9.4 KB
- seekdb-docs/100.get-started/100.use-seekdb-with-sql/10.deploy-seekdb-testing-environment.md 18 KB
- seekdb-docs/100.get-started/100.use-seekdb-with-sql/5.experience-vector-search-with-sql.md 7.3 KB
- seekdb-docs/100.get-started/110.use-seekdb-with-skill/100.agent-skills.md 5.0 KB
- seekdb-docs/100.get-started/200.ai-coding/100.building-personal-knowledge-base-through-ai-dialogue-using-seekdb-mcp-server.md 7.0 KB
- seekdb-docs/100.get-started/200.ai-coding/200.building-an-ai-programming-assistant-that-understands-vector-databases-with-seekdb-claude-code.md 8.1 KB
- seekdb-docs/100.get-started/200.ai-coding/300.making-cursor-ai-instantly-understand-seekdb-a-guide-to-using-the-seekdb-cursor-extension.md 5.9 KB
- seekdb-docs/100.get-started/5.changelog/10.changelog.md 4.5 KB
- seekdb-docs/100.get-started/50.use-seekdb-with-sdk/10.experience-vector-search-with-sdk.md 8.6 KB
- seekdb-docs/100.get-started/50.use-seekdb-with-sdk/25.using-seekdb-in-python-sdk.md 12 KB
- seekdb-docs/200.develop/10.develop-overview/10.develop-overview.md 2.0 KB
- seekdb-docs/200.develop/10.overview/10.develop-overview.md 2.0 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/100.connection-methods-overview.md 8.1 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/200.use-client-connect-seekdb/100.connect-to-seekdb-by-using-a-mysql-client.md 3.4 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/100.java/100.connect-to-seekdb-through-spring-boot.md 37 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/100.java/200.connect-to-seekdb-through-spring-batch.md 77 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/100.java/300.connect-to-seekdb-through-spring-jdbc.md 24 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/100.java/400.connect-to-seekdb-through-springjpa.md 47 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/100.java/500.connect-to-seekdb-through-hibernate.md 45 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/100.java/600.connect-to-seekdb-through-mybatis.md 67 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/100.java/700.connect-to-seekdb-through-mysql-connectorJ.md 22 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/200.python/100.mysqlclient-connection-to-seekdb-sample-program.md 21 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/200.python/200.pymysql-connection-to-seekdb-sample-program.md 19 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/200.python/300.mysql-connector-py-connection-to-seekdb-sample-program.md 5.5 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/200.python/400.sqlalchemy-connection-to-seekdb-sample-program.md 6.0 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/200.python/500.django-connection-to-seekdb-sample-program.md 6.7 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/200.python/600.peewee-connection-to-seekdb-sample-program.md 5.6 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/300.c/100.connect-to-the-seekdb-through-mysql-connector-c.md 5.9 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/400.go/100.go-sql-driver-mysql-connection-seekdb-sample-program.md 16 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/400.go/200.gorm-connection-seekdb-example-program.md 21 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/500.php/100.ext-driver-connects-to-seekdb.md 4.0 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/500.php/200.use-mysqli-driver-to-connect-seekdb.md 3.5 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/500.php/300.use-pdo-driver-to-connect-seekdb.md 4.8 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/600.rust/100.rust-connection-to-seekdb-sample-program.md 5.8 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/600.rust/200.sea-connection-seekdb-program.md 7.1 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/700.ruby/100.activerecord-connection-to-seekdb-sample-program.md 3.7 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/700.ruby/200.mysql2-connection-to-seekdb-sample-program.md 4.0 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/300.sample-program/700.ruby/300.sequel-connection-to-seekdb-sample-program.md 4.2 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/400.use-the-database-connection-pool/100.database-connection-pool-configuration.md 7.2 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/400.use-the-database-connection-pool/200.tomcat-connection-pool-configuration-example.md 53 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/400.use-the-database-connection-pool/300.c3p0-connection-pool-configuration-example.md 40 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/400.use-the-database-connection-pool/400.proxool-connection-pool-configuration-example.md 43 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/400.use-the-database-connection-pool/500.hikaricp-connection-pool-configuration-example.md 34 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/400.use-the-database-connection-pool/600.dbcp-connection-pool-example.md 36 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/400.use-the-database-connection-pool/700.commonpool-configuration-example.md 42 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/400.use-the-database-connection-pool/800.druid-connection-pool-configuration-example.md 43 KB
- seekdb-docs/200.develop/100.connect-to-seekdb/400.use-the-database-connection-pool/900.jdbc-connection-pool-configuration-example.md 3.8 KB
- seekdb-docs/200.develop/200.design-database-schema/10.database-schema-overview.md 9.6 KB
- seekdb-docs/200.develop/200.design-database-schema/20.create-database-in-develop.md 4.4 KB
- seekdb-docs/200.develop/200.design-database-schema/30.create-table-in-develop.md 30 KB
- seekdb-docs/200.develop/200.design-database-schema/35.multi-model/100.json/100.json-formatted-data-types.md 1.2 KB
- seekdb-docs/200.develop/200.design-database-schema/35.multi-model/100.json/200.create-a-json-value.md 11 KB
- seekdb-docs/200.develop/200.design-database-schema/35.multi-model/100.json/300.querying-and-modifying-json-values.md 5.2 KB
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 85 lines · 51 tokens per session scan A 769bab5f6050
seekdb-docs is a skill published in the GitHub repository oceanbase/seekdb-ecology-plugins (9 stars, last pushed 5mo ago), licensed Apache-2.0. It adds 51 tokens to every session and 977 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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