Gemini Live API Dev
google-gemini/gemini-skills
A skill your agent uses when building real-time, bidirectional streaming applications with the Gemini Live API, or migrating legacy Live models (2.0/2.5/3.1) to Gemini 3.8 Live.
Specialized integration evaluator for the Evaluate-Loop. An agent skill from Ibrahim-3d/orchestrator-supaconductor.
Install Eval Integration
$ npx skills add Ibrahim-3d/orchestrator-supaconductor --skill eval-integration -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Ibrahim-3d/orchestrator-supaconductor eval-integration --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/Ibrahim-3d/orchestrator-supaconductor.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/eval-integration .claude/skills/eval-integration && 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 "eval-integration" agent skill from https://github.com/Ibrahim-3d/orchestrator-supaconductor/tree/master/skills/eval-integration into .claude/skills/eval-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "eval-integration", 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/Ibrahim-3d/orchestrator-supaconductor/tree/master/skills/eval-integrationType 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 Ibrahim-3d/orchestrator-supaconductor --skill eval-integration -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Ibrahim-3d/orchestrator-supaconductor eval-integration --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ibrahim-3d/orchestrator-supaconductor.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/eval-integration .agents/skills/eval-integration && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "eval-integration" agent skill from https://github.com/Ibrahim-3d/orchestrator-supaconductor/tree/master/skills/eval-integration into .agents/skills/eval-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "eval-integration", 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 Ibrahim-3d/orchestrator-supaconductor --skill eval-integration -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Ibrahim-3d/orchestrator-supaconductor eval-integration --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ibrahim-3d/orchestrator-supaconductor.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/eval-integration .cursor/skills/eval-integration && 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 "eval-integration" agent skill from https://github.com/Ibrahim-3d/orchestrator-supaconductor/tree/master/skills/eval-integration into .cursor/skills/eval-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "eval-integration", 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/Ibrahim-3d/orchestrator-supaconductor.git --path skills/eval-integration--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 Ibrahim-3d/orchestrator-supaconductor --skill eval-integration -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Ibrahim-3d/orchestrator-supaconductor eval-integration --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ibrahim-3d/orchestrator-supaconductor.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/eval-integration .gemini/skills/eval-integration && 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 "eval-integration" agent skill from https://github.com/Ibrahim-3d/orchestrator-supaconductor/tree/master/skills/eval-integration into .gemini/skills/eval-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "eval-integration", 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 Ibrahim-3d/orchestrator-supaconductor eval-integrationInstalls 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 Ibrahim-3d/orchestrator-supaconductor --skill eval-integration -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Ibrahim-3d/orchestrator-supaconductor.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/eval-integration .github/skills/eval-integration && 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 "eval-integration" agent skill from https://github.com/Ibrahim-3d/orchestrator-supaconductor/tree/master/skills/eval-integration into .github/skills/eval-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "eval-integration", 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 Ibrahim-3d/orchestrator-supaconductor --skill eval-integration -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Ibrahim-3d/orchestrator-supaconductor eval-integration --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ibrahim-3d/orchestrator-supaconductor.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/eval-integration .opencode/skills/eval-integration && 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 "eval-integration" agent skill from https://github.com/Ibrahim-3d/orchestrator-supaconductor/tree/master/skills/eval-integration into .opencode/skills/eval-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "eval-integration", 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.
Facts
- Skill name
eval-integration- GitHub stars
- 380
- Token cost
- ~1.8k tokens
- SKILL.md length
- 473 words
- Files
- 1
- Skills in repo
- 27
- Repo updated
- First seen
- Licence
- AGPL-3.0
At a glance
Specialized integration evaluator for the Evaluate-Loop. An agent skill from Ibrahim-3d/orchestrator-supaconductor.
- Works in 5 steps: Track's spec.md and plan.md → Environment config (.env.example, env… → API client code (src/lib/) → …
- Tasks that involve Authentication
- SKILL.md covers When This Evaluator Is Used, Inputs Required, Evaluation Passes (6 checks) and Verdict Template, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Eval Integration is an agent skill from Ibrahim-3d/orchestrator-supaconductor. Specialized integration evaluator for the Evaluate-Loop. Use this for evaluating tracks that integrate external services — Supabase auth/DB, Stripe payments, Gemini API, third-party APIs. Checks API contracts, auth flows, data persistence, error recovery, environment config, and end-to-end flow integrity. Dispatched by loop-execution-evaluator when track type is 'integration', 'auth', 'payments', or 'api'. Triggered by: 'evaluate integration', 'test auth flow', 'check API', 'verify payments'.
Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Backend & APIs, covering Authentication, API design and Third-party API integration. It works with Supabase, Stripe and Google Gemini. The repository describes itself as: Multi-agent orchestration system for Claude Code with parallel execution, automated quality gates, Board of Directors, and bundled Superpowers skills. The licence is AGPL-3.0.
When your agent uses it
- Tasks that involve Authentication
- Tasks that involve API design
- Tasks that involve Third-party API integration
Example prompts
- “integration”
- “payments”
- “. Triggered by:”
- “/eval-integration”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Track's spec.md and plan.md
- Environment config (.env.example, env variable documentation)
- API client code (src/lib/)
- Database schema (if Supabase)
- Webhook handlers (if Stripe)
What it can do on your machine
Read from SKILL.md and the folder at commit 76c9b10. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown and sql).
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Eval Integration loads about 1.8k tokens when it runs. Until then it costs about 129 tokens; SKILL.md has 473 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.
Safety
Auto-check passed
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); files beside SKILL.md are not scanned.
SKILL.md
The full file from Ibrahim-3d/orchestrator-supaconductor at commit 76c9b10, republished under its AGPL-3.0 licence (© Ibrahim-3d). 473 words, ~1,769 tokens.
Download SKILL.mdSave it as
.claude/skills/eval-integration/SKILL.md (or your agent's skills folder).- name
- eval-integration
- description
- Specialized integration evaluator for the Evaluate-Loop. Use this for evaluating tracks that integrate external services — Supabase auth/DB, Stripe payments, Gemini API, third-party APIs. Checks API contracts, auth flows, data persistence, error recovery, environment config, and end-to-end flow integrity. Dispatched by loop-execution-evaluator when track type is 'integration', 'auth', 'payments', or 'api'. Triggered by: 'evaluate integration', 'test auth flow', 'check API', 'verify payments'.
Integration Evaluator Agent
Specialized evaluator for tracks that integrate external services — Supabase, Stripe, Gemini, or any third-party API.
When This Evaluator Is Used
Dispatched by loop-execution-evaluator when the track involves:
- Authentication or database integration
- Payment processing integration
- AI/ML API integration
- Any external API connection
Inputs Required
- Track's
spec.mdandplan.md - Environment config (
.env.example, env variable documentation) - API client code (
src/lib/) - Database schema (if Supabase)
- Webhook handlers (if Stripe)
Evaluation Passes (6 checks)
Pass 1: API Contract Verification
| Check | What to Look For |
|---|---|
| Request shapes | API calls send correct payload structure |
| Response handling | Responses parsed with correct types |
| Error responses | 4xx/5xx errors handled with user-friendly messaging |
| Rate limits | Rate limit handling present (retry, backoff, queue) |
| Timeout | Reasonable timeout set on API calls |
| Auth headers | Bearer token / API key sent correctly |
### API Contracts: PASS ✅ / FAIL ❌
- Endpoints verified: [count]
- Missing error handling: [list]
- Type mismatches: [list]Pass 2: Authentication Flow
| Check | What to Look For |
|---|---|
| Sign up | Creates user, stores token, redirects to dashboard |
| Sign in | Validates credentials, stores token, redirects |
| Sign out | Clears token, redirects to home |
| Token refresh | Handles expired tokens (refresh or re-auth) |
| Protected routes | Unauthenticated users redirected to login |
| OAuth | Third-party login flow (if applicable) |
### Auth Flow: PASS ✅ / FAIL ❌
- Flows tested: [sign up / sign in / sign out / token refresh]
- Broken flows: [list]
- Token handling: [correct / issues]Pass 3: Data Persistence & Schema Hygiene
CRUD Operations:
| Check | What to Look For |
|---|---|
| Create | Data saved correctly to database/storage |
| read_file | Data retrieved and rendered correctly |
| Update | Changes persisted on save |
| Delete | Records removed, UI reflects deletion |
| Relationships | Foreign keys / joins working correctly |
| Storage | File uploads stored and retrievable (if applicable) |
Database Schema Quality (MANDATORY for all new tables/migrations):
| Check | Requirement | Why |
|---|---|---|
| Timestamps | created_at, updated_at on ALL mutable tables | Debugging, audit trail, cache invalidation |
| Primary keys | UUID with default OR auto-increment | Data uniqueness |
| Foreign keys | Explicit cascade rules (on delete cascade) | Prevent orphaned data |
| Indexes | Index ALL foreign keys | Query performance |
| Null constraints | New columns nullable OR have defaults | Backward compatibility |
| Unique constraints | Composite uniques where needed | Data integrity |
| Version history | JSONB column for flexible history | Schema evolution |
Schema Anti-Patterns to Flag:
-- ❌ BAD: No timestamps
create table brands (
id uuid primary key,
name text
);
-- ✅ GOOD: Complete schema
create table brands (
id uuid primary key default gen_random_uuid(),
name text not null,
created_at timestamptz default now() not null,
updated_at timestamptz default now() not null
);
-- ❌ BAD: Foreign key without cascade
brand_id uuid references brands(id)
-- ✅ GOOD: Explicit cascade
brand_id uuid references brands(id) on delete cascade not null
-- ❌ BAD: New required column (breaks existing data)
alter table assets add column image_url text not null;
-- ✅ GOOD: Nullable or has default
alter table assets add column locked boolean default false;### Data Persistence & Schema: PASS ✅ / FAIL ❌
- CRUD operations: [which work / which fail]
- Data integrity: [any corruption or loss]
- Storage: [files accessible / issues]
- **Tables missing timestamps: [count] — [list]**
- **Foreign keys without indexes: [count] — [list]**
- **Migrations without defaults: [count] — [list]**
- **Orphaned data risk: [YES/NO — describe]**Show full SKILL.md (155 more words)Show less
Pass 4: Error Recovery
| Check | What to Look For |
|---|---|
| Network failure | Offline/timeout → user sees error, can retry |
| Invalid data | Malformed responses → graceful fallback |
| Auth failure | Expired token → redirect to login, not crash |
| Payment failure | Declined card → clear message, can retry |
| API down | Service unavailable → error state, not blank screen |
| Partial failure | One API fails, others still work |
### Error Recovery: PASS ✅ / FAIL ❌
- Scenarios tested: [list]
- Unhandled failures: [list]
- User messaging: [clear / missing]Pass 5: Environment Configuration
| Check | What to Look For |
|---|---|
.env.example | All required variables documented |
| No secrets in code | No API keys, tokens, or passwords in source files |
| Environment switching | Dev/staging/prod configs separate |
| Missing vars | App handles missing env vars gracefully (error, not crash) |
### Environment: PASS ✅ / FAIL ❌
- Variables documented: [YES/NO]
- Secrets in code: [NONE / list files with exposed secrets]
- Missing var handling: [graceful / crashes]Pass 6: End-to-End Flow
Walk through the complete user journey that involves this integration:
| Flow | Steps to Verify |
|---|---|
| Auth flow | Landing → Sign Up → Verify → Dashboard |
| Payment flow | Select plan → Checkout → Payment → Confirmation |
| Generation flow | Form → Generate → View → Download |
### E2E Flow: PASS ✅ / FAIL ❌
- Flow tested: [describe]
- Steps completed: [X]/[Y]
- Broken at step: [which step, if any]Verdict Template
## Integration Evaluation Report
**Track**: [track-id]
**Evaluator**: eval-integration
**Date**: [YYYY-MM-DD]
**Service**: [Supabase/Stripe/Gemini/etc.]
### Results
| Pass | Status | Issues |
|------|--------|--------|
| 1. API Contracts | PASS/FAIL | [details] |
| 2. Auth Flow | PASS/FAIL | [details] |
| 3. Data Persistence | PASS/FAIL | [details] |
| 4. Error Recovery | PASS/FAIL | [details] |
| 5. Environment | PASS/FAIL | [details] |
| 6. E2E Flow | PASS/FAIL | [details] |
### Verdict: PASS ✅ / FAIL ❌
[If FAIL, list specific fix actions for loop-fixer]Handoff
- PASS → Return to
loop-execution-evaluator→ Conductor marks complete - FAIL → Return to
loop-execution-evaluator→ Conductor dispatchesloop-fixer
© Ibrahim-3d, AGPL-3.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/eval-integration of Ibrahim-3d/orchestrator-supaconductor.
Open the folder on GitHubat commit 76c9b10
Compare with similar skills
Eval Integration 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 |
|---|---|---|---|---|---|---|
| Eval Integration this skillIbrahim-3d/orchestrator-supaconductor | 380 | — | ~1.8k | Automated safety check: Pass | AGPL-3.0 | |
| Gemini Live API Devgoogle-gemini/gemini-skills | 4.3k | — | ~4.6k | Automated safety check: Pass | Apache-2.0 | |
| API Contract ReviewTencentCloudBase/CloudBase-AI-Toolkit | 1.1k | — | ~1.5k | Automated safety check: Pass | MIT | |
| API ForgeEliasOulkadi/shokunin | 114 | — | ~2.9k | Automated safety check: Pass | MIT | |
| Payment Testingpetrkindlmann/qa-skills | 165 | — | ~4.9k | Automated safety check: Pass | MIT | |
| DeepChat Provider IntegrationThinkInAIXYZ/deepchat | 6.4k | 1 repos | ~1.2k | Automated safety check: Pass | Apache-2.0 |
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Related
Works with
Categories
Questions about Eval Integration
What does Eval Integration do?
Specialized integration evaluator for the Evaluate-Loop. An agent skill from Ibrahim-3d/orchestrator-supaconductor. Eval Integration is an agent skill from Ibrahim-3d/orchestrator-supaconductor. Specialized integration evaluator for the Evaluate-Loop.
When should I use Eval Integration?
Eval Integration fits situations like: tasks that involve Authentication; tasks that involve API design; tasks that involve Third-party API integration.
How do I install Eval Integration in Claude Code?
Run `npx skills add Ibrahim-3d/orchestrator-supaconductor --skill eval-integration -a claude-code`. Or copy the skill folder (skills/eval-integration in Ibrahim-3d/orchestrator-supaconductor) into .claude/skills/eval-integration in your project. Claude Code loads it when a task matches its description.
How do I install Eval Integration in Codex?
Run `npx skills add Ibrahim-3d/orchestrator-supaconductor --skill eval-integration -a codex`. Or copy the skill folder (skills/eval-integration in Ibrahim-3d/orchestrator-supaconductor) into .agents/skills/eval-integration in your project. Codex loads it when a task matches its description.
Can I use Eval Integration in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Ibrahim-3d/orchestrator-supaconductor --skill eval-integration -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/eval-integration, .gemini/skills/eval-integration, .github/skills/eval-integration and .opencode/skills/eval-integration in your project.
What does Eval Integration need to run?
SKILL.md names no scripts, command-line tools or credentials: Eval Integration is instructions for the agent only.
Does Eval Integration access the network?
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.
Is Eval Integration safe to install?
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. Review the folder before installing.
What licence does Eval Integration use?
Eval Integration is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Eval Integration use?
About 1.8k tokens (SKILL.md is roughly 7.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Eval Integration?
Skills that share tags, products or a category with Eval Integration: Gemini Live API Dev (google-gemini/gemini-skills, 4.3k stars), API Contract Review (TencentCloudBase/CloudBase-AI-Toolkit, 1.1k stars), API Forge (EliasOulkadi/shokunin, 114 stars) and Payment Testing (petrkindlmann/qa-skills, 165 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Eval Integration?
Ibrahim-3d (a GitHub user) maintains it in Ibrahim-3d/orchestrator-supaconductor, which has 380 GitHub stars. The repository holds 27 skills in this directory. The repository was last updated on September 27, 2026.
Source: Ibrahim-3d/orchestrator-supaconductor on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.