Schema ExplorationSAFE
The batteries-included agent harness.
Overview
The batteries-included agent harness.
ecc6bc2ec563OBSERVED · 2026-10-24What it tells the agent
The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.
--- name: schema-exploration description: Lists tables, describes columns and data types, identifies foreign key relationships, and maps entity relationships in a database. Use when the user asks about database schema, table structure, column types, what tables exist, ERD, foreign keys, or how entities relate. --- # Schema Exploration Skill ## Workflow ### 1. List All Tables Use `sql_db_list_tables` tool to see all available tables in the database. This returns the complete list of tables you can query. ### 2. Get Schema for Specific Tables Use `sql_db_schema` tool with table names to examine: - **Column names** - What fields are available - **Data types** - INTEGER, TEXT, DATETIME, etc. - **Sample data** - 3 example rows to understand content - **Primary keys** - Unique identifiers for rows - **Foreign keys** - Relationships to other tables ### 3. Map Relationships Identify how tables connect: - Look for columns ending in "Id" (e.g., CustomerId, ArtistId) - Foreign keys link to primary keys in other tables - Document parent-child relationships ### 4. Answer the Question Provide clear information about: - Available tables and their purpose - Column names and what they contain - How tables relate to each other - Sample data to illustrate content ## Example: "What tables are available?" **Step 1:** Use `sql_db_list_tables` **Response:** ``` The Chinook database has 11 tables: 1. Artist - Music artists 2. Album - Music albums 3. Track - Individual songs 4. Genre - Music genres 5. MediaType - File formats (MP3, AAC, etc.) 6. Playlist - User-created playlists 7. PlaylistTrack - Tracks in playlists 8. Customer - Store customers 9. Employee - Store employees 10. Invoice - Customer purchases 11. InvoiceLine - Individual items in invoices ``` ## Example: "What columns does the Customer table have?" **Step 1:** Use `sql_db_schema` with table name "Customer" **Response:** ``` The Customer table has these columns: - CustomerId (INTEGER) - Primary key, unique customer ID - FirstName (NVARCHAR) - Customer's first name - LastName (NVARCHAR) - Customer's last name - Company (NVARCHAR) - Company name (optional) - Address, City, State, Country, PostalCode - Location fields - Phone (NVARCHAR) - Phone number - Fax (NVARCHAR) - Fax number - Email (NVARCHAR) - Email address - SupportRepId (INTEGER) - Foreign key to Employee table Sample data shows customers like: - Luís Gonçalves from Brazil - Leonie Köhler from Germany - François Tremblay from Canada ``` ## Example: "How do I find revenue by artist?" **Step 1:** Identify tables needed - Artist (has artist names) - Album (links artists to tracks) - Track (links albums to sales) - InvoiceLine (has sales data) - Invoice (has revenue totals) **Step 2:** Map relationships ``` Artist (ArtistId) ↓ 1:many Album (ArtistId, AlbumId) ↓ 1:many Track (AlbumId, TrackId) ↓ 1:many InvoiceLine (TrackId, UnitPrice, Quantity) ``` **Response:** ``` To find revenue by artist, you'll need to: 1. Start with the Artist table 2. JOIN to Album on ArtistId 3. JOIN to Track on AlbumId 4. JOIN to InvoiceLine on TrackId 5. SUM the revenue (UnitPrice * Quantity) 6. GROUP BY artist name This requires the query-writing skill to execute. ``` ## Quality Guidelines **For "list tables" questions:** - Show all table names - Add brief descriptions of what each contains - Group related tables (e.g., music catalog, transactions, people) **For "describe table" questions:** - List all columns with data types - Explain what each column contains - Show sample data for context - Note primary and foreign keys - Explain relationships to other tables **For "how do I query X" questions:** - Identify required tables - Map the JOIN path - Explain the relationship chain - Suggest next steps (use query-writing skill)
Trust audit
SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.
| Layer | What it checks | Result |
|---|---|---|
| L0 | Provenance & inventory | PASS |
| L1 | Static analysis of the code | NA |
| L2 | Instruction surface (what it tells the agent) | PASS |
| L3 | Class-specific surface | PASS |
| L4 | Behavioural (sandbox) | SKIPPED |
What the source does
- Filesystem
- none-observed
- Network
- none-observed
- Shell
- none-observed
- Dependencies
- pinned
- Secrets in source
- none-found
Findings (0)
No findings outside the package's declared scope.
Gates applied: no_behavioural_pass.
ecc6bc2ec563full audit observations/trust-audit/skill/langchain-ai__schema-exploration.json · Report an issue / request a re-scanAudit history
Every audit this skill has had.
| Date | Source | Verdict | Grade | Score | Change |
|---|---|---|---|---|---|
| 2026-10-24 | ecc6bc2ec563 | SAFE | B | 89 | first audit |
Questions
What does the schema-exploration — langchain-ai/deepagents skill do?
The batteries-included agent harness.
Is schema-exploration — langchain-ai/deepagents safe to install?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.
What can schema-exploration — langchain-ai/deepagents access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
How current is this page?
The grade is for one exact copy of the source (ecc6bc2ec563), read on 2026-10-24. The repository is watched, and a new audit runs when it changes — this is the first audit.
Add this badge to your README
Shows this page's audit result and links back to it. It updates when the audit does.
[](https://modelsatlas.com/skills/langchain-ai/schema-exploration/)
Not your listing, or something out of date? Claim or update your listing.