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 agentmods add skills/nostrband/servicegraph/find-software-developernpx skills add nostrband/ServiceGraph --skill find-software-developergit clone --depth 1 https://github.com/nostrband/ServiceGraphWrote 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/nostrband/servicegraph/find-software-developer)<a href="https://agentmods.dev/skills/nostrband/servicegraph/find-software-developer"><img src="https://agentmods.dev/badge/skills/nostrband/servicegraph/find-software-developer.svg" alt="Measured on agentmods" 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 | $0.00219 | $0.03189 |
| Opus 5 | $0.00110 | $0.01595 |
| Sonnet 5 | $0.00044 | $0.00638 |
| Haiku 4.5 | $0.00022 | $0.00319 |
Grade A, and why
find-software-developer scanned grade A with 1 finding 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 3d 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
Any HTTP client works (curl, fetch, requests). Examples below use curl. How it starts
The opening of the file, as written. The whole thing — 258 lines — stays where its author put it; the contents beside it link to each section on GitHub.
find-software-developer
Drive the ServiceGraph API (https://api.servicegraph.co) to find,
shortlist, and enrich US software development firms via the
pro_services dataset. The catalog has tens of thousands of US
IT-services firms tagged across ~21 service sub-tags including
web-development, mobile-app-development, api-integration
(singular), devops-services, cloud-services, system-integration,
application-modernization, staff-augmentation, and
managed-services.
The catalog has no custom-software, devops, api-integrations
(plural), or hosting tag — for those user-facing concepts, pin
application-modernization + web-development (for custom software),
devops-services, or api-integration (singular) as the closest tags
and add the keyword.
Always pin industry:it_services. This skill exists to do that
automatically — the user shouldn't have to think about catalog
taxonomy.
Any HTTP client works (curl, fetch, requests). Examples below use curl.
Sibling skills — defer when scope is narrow
- Strictly website / landing-page work (build or refresh a marketing site, simple WordPress) →
find-web-developer. If unsure, this skill is the safer default — it covers web dev too. - AI/ML modeling specifically (recommendation engines, LLM apps, ML pipelines as the core deliverable) →
find-ai-consultancy. Those firms live in a sibling industry (data_ai_consulting), notit_services. - Strictly marketing work (SEO, paid media, branding, content) →
find-marketing-agencyorfind-seo-agency.
MCP server (preferred for authed calls)
If your harness has the ServiceGraph MCP server loaded (tools
containing servicegraph), prefer those — OAuth 2.1 + PKCE keeps the
token in the harness sandbox. Otherwise use the REST flow below.
API surface (dataset id: pro_services)
Every endpoint requires the bearer (Authorization: Bearer vk_…).
No anonymous tier.
| Endpoint | Cost | Use it for |
|---|---|---|
GET /v1/datasets/pro_services/fields[?include_values=1] |
free | Confirm it_services industry value and sub-tag names. |
GET /v1/datasets/pro_services/check?filter=… |
free | Validate filter. |
POST /v1/datasets/pro_services/translate-intent |
free | {intent} → DSL filter + sanity count. |
GET /v1/datasets/pro_services/search?filter=…&limit= |
free | Brief firm cards + per-row unlock hint + total. |
GET /v1/datasets/pro_services/:apex |
free | One row brief; detail only if unlocked. |
POST /v1/datasets/pro_services/unlocks |
10 credits / firm | {apexes:[...]} ≤100; atomic; 30-day TTL on detail. |
GET /v1/me/credits |
free | Balance. |
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.
- 3d ago First seen · 258 lines · 219 tokens per session scan A 8fb210a577f0
find-software-developer is a skill published in the GitHub repository nostrband/ServiceGraph (61 stars, last pushed 3mo ago), licensed MIT. It adds 219 tokens to every session and 3,189 once invoked, about $0.0011 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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