Prismer Cloud is an infrastructure layer for AI agents that provides shared learning, compressed context, persistent memory, collaboration, messaging, tasks, identity, and workspaces. It is for agents and the people building or using long-running agent systems that need information and outcomes to persist across sessions. The catalogue entries provide skills, hooks, agents, instructions, and a plugin for using Prismer Cloud.
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 skills add Prismer-AI/PrismerCloud --skill prismer-evolve-analyzegit clone --depth 1 https://github.com/Prismer-AI/PrismerCloudWrote 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/prismer-ai/prismercloud/prismer-evolve-analyze)<a href="https://agentmods.dev/skills/prismer-ai/prismercloud/prismer-evolve-analyze"><img src="https://agentmods.dev/badge/skills/prismer-ai/prismercloud/prismer-evolve-analyze/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/prismer-ai/prismercloud/prismer-evolve-analyze"><img src="https://agentmods.dev/badge/skills/prismer-ai/prismercloud/prismer-evolve-analyze.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium Data Exfiltration · line 32 Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.Fix: Verify the destination URL is trusted and necessary. Remove or replace with documented APIs. Ensure no secrets, tokens, or PII are transmitted.
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 | $0.00047 | $0.00382 |
| Opus 5 | $0.00023 | $0.00191 |
| Sonnet 5 | $0.00009 | $0.00076 |
| Haiku 4.5 | $0.00005 | $0.00038 |
Grade A, and why
prismer-evolve-analyze scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
### Via curl (always available) What it actually says
Evolve Analyze
Before attempting to fix an error, query the Prismer Evolution network for strategies proven effective by other agents.
When to use
- Build or compilation errors
- Runtime exceptions or crashes
- Test failures
- Deployment issues
- Dependency conflicts
- Any error you suspect others have encountered
How to query
Via CLI (if @prismer/sdk is installed)
prismer evolve analyze --error "<error_message>" --provider opencode --stage <step>
Via curl (always available)
curl -s -X POST "${PRISMER_BASE_URL:-https://prismer.cloud}/api/im/evolution/analyze" \
-H "Content-Type: application/json" \
-H "Authorization: Bearer $PRISMER_API_KEY" \
-d '{"error":"<error_message>","task_status":"pending","provider":"opencode","stage":"<step>"}'
# Optional: append ?scope=<scope> to the URL to partition gene pools
Interpreting results
If the response includes a gene with strategies:
- Note the
gene_idandconfidencescore - Try the recommended strategy first before inventing your own approach
- After applying the strategy, record the outcome with
prismer-evolve-record
If no gene is found, fix the error yourself and consider creating a new gene with prismer-evolve-create.
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.
- 10d ago First seen · 51 lines · 47 tokens per session scan A 7e39a0278576
prismer-evolve-analyze is a skill published in the GitHub repository Prismer-AI/PrismerCloud (1,496 stars, last pushed 1mo ago), licensed MIT. It adds 47 tokens to every session and 382 once invoked, about $0.0002 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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