Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/CodeAlive-AI/ai-driven-developmentnpx agentmods add skills/codealive-ai/ai-driven-development/fpf-problem-solvingWrote 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/codealive-ai/ai-driven-development/fpf-problem-solving)<a href="https://agentmods.dev/skills/codealive-ai/ai-driven-development/fpf-problem-solving"><img src="https://agentmods.dev/badge/skills/codealive-ai/ai-driven-development/fpf-problem-solving/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/codealive-ai/ai-driven-development/fpf-problem-solving"><img src="https://agentmods.dev/badge/skills/codealive-ai/ai-driven-development/fpf-problem-solving.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 | $0.00221 | $0.04287 |
| Opus 5.5 | $0.00088 | $0.01715 |
| Sonnet 5.5 | $0.00044 | $0.00857 |
| Haiku 4.5 | $0.00022 | $0.00429 |
Grade A, and why
fpf-problem-solving 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 yesterday.
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 — 190 lines — stays where its author put it; the contents beside it link to each section on GitHub.
First Principles Framework (FPF) Library
A transdisciplinary architecture for reasoning — an "Operating System for Thought" that turns raw intelligence, human or machine, into organisationally usable reasoning: bounded contexts, auditable artefacts, multi-view descriptions and disciplined hand-offs.
The Library has two layers, both stored locally:
- FPF Core (
sections/) — transdisciplinary patterns with IDs such asA.7,C.11.DUA,F.19. - 36 domain frameworks (DPFs) (
dpfs/) — methods of one field, with IDs such asGOALS.7,STR.18,RMP.7, most of them grouped into four Suites (Management, Engineering, Foundational Thinking, Human Capability Engineering). A DPF method builds on the Core patterns it names.
When to use
Use FPF whenever you need to think more rigorously than the situation's default:
- Apply a named FPF or DPF pattern (F.19, C.11.DUA, GOALS.7) to the current text, answer or task
- Repair a recurring trouble in work with an agent: hedging instead of judgment, a lost original question, restarting after a handoff, look-alike alternatives, a plan passed off as done work
- Answer a field question — strategy, OKR, operations, research, engineering, teaching — with that field's framework
- Decompose a messy, cross-domain problem; identify the system that acts or changes; keep a plan, a description and a running system apart
- Decide under uncertainty: real alternatives, quality defined before comparing, causal claims checked, a decision reconsidered when its basis changes
- Find, qualify, steer or improve a way of working: methods, the next action, resuming work, removing ceremony, checklists, capability
- Architect systems and compare structures; rewrite, shorten, explain or publish an account without losing what matters
- Check sources and evidence: what to read, what an author means, whether a source supports the claim
How to navigate
Paths are relative to this skill's directory. One script resolves every reference and says where to start:
What ships with it
60 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- dpfs/_index.md 8.0 KB
- dpfs/dtm/_index.md 11 KB
- dpfs/dtm/01-dtm-reference-1---the-working-problem-and-field.md 1.8 KB
- dpfs/dtm/02-dtm-reference-2---how-the-language-holds-the-problem-togethe.md 2.0 KB
- dpfs/dtm/03-dtm-reference-3---a-connected-worked-inquiry.md 2.4 KB
- dpfs/dtm/04-dtm-reference-4---protection-and-the-simultaneous-method-ver.md 2.3 KB
- dpfs/dtm/05-dtm-reference-5---what-counts-as-a-useful-result.md 1.6 KB
- dpfs/dtm/06-dtm-reference-6---rationale-synthesis-and-alternatives.md 2.9 KB
- dpfs/dtm/07-dtm-reference-7---external-methods-and-publication-use.md 3.4 KB
- dpfs/dtm/08-dtm-reference-end.md 21 B
- dpfs/dtm/09-dtm-1---distinguish-dependence-cooperation-and-parasitic-use.md 14 KB
- dpfs/dtm/10-dtm-2---build-a-transmission-law-from-exposure-and-uptake.md 14 KB
- dpfs/dtm/11-dtm-3---couple-change-within-carriers-to-spread-between-them.md 16 KB
- dpfs/dtm/12-dtm-4---find-conditions-for-variant-invasion-persistence-and.md 14 KB
- dpfs/dtm/13-dtm-5---separate-selection-within-and-among-collectives.md 14 KB
- dpfs/dtm/14-dtm-6---model-competition-and-facilitation-between-variants.md 13 KB
- dpfs/dtm/15-dtm-7---locate-diversion-of-a-shared-control-or-cooperation.md 15 KB
- dpfs/dtm/16-dtm-8---compare-protective-actions-against-continuing-or-spr.md 14 KB
- dpfs/dtm/17-dtm-9---model-damage-and-feedback-from-protective-responses.md 16 KB
- dpfs/eco/_index.md 18 KB
- dpfs/eco/01-eco-reference-1---problem-frame---make-an-economically-worka.md 1.0 KB
- dpfs/eco/02-eco-reference-2---problem-and-forces---locally-sound-contrib.md 1.3 KB
- dpfs/eco/03-eco-reference-3---solution---connect-calculation-exchange-an.md 4.1 KB
- dpfs/eco/04-eco-reference-4---archetypal-grounding---from-a-proposed-ser.md 2.0 KB
- dpfs/eco/05-eco-reference-5---consequences-and-limits.md 773 B
- dpfs/eco/06-eco-reference-6---common-failures-and-useful-returns.md 1.0 KB
- dpfs/eco/07-eco-reference-7---architectural-rationale.md 1.1 KB
- dpfs/eco/08-eco-reference-8---source-use-and-currentness.md 2.2 KB
- dpfs/eco/09-eco-reference-9---external-contributions-and-entry.md 1.4 KB
- dpfs/eco/10-eco-reference-end.md 21 B
- dpfs/eco/11-eco-1---recover-the-basis-for-an-economic-calculation.md 9.4 KB
- dpfs/eco/12-eco-2---reconsider-resource-use-in-response-to-price-signals.md 8.0 KB
- dpfs/eco/13-eco-3---discover-an-exchange-between-different-plans.md 9.3 KB
- dpfs/eco/14-eco-4---form-resource-commitments-for-an-uncertain-venture.md 8.9 KB
- dpfs/eco/15-eco-5---choose-exchange-terms-for-private-information-and-ef.md 17 KB
- dpfs/eco/16-eco-6---arrange-adaptation-in-a-dependent-trading-relationsh.md 9.5 KB
- dpfs/eco/17-eco-7---coordinate-use-and-renewal-of-a-shared-resource.md 9.1 KB
- dpfs/eco/18-eco-8---join-direct-cooperation-with-a-wider-economic-order.md 8.0 KB
- dpfs/eco/19-eco-9---decide-whether-and-how-to-change-economic-rules-thro.md 11 KB
- dpfs/eco/20-eco-10---trace-efficiency-savings-through-demand-responses.md 9.9 KB
- dpfs/engineering-dpf-suite/_index.md 12 KB
- dpfs/engineering-dpf-suite/cad/_index.md 11 KB
- dpfs/engineering-dpf-suite/cad/01-cad-reference-1---what-the-language-helps-obtain.md 3.0 KB
- dpfs/engineering-dpf-suite/cad/02-cad-reference-2---the-objects-and-independently-useful-contr.md 3.0 KB
- dpfs/engineering-dpf-suite/cad/03-cad-reference-3---information-tracking-and-execution-must-de.md 5.4 KB
- dpfs/engineering-dpf-suite/cad/04-cad-reference-4---the-layered-planning-and-feedback-branch.md 15 KB
- dpfs/engineering-dpf-suite/cad/05-cad-reference-5---what-is-covered-and-what-must-be-supplied.md 1.9 KB
- dpfs/engineering-dpf-suite/cad/06-cad-reference-6---why-one-language-with-independent-uses.md 2.0 KB
- dpfs/engineering-dpf-suite/cad/07-cad-reference-7---sources-external-suppliers-and-consequenti.md 3.5 KB
- dpfs/engineering-dpf-suite/cad/08-cad-reference-8---names-and-continuing-references.md 869 B
- dpfs/engineering-dpf-suite/cad/09-cad-reference-end.md 21 B
- dpfs/engineering-dpf-suite/cad/10-cad-5---choose-observations-and-internal-state-for-control.md 42 KB
- dpfs/engineering-dpf-suite/cad/11-cad-1---derive-a-control-decomposition-from-the-whole-proble.md 13 KB
- dpfs/engineering-dpf-suite/cad/12-cad-2---construct-the-planning-and-feedback-interface.md 12 KB
- dpfs/engineering-dpf-suite/cad/13-cad-3---construct-a-jointly-admissible-command-domain.md 17 KB
- dpfs/engineering-dpf-suite/cad/14-cad-4---co-design-and-realize-the-whole-control-architecture.md 16 KB
- dpfs/engineering-dpf-suite/cad/15-license.md 258 B
- dpfs/engineering-dpf-suite/kcae/_index.md 14 KB
- dpfs/engineering-dpf-suite/kcae/01-kcae-reference-1---the-working-problem-and-the-governed-obje.md 1.7 KB
- dpfs/engineering-dpf-suite/kcae/02-kcae-reference-2---why-changing-questions-defeat-fixed-repre.md 2.1 KB
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.
- yesterday Changed 413a4f43ca8b
- 5d ago Changed 76cf7e0843ce
- 7d ago Changed · -84 lines 307806af0bd7
- 8d ago Changed · +89 lines · +28 tokens per session 84fc7752bd99
- 9d ago Changed 5b72c6b744f3
- 13d ago Changed 19fb403c7788
- 15d ago Changed 7f7b195118e9
- 17d ago Changed 70c4dcf943d5
- 19d ago Changed 2eb1da18dae2
- 21d ago First seen · 185 lines · 193 tokens per session scan A 6e5a520000b6
fpf-problem-solving is a skill published in the GitHub repository CodeAlive-AI/ai-driven-development (183 stars, last pushed today), licensed MIT. It adds 221 tokens to every session and 4,287 once invoked, about $0.0009 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.
fpf-problem-solving compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| fpf-problem-solvingCodeAlive-AI/ai-driven-development | Skill | 183 | today | MIT | A | 221 | Claude Code |
| agenttrace-session-auditsickn33/agentic-awesome-skills | Skill | 50k | today | MIT | A | 34 | Claude Code |
| grok-cliscarletkc/agents | Skill | 227 | 12d ago | Apache-2.0 | A | 66 | Claude Code, Codex |
| marketing-copyscarletkc/agents | Skill | 227 | 12d ago | Apache-2.0 | A | 121 | Claude Code, Codex |
| brainstormingroundpilot/superpowers-antigravity | Skill | 90 | 5d ago | MIT | A | 46 | Claude Code, Codex |
| intuitive-refactorMiaoDX/intuitive-flow | Skill | 49 | 1mo ago | MIT | A | 25 | Claude Code, Codex |
| intuitive-preflightMiaoDX/intuitive-flow | Skill | 49 | 1mo ago | MIT | A | 29 | Claude Code, Codex |