Borrowing it
Nothing to install: this file belongs to amikai/openings-mcp. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/amikai/openings-mcp/main/.agents/skills/integrate-new-provider/SKILL.mdgit clone --depth 1 https://github.com/amikai/openings-mcpWrote 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/amikai/openings-mcp/integrate-new-provider)<a href="https://agentmods.dev/skills/amikai/openings-mcp/integrate-new-provider"><img src="https://agentmods.dev/badge/skills/amikai/openings-mcp/integrate-new-provider/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/amikai/openings-mcp/integrate-new-provider"><img src="https://agentmods.dev/badge/skills/amikai/openings-mcp/integrate-new-provider.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00104 | $0.03059 |
| Opus 5.5 | $0.00042 | $0.01224 |
| Sonnet 5.5 | $0.00021 | $0.00612 |
| Haiku 4.5 | $0.00010 | $0.00306 |
Grade A, and why
integrate-new-provider 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 2mo 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 — 223 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Integrate a New Provider
Overview
Every provider follows the same pipeline: recon (find and rank the site's real data surface) → capture fixtures → build a client that matches that surface → provider package with fixture-replaying tests → debug CLI → MCP surface (ATS adapter or dedicated tools, wired into the server).
For JSON REST, the client path is: minimal OpenAPI spec → ogen-generated client. For GraphQL, HTML, SSR-embedded state, RSS/Atom, or JSON Feed, write a hand-rolled client instead — do not force ogen. Work the stages in order; each builds on the previous one's verified output. The integration is done when the provider is reachable through the MCP server, not when the debug CLI works — if a session stops before the surface stage, hand off the remaining stages explicitly.
SmartRecruiters (internal/provider/smartrecruiters, cmd/smartrecruiters)
is the most recent ogen/JSON worked example. Spec-less hand-written clients
in-tree: LinkedIn, jobindex, join, iCIMS, SuccessFactors, UltiPro (HTML /
GraphQL / __NEXT_DATA__).
Pick the MCP Surface
- Multi-company ATS (one API, many tenants/boards): implement
internal/ats.Adapterso companies join the unifiedsearch_jobs_by_companytools. Examples: workday, greenhouse, lever, ashby. - Single site or job board: dedicated
<name>_search_jobs/<name>_get_job_detailMCP tools ininternal/openingsmcp/<name>.go. Examples: job104, cake, google, tsmc, linkedin.
RSS/Atom and most niche boards land on dedicated tools unless each tenant has a stable, roster-able feed URL and multi-company routing is worth it.
Pipeline
- Spec hunt — WebSearch for an official OpenAPI/Swagger spec or developer API docs before reverse-engineering anything (e.g. " API openapi spec", " developer docs"). An official spec beats a hand-derived one: fewer wrong guesses about types, nullability, and pagination. If one exists, trim it down to the endpoints you need rather than writing from scratch. Official or not, the spec still gets verified against captured traffic in the next step — vendor specs drift from what the public endpoints actually return. No official docs does not mean no integration; it means recon (step 2) owns the surface choice.
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.
- 2mo ago First seen · 223 lines · 104 tokens per session scan A e6fddc10b4bc
integrate-new-provider is a skill published in the GitHub repository amikai/openings-mcp (108 stars, last pushed 11d ago), licensed MIT. It adds 104 tokens to every session and 3,059 once invoked, about $0.0004 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 2026-08-30.
integrate-new-provider compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| integrate-new-provideramikai/openings-mcp | Skill | 108 | 11d ago | MIT | A | 104 | Claude Code, Codex |
| diagnose-connectivitypyworkload/3x-ui-mcp | Skill | 7 | 21d ago | MIT | A | 83 | Claude Code, Codex |
| keycloak-migration-doctorsky-cloak/skycloak-mcp | Skill | 1 | yesterday | Apache-2.0 | A | 72 | Claude Code, Codex |
| add-sdk-methodopen-metadata/ai-sdk | Skill | 15 | yesterday | none | A | 49 | Claude Code |
| api-contextcyanheads/pubchem-mcp-server | Skill | 12 | 9d ago | Apache-2.0 | A | 84 | Claude Code |
| api-errorscyanheads/pubchem-mcp-server | Skill | 12 | 9d ago | Apache-2.0 | A | 54 | Claude Code |
| golang-ginPlazmodium/odin-workflow | Skill | 0 | 5mo ago | MIT | A | 15 | Claude Code, Codex |