AgencyAI
How AgencyAI assembles context
These categories describe when context can become visible. They are not a linear pipeline.
Highlighted layers are active for the selected scenario.
Instruction authority
Platform, global, repository, and path-scoped rules.
Session & routing
Session-provided context and plugin routing metadata.
Conditional context
Skills, searched memory, and references used when relevant.
Invoked resources
Tools and validation source used only when invoked.
Indexed context footprint
Measurement
- Context wordsPrompt-eligible text
- Source wordsInvoked source, not prompt context
- OpaqueSize is not exposed
Loading classes
- Always loaded or authority
- Task-triggered skills
- Retrieved on demand
- Invoked checks and tools
Audit findings
Expand a row for evidence and a copyable fix request. Nothing runs automatically.
12 findings shown.
mediumtcm-client-site-startup is close to the skill size limitCTX-LINE-CEILING-TCM-CLIENT-SITE-STARTUPProgressive disclosure
mediumtcm-ghl-form-tracking is close to the skill size limitCTX-LINE-CEILING-TCM-GHL-FORM-TRACKINGProgressive disclosure
mediumtcm-visual-quality is close to the skill size limitCTX-LINE-CEILING-TCM-VISUAL-QUALITYProgressive disclosure
mediumhubspot-crm and salesforce-crm repeat some of the same instructionsCTX-OVERLAP-HUBSPOT-CRM-SALESFORCE-CRMSkill-body similarity
mediumtcm-client-site-startup and tcm-visual-quality repeat some of the same instructionsCTX-OVERLAP-TCM-CLIENT-SITE-STARTUP-TCM-VISUAL-QUALITYSkill-body similarity
mediumtcm-client-site-startup loads a large set of instructions at onceCTX-OVERSIZE-TCM-CLIENT-SITE-STARTUPContext cost
mediumtcm-ghl-form-tracking loads a large set of instructions at onceCTX-OVERSIZE-TCM-GHL-FORM-TRACKINGContext cost
mediumtcm-visual-quality loads a large set of instructions at onceCTX-OVERSIZE-TCM-VISUAL-QUALITYContext cost
mediumMemory points to an AgencyAI audit skill that no longer existsMEM-STALE-REFERENCE-001Memory hygiene
mediumtcm-client-site-startup and tcm-domain-rebuild-deploy may activate for the same requestTRIGGER-COLLISION-TCM-CLIENT-SITE-STARTUP-TCM-DOMAIN-REBUILD-DEPLOYTrigger collision
mediumtcm-reference-screenshot-archive and tcm-visual-screenshot-review may activate for the same requestTRIGGER-COLLISION-TCM-REFERENCE-SCREENSHOT-ARCHIVE-TCM-VISUAL-SCREENSHOT-REVIEWTrigger collision
mediumCurrent validation does not check instruction sizeVALIDATION-CONTEXT-COVERAGE-001Deterministic checks
Workflow loading
What each workflow does and the prompt context it loads.
Turns a business domain into a complete client onboarding package, including the website, PPC pages, tracking, and deployment.
Example promptOnboard examplebusiness.com
Measured active context only. Estimates exclude opaque platform instructions, searched memory, task-opened references, and invoked tool source.
Skill context footprint
Highlighted skills are active for One-line full onboarding.
Largest reference surfaces
Overlap evidence
Trigger-collision matrix
| Skill | 1 | 2 | 3 | 4 |
|---|---|---|---|---|
| 1 | — | 39.3% | · | · |
| 2 | 39.3% | — | · | · |
| 3 | · | · | — | 47.8% |
| 4 | · | · | 47.8% | — |
- tcm-client-site-startup
- tcm-domain-rebuild-deploy
- tcm-reference-screenshot-archive
- tcm-visual-screenshot-review
Skill-body five-gram similarity
Instruction-body similarity is not a trigger collision and is shown separately.
Approved remediation receipts
Historical proof of approved changes, scope isolation, and validation results. These receipts do not reduce the current finding count.
ResolvedAn old skill name is still in your instructionsCFG-STALE-SKILL-00117→16findings
Replaced the retired global GHL skill name with tcm-ghl-form-tracking while preserving the existing deprecation guard.
Only CFG-STALE-SKILL-001 was remediated. No other audit finding was applied.
Validation receipt
- PassAgencyAI checksPlugin validation, audit tests, structural audit, and secret scan passed.
- PassRouting probesAll 5 modeled task scenarios passed.
- PassSource and runtime parity203 files compared with 0 missing and 0 different.
- PassDeprecation guardThe guard remains unchanged and continues to block the retired identifier.
Resolvedtcm-client-site-startup and tcm-domain-rebuild-deploy repeat some of the same instructionsCTX-OVERLAP-TCM-CLIENT-SITE-STARTUP-TCM-DOMAIN-REBUILD-DEPLOY16→15findings
Made tcm-client-site-startup authoritative for source facts and build-brief inputs, made tcm-domain-rebuild-deploy authoritative for onboarding execution, and routed the startup handoff to the orchestrator.
Only CTX-OVERLAP-TCM-CLIENT-SITE-STARTUP-TCM-DOMAIN-REBUILD-DEPLOY was remediated. No other audit finding was applied.
Validation receipt
- PassAgencyAI checksPlugin validation, audit tests, structural audit, and secret scan passed.
- PassRouting probesAll 5 modeled task scenarios passed.
- PassSource and runtime parity203 files compared with 0 missing and 0 different.
- PassFinding isolationThe finding-set comparison removed only the approved stable ID and added no findings.
Resolvedtcm-domain-rebuild-deploy loads a large set of instructions at onceCTX-OVERSIZE-TCM-DOMAIN-REBUILD-DEPLOY15→14findings
Reduced the triggered tcm-domain-rebuild-deploy skill from 7,844 to 1,781 words by keeping essential operating decisions in the skill and routing phase-specific coordination and execution detail to on-demand references.
Only CTX-OVERSIZE-TCM-DOMAIN-REBUILD-DEPLOY was remediated. No other audit finding was applied.
Validation receipt
- PassTriggered contextThe selected skill now loads 1,781 words instead of 7,844, a reduction of 6,063 words.
- PassAgencyAI checksPlugin validation, audit tests, structural audit, and secret scan passed.
- PassRouting probesAll 5 modeled task scenarios passed after the progressive-disclosure refactor.
- PassSource and runtime parity207 files were compared with 0 missing and 0 different.
- PassFinding isolationThe finding-set comparison removed only the approved stable ID and added no findings.
ResolvedYour instructions point to an old shared-workflow folderCFG-STALE-PATH-00114→13findings
Replaced the old shared-workflow folder in global guidance with AgencyAI as the canonical editable source, while explicitly keeping live applications, client sites, and deployment runtimes in their separate repositories.
Only CFG-STALE-PATH-001 was remediated. No other audit finding was applied.
Validation receipt
- PassAuthority guidanceGlobal guidance now names AgencyAI as the canonical shared plugin source and keeps runtime repositories separate.
- PassAgencyAI checksPlugin validation, audit tests, structural audit, and secret scan passed.
- PassRouting probesAll 5 modeled task scenarios passed after the authority correction.
- PassSource and runtime parity207 files were compared with 0 missing and 0 different.
- PassFinding isolationThe finding-set comparison removed only the approved stable ID and added no findings.
Resolvedroofing-ppc-landers is close to the skill size limitCTX-LINE-CEILING-ROOFING-PPC-LANDERS13→12findings
Reduced the triggered roofing-ppc-landers skill from 485 lines and 2,994 audited words to 150 lines and 1,269 audited words, with offer, design, social-proof, copy, and form implementation detail routed to an explicit on-demand reference.
Only CTX-LINE-CEILING-ROOFING-PPC-LANDERS was remediated. No other audit finding was applied.
Validation receipt
- PassSkill context ceilingA deterministic regression test now enforces at most 2,499 words and 3,324 estimated tokens; the skill measures 1,269 words and 1,688 estimated tokens.
- PassRouted referencesThe main skill directly links the offer/design/copy details, validation/visual details, and canonical PPC form/copy contract used by later phases.
- PassAgencyAI checksPlugin validation, audit tests, structural audit, skill validation, and secret scan passed.
- PassRouting probesAll 5 modeled task scenarios passed after the progressive-disclosure refactor.
- PassSource and runtime parity209 files were compared with 0 missing and 0 different.
- PassFinding isolationThe finding-set comparison removed only the approved stable ID, added no findings, and retained the separate validation-coverage finding.
Resolvedtcm-meta-ads-mcp and tcm-meta-ads-mockups may activate for the same requestTRIGGER-COLLISION-TCM-META-ADS-MCP-TCM-META-ADS-MOCKUPS13→12findings
Separated the activation contract by lifecycle phase: tcm-meta-ads-mcp owns new-object creation plus verification of that batch's returned IDs, while tcm-meta-ads-mockups owns blueprint governance, standalone readback and audit, creation-surface selection, and approved removal.
Only TRIGGER-COLLISION-TCM-META-ADS-MCP-TCM-META-ADS-MOCKUPS was remediated. No other audit finding was applied.
Validation receipt
- PassMutually exclusive routingThe two frontmatter descriptions and skill bodies now prohibit parallel activation and define separate creation, governance, standalone verification, and removal phases.
- PassTrigger collision metricContainment fell from 37.5% to 23.8% and Jaccard similarity fell from 21.4% to 13.5%; the audited pair now reports collision=false.
- PassRouting probesAll 7 modeled scenarios passed; Meta governance and lifecycle probes exclude the MCP skill, while new-object creation excludes the mockups skill.
- PassAgencyAI checksPlugin validation, full audit tests, structural audit, both edited-skill validators, and the secret scan passed.
- PassSource and runtime parity213 files were compared with 0 untracked source files, 0 missing cache files, 0 different files, 0 cache-only files, and 0 stale skill junctions.
- PassFinding isolationThe finding-set comparison removed only the approved stable ID and added no findings.