Setup Snowflake
ai-analyst-lab/ai-analyst
First-time Snowflake setup wizard for the NATIVE ConnectionManager path (the connection the analyst actually queries through, with auto-logged provenance).
Agent skill
by jeremylongshore in jeremylongshore/tons-of-skills-marketplace
Pilot a Snowflake authentication modernization without lockouts or credential exposure.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill snowflake-strong-auth-migration-pilot -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace snowflake-strong-auth-migration-pilot --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/.curated/snowflake-strong-auth-migration-pilot .claude/skills/snowflake-strong-auth-migration-pilot && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "snowflake-strong-auth-migration-pilot" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/snowflake-strong-auth-migration-pilot into .claude/skills/snowflake-strong-auth-migration-pilot/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "snowflake-strong-auth-migration-pilot", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/snowflake-strong-auth-migration-pilotType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill snowflake-strong-auth-migration-pilot -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace snowflake-strong-auth-migration-pilot --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/.curated/snowflake-strong-auth-migration-pilot .agents/skills/snowflake-strong-auth-migration-pilot && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "snowflake-strong-auth-migration-pilot" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/snowflake-strong-auth-migration-pilot into .agents/skills/snowflake-strong-auth-migration-pilot/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "snowflake-strong-auth-migration-pilot", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill snowflake-strong-auth-migration-pilot -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace snowflake-strong-auth-migration-pilot --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/.curated/snowflake-strong-auth-migration-pilot .cursor/skills/snowflake-strong-auth-migration-pilot && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "snowflake-strong-auth-migration-pilot" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/snowflake-strong-auth-migration-pilot into .cursor/skills/snowflake-strong-auth-migration-pilot/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "snowflake-strong-auth-migration-pilot", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/jeremylongshore/tons-of-skills-marketplace.git --path skills/.curated/snowflake-strong-auth-migration-pilot--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill snowflake-strong-auth-migration-pilot -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace snowflake-strong-auth-migration-pilot --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/.curated/snowflake-strong-auth-migration-pilot .gemini/skills/snowflake-strong-auth-migration-pilot && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "snowflake-strong-auth-migration-pilot" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/snowflake-strong-auth-migration-pilot into .gemini/skills/snowflake-strong-auth-migration-pilot/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "snowflake-strong-auth-migration-pilot", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install jeremylongshore/tons-of-skills-marketplace snowflake-strong-auth-migration-pilotInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill snowflake-strong-auth-migration-pilot -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/.curated/snowflake-strong-auth-migration-pilot .github/skills/snowflake-strong-auth-migration-pilot && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "snowflake-strong-auth-migration-pilot" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/snowflake-strong-auth-migration-pilot into .github/skills/snowflake-strong-auth-migration-pilot/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "snowflake-strong-auth-migration-pilot", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill snowflake-strong-auth-migration-pilot -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace snowflake-strong-auth-migration-pilot --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/.curated/snowflake-strong-auth-migration-pilot .opencode/skills/snowflake-strong-auth-migration-pilot && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "snowflake-strong-auth-migration-pilot" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/snowflake-strong-auth-migration-pilot into .opencode/skills/snowflake-strong-auth-migration-pilot/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "snowflake-strong-auth-migration-pilot", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
snowflake-strong-auth-migration-pilotPilot a Snowflake authentication modernization without lockouts or credential exposure.
Snowflake Strong Auth Migration Pilot is an agent skill from jeremylongshore/tons-of-skills-marketplace. Pilot a Snowflake authentication modernization without lockouts or credential exposure. Inventory PERSON, SERVICE, and LEGACYSERVICE users; map named workloads to WIF, key pair, OAuth, or bounded PAT; and audit managed MCP/OAuth session controls. Use when replacing Snowflake passwords, reviewing service identities, planning workload identity federation, or scoping MCP OAuth. Trigger with phrases like "Snowflake auth migration", "service user password", "Snowflake WIF", "key pair rotation", or "MCP OAuth role…
Its SKILL.md is about 3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 20 other files, including scripts and reference files (for example `eval-spec.yaml`, `references/current-evidence-contract.md` and `references/cutover-and-recovery.md`). Compatibility notes: Model-agnostic workflow; requires Python 3.10+; optional Snowflake CLI for live read-only evidence collection
It sits in Databases, covering Data warehousing and OAuth and OpenID Connect. It works with Snowflake and Model Context Protocol. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.
7 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadBash(python3:*)From allowed-tools in the SKILL.md frontmatter.
Ships 6 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python3From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Model-agnostic workflow; requires Python 3.10+; optional Snowflake CLI for live read-only evidence collection
From compatibility in the SKILL.md frontmatter.
Snowflake Strong Auth Migration Pilot loads about 3k tokens when it runs, and up to ~7.4k if it reads all its reference files. Until then it costs about 140 tokens; SKILL.md has 1,186 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
The full file from jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 1,186 words, ~2,999 tokens.
.claude/skills/snowflake-strong-auth-migration-pilot/SKILL.md (or your agent's skills folder). This skill also uses 15 other files; get the full folder from GitHub.Convert an uncertain Snowflake identity estate into an owner-backed, least-privilege authentication pilot. The useful unit is a named workload and its runtime—not a blanket account-wide password deadline. The pilot classifies PERSON, SERVICE, LEGACY_SERVICE, and SERVICE_AGENT principals, maps each bound workload to a supported target, and checks that managed MCP/OAuth primary-role scopes, client behavior, and secondary-role controls cannot silently broaden access.
SHOW USERS, delayed
Account Usage USERS, and the latency-settled portion of a bounded trailing
seven-day LOGIN_HISTORY horizon.
Record the final bundle SHA-256 outside the bundle when it crosses the
controlled local collection boundary; an embedded self-checksum is not provenance.This skill's analyzer is offline and intentionally has no credential or token
authentication flow. If live Snowflake evidence is collected, use the
organization's approved session/authentication process and record method names
only; never place credentials in the inventory or report. This skill has no
Edit authority and never edits local source or Snowflake objects. The Python
analyzer may write only the explicitly requested sanitized report path via
--out; never use that capability for credentials or mutation commands.
This package does not provide an MCP server, OAuth client, or token broker. Any connector is configured separately. Supply only sanitized read-only evidence and verify account, edition, connector, client behavior, and feature availability.
SNOWFLAKE_SERVICE rows remain in receipt cap accounting
but are excluded from the operator migration denominator. SERVICE_AGENT
remains an operator-owned service classification.DEFAULT_ROLE, allowed/blocked roles, and
OAUTH_USE_SECONDARY_ROLES. Never collapse those into one invented role list.Read current-evidence-contract.md, then collect all three independent read-only surfaces under the same account, collector identity, primary role, secondary-role configuration, and CLI profile:
AUTH_PROFILE="replace-with-approved-readonly-profile"
python3 "${CLAUDE_SKILL_DIR}/scripts/collect_snowflake_evidence.py" \
--surface auth-current --connection "${AUTH_PROFILE}" \
--output snowflake-auth-current.json
python3 "${CLAUDE_SKILL_DIR}/scripts/collect_snowflake_evidence.py" \
--surface auth --connection "${AUTH_PROFILE}" \
--output snowflake-auth-history.json
python3 "${CLAUDE_SKILL_DIR}/scripts/collect_snowflake_evidence.py" \
--surface auth-login-history --connection "${AUTH_PROFILE}" \
--output snowflake-auth-login-history.jsonDo not use --input-json: offline normalization cannot bind live posture or
execution context. A cap hit, collector error, stale receipt, context mismatch,
privilege-filtered SHOW row, or user-hash drift blocks scoped completeness.
Build one schema-2 bundle containing those receipts, the exact expected
hashed organization-plus-account/user/role authorization context, an explicit digest
coverage denominator, owner-backed users/workloads, and one approved bounded
enforcement window per workload. Operator type and current authentication
method declarations must match receipted posture. Include method names and
booleans only; omit credential values and all canary/break-glass payloads.
Workload names must be unique. MFA posture is a separate factor observation,
not a primary auth_methods value.
The reference defines the exact envelope.
At the controlled local boundary, compute and separately record the final canonical bundle digest:
python3 "${CLAUDE_SKILL_DIR}/scripts/analyze_auth_evidence.py" \
--input snowflake-auth-bundle.json --print-input-sha256The digest is an operator assertion of byte identity, not a signature or collector identity proof. Never place it inside the bundle it authenticates.
Run the evidence-gated analyzer with that out-of-band digest:
python3 "${CLAUDE_SKILL_DIR}/scripts/analyze_auth_evidence.py" \
--input snowflake-auth-bundle.json \
--trusted-input-sha256 sha256:<recorded-digest> \
--out snowflake-auth-pilot.jsonThe wrapper validates exact reviewed SQL hashes, sources, dataset fields,
row counts/caps, live mode, wall-clock freshness, declared authorization context, coverage, and
current/history reconciliation before allowing receipt rows into analysis.
analyze_auth.py remains the metadata-only planning engine; it cannot certify evidence.
Load mcp-oauth-role-scoping.md when an MCP/OAuth integration appears. Verify feature support and live role mapping; the report is not evidence that an integration is enabled.
Produce the dry-run cutover packet. For each workload include owner, current path, selected target, capability evidence, role scope, canary, rollback, and the exact authorized operator/change window. Read cutover-and-recovery.md.
Require both positive and negative receipts: target login and allowed action; old-path rejection only after replacement/recovery; out-of-scope role/object denial; and independent recovery. Keep the current path until receipts are accepted.
MANUAL_REVIEW, not a
guessed migration.Return a JSON report plus a human-readable packet containing:
edit_authority: false, and separately
tested break-glass/canary evidence;| Condition | Response |
|---|---|
| Missing/mismatched out-of-band digest | Quarantine receipt rows and return UNTRUSTED, INVALID_TRUST_ANCHOR, or DIGEST_MISMATCH. |
| SHOW-only, stale, capped, errored, or context-mismatched evidence | Block scoped completeness and cutover approval; recollect all required surfaces. |
| Raw username, email, IP, event ID, factor ID, connection ID, or free-form error appears in receipt rows | Reject the receipt; use only the reviewed pseudonymous projection. |
| Credential-bearing field appears | Stop; remove it and rerun with metadata only. |
| Service has no workload/owner | Do not disable it; open ownership discovery. |
| WIF support is not proven | Treat supported_auth as an unverified operator declaration; verify the exact runtime, driver, connector, integration, and target login before approval. |
| MCP OAuth controls are missing or broad | Stop; capture scopes, client behavior, default role/warehouse, allow/block lists, and secondary-role mode. |
| Canary or recovery test fails | Preserve the current path, use the approved recovery route, and record the failure. |
| User requests mass disable/rotation | Convert to a staged, owner-approved packet; this skill does not execute mutations. |
Declare a password-backed ETL_SVC as LEGACY_SERVICE, bind it to etl-prod, and list only supported
target methods such as ["WIF", "KEY_PAIR"]. The analyzer selects WIF first,
then requires canary login, allowed-action, denied-old-path, and recovery receipts.
Declare OAUTH_SCOPES_SUPPORTED, whether the client requests a named role or
session:role:all, the user's DEFAULT_ROLE and DEFAULT_WAREHOUSE, the
integration allow/block lists, and OAUTH_USE_SECONDARY_ROLES. A missing or
overbroad control stops the packet; the analyzer never broadens it.
© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 15 other files (scripts, references) in skills/.curated/snowflake-strong-auth-migration-pilot of jeremylongshore/tons-of-skills-marketplace.
Open the folder on GitHubat commit cfae287
Snowflake Strong Auth Migration Pilot next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Snowflake Strong Auth Migration Pilot this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~3k | Automated safety check: Pass | MIT | |
| Setup Snowflakeai-analyst-lab/ai-analyst | 304 | — | ~2k | Automated safety check: Notes | MIT | |
| Migrating To Amazon Redshiftaws/agent-toolkit-for-aws | 2.8k | — | ~2.7k | Automated safety check: Notes | Apache-2.0 | |
| Setup Snowflakeopenshift-eng/ai-helpers | 120 | — | ~1.9k | Automated safety check: Notes | Apache-2.0 | |
| Agent BomLeoYeAI/openclaw-master-skills | 2.2k | — | ~4.4k | Automated safety check: Pass | Apache-2.0 | |
| Clickhouse Best Practicesvemetric/vemetric | 395 | 2 repos | ~2.6k | Automated safety check: Pass | Apache-2.0 |
ai-analyst-lab/ai-analyst
First-time Snowflake setup wizard for the NATIVE ConnectionManager path (the connection the analyst actually queries through, with auto-logged provenance).
aws/agent-toolkit-for-aws
Guides an end-to-end data-warehouse migration to Amazon Redshift — discovery, schema/SQL/stored-procedure/macro/script conversion, data migration, validation, performance comparison, and reporting.
openshift-eng/ai-helpers
This skill should be used before any Snowflake command to verify MCP connectivity, guide users through access provisioning, and set the session context.
LeoYeAI/openclaw-master-skills
Open security platform for agentic infrastructure — broad scanning plus MCP discovery, CVEs, blast radius, SBOMs, CIS benchmarks (AWS, Azure, GCP, Snowflake), OWASP/NIST/MITRE compliance, AISVS…
vemetric/vemetric
MUST USE when reviewing ClickHouse schemas, queries, or configurations.
sidequery/sidemantic
Build interactive analytics webapps, demos, dashboards, or embedded app surfaces from Sidemantic semantic models using copyable component primitives and deterministic query inspection.
jeremylongshore/tons-of-skills-marketplace
Execute this skill enables AI assistant to conduct a security-focused code review using the security-agent plugin.
jeremylongshore/tons-of-skills-marketplace
Build this skill automates the adaptation of pre-trained machine learning models using transfer learning techniques.
jeremylongshore/tons-of-skills-marketplace
Execute proactive auto-loading: automatically detects and loads agents.md files.
jeremylongshore/tons-of-skills-marketplace
Aggregate and centralize performance metrics from applications, systems, databases, caches, and services.
jeremylongshore/tons-of-skills-marketplace
Execute this skill enables AI assistant to analyze capacity requirements and plan for future growth.
jeremylongshore/tons-of-skills-marketplace
Process use when you need to work with database indexing. An agent skill from jeremylongshore/tons-of-skills-marketplace.
Works with
Categories
Pilot a Snowflake authentication modernization without lockouts or credential exposure. Snowflake Strong Auth Migration Pilot is an agent skill from jeremylongshore/tons-of-skills-marketplace. Pilot a Snowflake authentication modernization without lockouts or credential exposure.
Snowflake Strong Auth Migration Pilot fits situations like: replacing Snowflake passwords; reviewing service identities; planning workload identity federation; scoping MCP OAuth.
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill snowflake-strong-auth-migration-pilot -a claude-code`. Or copy the skill folder (skills/.curated/snowflake-strong-auth-migration-pilot in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/snowflake-strong-auth-migration-pilot in your project. Claude Code loads it when a task matches its description.
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill snowflake-strong-auth-migration-pilot -a codex`. Or copy the skill folder (skills/.curated/snowflake-strong-auth-migration-pilot in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/snowflake-strong-auth-migration-pilot in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill snowflake-strong-auth-migration-pilot -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/snowflake-strong-auth-migration-pilot, .gemini/skills/snowflake-strong-auth-migration-pilot, .github/skills/snowflake-strong-auth-migration-pilot and .opencode/skills/snowflake-strong-auth-migration-pilot in your project.
Going by SKILL.md and its folder, Snowflake Strong Auth Migration Pilot needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Bash(python3:*). Compatibility (from SKILL.md): Model-agnostic workflow; requires Python 3.10+; optional Snowflake CLI for live read-only evidence collection.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Snowflake Strong Auth Migration Pilot is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 3k tokens (SKILL.md is roughly 12k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 4.4k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Snowflake Strong Auth Migration Pilot: Setup Snowflake (ai-analyst-lab/ai-analyst, 304 stars), Migrating To Amazon Redshift (aws/agent-toolkit-for-aws, 2.8k stars), Setup Snowflake (openshift-eng/ai-helpers, 120 stars) and Agent Bom (LeoYeAI/openclaw-master-skills, 2.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,827 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 10, 2026.
Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.